Fundamental Concepts for Workflow Automation in Practice

Size: px
Start display at page:

Download "Fundamental Concepts for Workflow Automation in Practice"

Transcription

1 Fundamental Concets for Workflow Automation in Practice Stef Joosten and Sjaak Brinkkemer Centre for Telematics and Information Technology, University of Twente, The Netherlands March 12, 1995 This aer is submitted to the ICIS 95 conference, Amsterdam, December Mailing Address Centre for Telematics and Information Technology, University of Twente, P.O. Box AE ENSCHEDE The Netherlands tel fax internet: Keywords workflow suort systems, business rocess re-engineering, collaborative work systems, field study. ISRL categories: DD0402, HA12, AI

2 Fundamental Concets for Workflow Automation in Practice Abstract Workflow systems are catching on raidly due to the success of many workflow-based innovations in ractice. Streamlining or even redesigning workflows in the rimary business is observed to be effective in organisations that have roblems coordinating work. In order to learn how and why workflow management systems are built, twelve organisations that use workflow systems have been analysed. The observations done in this roject have led to the definition of terms, a modelling technique and knowledge about the innovation rocess of imlementing automated workflow. This aer is interesting for methodologists who want to learn how workflow analysis can be done, for managers who want to learn what workflow means in ractice, and for researchers to learn which ractical roblems require research attention. Keywords: workflow suort systems, business rocess re-engineering, collaborative work systems, field study. ISRL categories: DD0402, HA12, AI Introduction In order to evaluate the ractical significance of workflow, a roject under the name of WA-12 was set u during the summer of Twelve organisations with actual workflow exerience were found to cooerate in this emirical research roject. The urose of the research roject was to learn about the way in which workflow rojects differ from other rojects and to learn from the analysis and design rocesses that are carried out during the innovation. The ultimate goal is to develo an emirical basis uon which a method for workflow analysis and design can be built. Workflow management deals with the coordination of roductive work in a business rocess. The workflow aradigm is characterised by: a focus on the interaction between actors rather than the activities themselves; a number of different eole and organisational units being involved; boundary sanning both within and outside the organisation; integration of rocedures and tools. Actors can be individuals, grous or machines, which exlains why workflow research is a combination of comuter science and business science. In the turbulent world of information systems technology, workflow is ositioned as a new breakthrough in administrative organisations. Vendors advertise advantages such as increased rocessing flexibility, shorter rocessing times, imroved customer service, imroved resource management, etc. Literature study [13] has shown that a majority of ublications originates from vendor organisations, resulting in a large suly of case studies and tool-oriented articles. As a consequence, it is not easy to find out what workflow means in ractice. 1

3 2 Background There are different tyes of research related to workflow systems: technical, concetual, organisational and methodological. Technical research is focused on finding technical rimitives to suort workflows. An examle is the TriGSflow system in which workflows are organised on the basis of active objects [14]. Client/server architectures are being studied in order to enable workflow servers at different locations to cooerate [22]. Business transactions aear to be more comlicated than database transactions. Consequently, researchers are looking into new transaction models [3, 2, 6]. Concetual research is conducted in order to describe workflows effectively and efficiently. The work of Winograd and Flores [23] about seech acts has started an imortant new develoment, leading to the Action Workflow Aroach [18]. Other aroaches are based on Petri-nets [11]. Many tools, however, use their own concetual framework such as [16]. Research in organisational and business sciences is done to find ways in which workflow tools are best exloited. Business rocess reengineering is a well known develoment in this area [10, 4]. The analogy with logistics has been noticed and used as a starting oint for innovation of work rocedures [24, 9]. Methodological research is motivated by the belief that workflow management reresents a new aradigm. This justifies the search for new methods [1, 7, 8]. Research about the use of workflow in ractice is an aarent omission in this overview. Available case studies are often used to advocate a secific tool. Comarative case studies are rare. Yet, if a method for the design and imlementation of workflow systems is to succeed, it must take into account what ractitioners have learned the hard way. The WA-12 roject is based on this observation. It was intended to describe the exerience with workflow rojects in order to learn methodological asects that are imortant for workflow analysis and design. 3 Research Aroach A research roject like WA-12, set out to generate a descritive theory and to exlain the concets of workflow requires a qualitative research aroach (e.g. grounded theory [17]). It must focus on the develoment of a context-based descrition of a henomenon together with exlanations. The causality based methods, using variance theory, are less suitable for this tye of research [20]. Research questions of the WA-12 roject have been refined by defining the following asects of interest: terminology, modelling techniques, introduction of the workflow system and integration. In the selection of sites both differences and similarities were considered. The similarities should relicate the essence of the theory, being the actual use of techniques to analyse workflows. The differences were sought in the nature of workflows, the tye of organisation and the way of suorting workflows. As a ossible flaw in site selection, the orientation towards tools was identified. To revent this from haening, suitable cases were sought with the hel of system architects rather than tool vendors. The acquisition hase was suorted by DCE Nederland B.V., an indeendent consulting organisation that secialises on workflow. The requirements for articiation were demonstrable exerience with workflow oen attitude towards researchers going through the organisation 2

4 numbers yes no no resonse total rocess consultancy Table 1: Organisations aroached for WA-12 These requirements exclude organisations that were still in the lanning hase. Table 1 gives the numbers of organisations that were aroached for articiation in WA-12. The organisations in the category rocess are the actual workflow rocesses. Organisations in the category consultancy are comanies that articiated in ointing out the locations where workflow rojects are executed. In this way we have often been in touch with the original designers of a workflow alication. The rocess to be studied was identified during the acquisition hase in order to ensure a focus on the rocess rather than the tools. Data collection was based on a variety of research techniques: questionnaires, unstructured and semistructured interviews, observation and documentation study. The choice and the use of techniques was different for all cases to accommodate for the different situations encountered. Less interviews could be done in organisation that roduced useful written information (e.g. design - or decision documents). Where documentation fell short, interviews were conducted to fill the gas. It turned out that the differences were larger than anticiated, making the questionnaires almost useless. The use of different techniques at the same time is useful to generate theory, because it allows for verification of results [5]. Every contact with articiating organisations has been coordinated with a contact-erson, to ensure maximal cooerativeness in the organisation. Organisations were visited several times during the data collection hase. Each organisation has received an elaborate rivate reort on its own situation. Furthermore, the final WA-12 reort [12] has been resented to the articiants in the form of a research monograh.. 4 Research Results The main results of this research roject are in the comarisons of the twelve cases, to be receded by short descritions in the following table. The second column of this table contains three attributes of each rocess. Firstly, it contains Leifer s classification [15] in stand-alone, centralised, distributed and decentralised systems. Secondly, Mintzberg s tyology [19] as simle structure, machine bureaucracy, rofessional bureaucracy, divisionalised form and adhocracy is given. Lastly, the main roblem is given that lies at the root of the workflow innovation. 1. Suly and administration of car insurances at a bank. This roject grew out of the need to maintain insurance folders electronically on a document imaging system. At the time of research, simle workflows are being suorted. The system is living u to its exectations. 2. Allocation and administration of domestic facilities in a large research laboratory of a major multinational concern. The workflow is about allocation of rooms, name shields, telehone and LAN connections, issuing of keys, etc. in an environment of dynamic research team formation, large numbers of eole and rojects and tight security measures. At the time of research, the system was oerational for a year. The roject is considered a success. distributed system, machine bureaucracy, archiving roblem distributed system, machine bureaucracy, integration roblem 3

5 3. Selling and maintaining leasing arrangements at a leasing comany. A remarkable feat of this roject is that a large number of relatively small workflows has been (re-)designed for workflow, among which the design of a workflow itself. At the time of research, the system was about to be rolled out to the user organisation. 4. Alications at an insurance comany for the medical rofession. The urose of the roject was to increase the roduct quality by decreasing throughut delays and enhancing customer service. This involved an imaging system in order to get the rimary information stream on an electronic infrastructure. The roject is considered successful, although it has more characteristics of imaging than workflow. The distinction between the two is not always made in ractice. At the time of research, the system was oerational for over a year. 5. Filing financial reorts of comanies at a chamber of commerce. The roject develoment went relatively smooth due to thorough rearation and early commitment of emloyees. The roject was just oerational when this research started. 6. Mortgage administration in an investment comany. This workflow involves all activities starting with a request for a mortgage down to the final wraing u. The develoed systemwas being imlemented within the organisation at the time of research. 7. Mortgage administration at an insurance comany. This rocess was meant to solve roblems with the inaccessibility of aer files, shortage of storage caacity and serious roblems with the quality of work. In a highly ambitious roject which took no longer than a year, a new technical infrastructure together with imaging and workflow functionality has been designed and introduced. Although the introduction was not comleted at the time of research, it was clear already that the roject goals were met. 8. Granting of tenant subsidies at a governmental deartment. As an innovation, this roject was successful. However, it turned out that it was more a document automation roject than actual workflow. Nevertheless, some workflow asects are visible in the roject. 9. Archiving of documents at a rovincial government. The roject was started because of archiving roblems, and aimed at a large scale introduction of document imaging. A workflow in the rimary rocess was selected as a ilot to demonstrate the workflow caabilities. The roject has a troublesomehistory, mainly caused by a lack of commitment and continuity. 10. Social insurances administration at an administrative service organisation. The roject goals were to increase the efficiency in the rocess and to offer better service to customers. At the time of research, the roject was in its introduction hase. The roject ran into several delays due to the sheer size of the rocess. The roject goals are still exected to be achieved. 11. Provision of credit-worthiness information at a commercial credit insurance comany. At the time of research, this roject was in use for about half a year. It was intended to demonstrate the otention of workflow management to the organisation, and was successful in this resect. distributed system, machine bureaucracy, roblems with control centralised system,rofessional bureaucracy, roblems with throughut and archiving distributed system, rofessionalbureaucracy, archiving roblem distributed system, rofessionalbureaucracy, archiving roblem distributed system, divisionalised form, roblems with throughutand quality of data centralised system,rofessional bureaucracy, roblems with malfunctioning system distributed system, machine bureaucracy, archiving roblems centralised system, machine bureaucracy, roblems with client focus and quality of data distributed system, rofessionalbureaucracy, throughut roblem 4

6 12. Issuing of environmental licences and industrial waste disensations in a rovincial government. This organisation is often confronted with changes in rocedures that are dictated by olitical develoments. The roject took excessively long, and clear cut roject goals were never defined. Nevertheless, limited results were achieved. centralised system, machine bureaucracy, archiving roblem The asects of interest identified in the research aroach are terminology, modelling techniques, introduction of the workflow system, integration and organisation. A selection of the results for each of these asects is given. For a comlete account we refer to [12]. In analysing documents and interview reorts for the use of terms, we found a great deal of consensus about the nature of workflow. Although eole in different grous in different organisations often use different words, the analysis did not uncover any concetual disagreements about the nature of workflow. This analysis resulted in figure 1, which shows the concetual framework of workflow management in the form of an ER-diagram. These concets have been given mutually consistent definitions, leading to the object subrocess of carries element of rocess event element of triggers activity erforms resonsible actor definition of the concet of workflow: Figure 1: ER Model of Concets Definition 1 (workflow) A workflow is a system whose elements are activities, related to one another by a trigger relation and triggered by external events, which reresents a business rocess starting with a commitment and ending with the termination of that commitment. Next to terminology, techniques and methods that are used in ractice have been studied in order to find out what analysts do in order to chart the situation. Table 2 gives an overview of modelling techniques used in the different cases. In the absence of modelling techniques esecially for workflow, most organisations used conventional tools and techniques, such as modelling of the rocess, the control flow, the dataflow, state transitions, etc. In order to comare the different modelling techniques, we have divided them in techniques for modelling data (e.g. entity-relationshi modelling), rocess (e.g. dataflow, rocess hierarchy), control (e.g. flowchart, triggers, state transition) and organisation (e.g. organigram). Besides, the aroach was classified as either informal, grahical or formal. Formal secification techniques were not found to be used. It came as a surrise that data modelling was hardly done. Almost all organisations made a control model of the workflow. In one organisation the analysis and design of workflows was function oriented. This was unexected, because workflows consist of activities rather than functions. The orientationtowards business functions can lead to artial analysis of the workflow to be considered In studying the introduction of workflow systems, observations were done about key numbers, roject initiators, roject goals and motivations. Table 3 shows, interestingly enough, that most workflow rojects were initiated by management and relatively few by IT deartments and even fewer by Administrative Organisation (AO) deartments. Aarently, this is an innovation that is business driven rather than technologically ushed. In most cases a roject organisation is used to carry out the intended innovation. 5

7 Case Techniques used data rocess control organisation 1 informal 2 informal 3 grahical 4 grahical 5 grahical 6 grahical 7 grahical 8 grahical 9 informal 10 grahical 11 grahical 12 informal Table 2: Modelling Techniques Used Initiated by Organisation Management Users IT-deartment AO-deartment Table 3: Project Initiation A oular structure is to have a steering grou and a roject grou headed by the roject manager. We found that rojects where external workflow exertisewas involved were more successful than rojects on a do-it-yourself basis. Integration is one of the technical asects of workflow suort that causes ractical roblems. Although workflow literature usually assumes the existence of an electronic infrastructure, we found that this is not always the case in ractice. In all organisations, existing information systems (also called legacy systems) were integrated in the workflow system. This results frequently in the need to use data objects from one alication inside another. DDE is a oular candidate to solve this roblem. Interfacing between workflow suort tools is entirely absent. Some technical interfacing asects have been collected in table 4. Legacy alications can be triggered by events that occur in a workflow. Perceiving the existing systems as vertical alications gives a searation of alications and workflow. Some organisations aly this ercetion in theirdeveloment hilosohy. Data is notexclusively accessible via a single alication, but also with general tools. Routing decisions are mostly carried out in the workflow system and alications are triggered by assing the roer arameters. Interfacing a workflow tool to commercially available databases may or may not require develoing the interface modules, deending on the interface functionality offered in the tools used. The current status of job should be stored in a database rather than a file system for reasons of security. The information 6

8 C/S DBMS Network Oerating system Workflow tool 1 Informix Token Ring Dos/Win/Unix WFM (Digital) 2 Oracle Ethernet Dos/Win/Unix 3 Sybase Token Ring Dos/Win Staffware (Staffware) 4 PACE Wang VS 5 Informix Token Ring Dos/Win FloWare (Plexus) 6 Informix Ethernet Dos/Win FloWare (Plexus) 7 Oracle Ethernet Dos/Win/Unix Event Manager (Unisys) 8 IMS Ether+T.R. Dos/Unix 9 DB2 Token Ring OS/2 / Unix Work Management Builder (IBM) 10 Mainframe Unix Staffware (Staffware) 11 Mainframe Ethernet Dos/Win FileNet WorkFlo (Olivetti) 12 Oracle Dos/Win Table 4: Technical Asects of Integration needed to do the work may or may not be stored in a database system, usually deending on situational factors. Workflow definitions and oerational workflow data are also stored in a database. The workflow suort system covers the whole business rocess, as oosed to an existing alication that suorts a single activity or a number of activities. A majority of systems is linked to standard office tools, e.g. word rocessor, sreadsheet, or e-fax. Further, workflow systems are frequently used in combination with imaging tools. This combination is obvious, because work is much easier to schedule, monitor and distribute when the majority of documents resides in an electronic infrastructure. As long as most of the work is carried over on aer, much of the workflow has to be coordinated manually. The organisational tyology of Mintzberg [19] forms the basis of the comarison of the organisations in WA-12 with resect to organisational alicability. This comarison draws from three sources: the coordination mechanisms distinguished by Mintzberg, the different tyes of information systems identified by Leifer [15] and the information collected about the WA-12 organisations. Leifer s information technical aroach aligns with the organisational aroach of Mintzberg. Although the five organisational tyes as described by Mintzberg almost never occur in their ure form, they do rovide a framework in which structural characteristics of (administrative) organisations can be comared. Both the organisational and the information technical aroaches are comlemented by the results of WA- 12. Most organisations are of the standardisation based tye, which is in line with recent trends. Almost half the organisations were identified as a machine bureaucracy and the other half as a rofessional bureaucracy. The divisionalised form is identified at one organisation only. This is due to the fact that this tye consists of a combination of the other two tyes and the fact that the categorisation is made on a rocess level. Eight out of the twelve organisations have a distributed system and the other four have a centralised system. These results do not contradict the theory of Mintzberg and Leifer. In this comarison we have aid attention to terminology, modelling techniques, introduction of the workflow system, integration and organisation. The following section contains a discussion at a more general level, in order to reare conclusions that go beyond the scoe of the twelve organisations. 5 Discussion The discussion is resented in four arts. The first art gives general considerations about workflow management, based on the emirical results of WA-12 and literature. Technological asects of workflow 7

9 systems, such as integration, are discussed in the second art. The third art deals with the role of workflow suort systems in organisations. The fourth discussion is about roject characteristics of workflow management innovations. 5.1 Theory In section 2 we argued that there is a lack of methodological literature about workflow management and automation. Most of the ractical ublications about workflow management originate from suliers, focusing on tools and case studies in suort of those tools. Workflow is an emerging technology, likely to be resented as a anacea for all business roblems. No secific workflow methods are known to analists facing the challenge to imlement the workflow romise. Therefore, conventional modelling and even imlementation techniques are widely used. These observations justify the conclusion that workflow suort lacks a theoretical basis. This basis should make clear what workflow is, which techniques are to be used in which circumstances, how to describe a workflow formally, etc. A number of methods and techniques already exist to suort workflow, such as the ublished technique of Action Workflow [18], or the rorietary technique of DCE [21]. In ractice, methods and techniques are often chosen by convention or by the availability of CASE-tools. Consequently, the methods used do not always focus on the key issues in a workflow analysis, such as the triggering dynamics of the system. Furthermore, ill defined resonsibilities aear to be an imortant source of roblems in workflow rojects. A theory of workflow suort should therefore focus on triggering, activities and resonsibility of actors. The concets given in figure 1 must be incororated in methods and techniques for the analysis and design of workflow suort systems. 5.2 Technology Due to the fact that a workflow system is a combination of centralised control and local interactive rocessing, it is ideally suited for a client/server architecture. This architecture allows for imlementations ranging from conventional mainframe based situations through interconnected local area networks. Many organisations have the infrastructure already in lace, which is frequently based on PC workstations with MS-DOS/MS-Windows. Few workflow tools suort character terminals exlicitly. Figure 2 gives the generic architecture of workflow suort systems. This is essentially a client/server architecture. It is generic in the sense that each of the comonents can occur multily in different guises. It is also generic with resect to the concrete machines on which the comonents are located. Any comonent can be maed on any machine, which includes the ossibility of combinations of comonents on one machine. Three different storage comonents are distinguished: a definition store, a transaction store and an observation store. The definition store contains the structure of workflows. The transaction store kees track of all activities erformed in a workflow-instance. The observation store contains information about workflows, which is used for workload balancing, roductivity measurement, accounting, etc. There are three different tyes of active comonent in a workflow suort system: interface rocessors, event managers and workflow managers. An interface rocessor links alications to the workflow system. It can be either custom or tailor-made. The event manager maintains a list of work to be done, guarding deadlines and work conditions and notifyingother actors. A workflow manager coordinates withinworkflows, sawns and monitors other workflows, and communicates with other workflow managers when necessary. The clients occur in three different roles: workers, develoers and managers. They are distinguished because they require different functionality from a workflow suort system. In ractice, combinations of these roles are not uncommon. 8

10 LEGEND client comonent active comonent storage comonent worker develoer manager Interface rocessor event manager workflow manager definitions transactions observations Figure 2: A Generic Architecture for a Workflow Suort System In many situations, workflow suort and document imaging are an obvious and successful combination. A mature electronic communication infrastructure within an organisation stores and transorts most of the information objects used in a business rocess. This includes documents, files and archives, which makes the role of imaging technology an obvious one. A document imaging system is often an essential art of the infrastructure in which a workflow system is oerational. In the absence of secific workflow standards, integration roblems of different kinds (e.g. , API s, GUI s, etc.) must be anticiated in a workflow roject. DDE was seen in many of the WA-12 organisations. Although most vendors claim their tools will integrate with almost anything, current workflow tools are all mutually incomatible. The following questions with resect to integration are found to be relevant for workflow rojects: Which activities in the workflow are suorted by which existing alications? Which integration otions exist for each of the mentioned alications? Which integration otions are desired (data sharing, communication, user interface) What effort is needed for each of the defined integration otions? Which alternatives are ossible (rewriting an alication, alying standard software) Which trends in integration can be anticiated? It is imortant that these integration issues are made exlicit in the analysis hase, in order to avoid unexected roblems in the imlementation hase. A design method for workflow systems should take this into account. In the WA-12 cases, the observed oerating systems, database management systems and networking technology all follow acceted industry standards. Integration roblems on that level are likely to be small or absent. 5.3 Organisation Manufacturing rocesses and administrative rocesses differ on a number of structural characteristics. This has consequences for the way in which rinciles from one field can be alied in the other. In 9

11 manufacturing rocesses, the distinction between the roduction rocess and the information system to control and coordinate this rocess is clear. In administrative organisations, this distinction is often hard to make, because both systems rocess information. Workflow management can be used to searate the control and coordinationmechanisms from the rimary rocess. This yields insight in the (rimary) rocess, heling to realise the romised advantages of flexibility and integration. None of the 12 rocesses in WA-12 has been modelled in a logistic manner. This is due to the fact that the situation before workflow automation was not quantified. The introduction of a workflow system will have a lasting effect on future innovations, because workflow suort yields the quantitative information to assess future innovations in detail. With resect to the workflow rojects and the way in which they are managed, we have first and foremost observed that roject goals have largely been met, In site of roblems and inadequacies during those rojects. Projects run in a strict roject organisation achieve ambitious goals in a reasonable time. The rojects in WA-12 seem to suggest that searate steering and roject grous, a strong roject manager from within the organisation, sufficient commitment and an external systems integrator are comonents of a successful workflow roject. The fact that workflow management is relatively new, that it is meant to suort rimary rocesses and that it involves the coordination of work imly that workflow rojects have a relatively high roject risk. In WA-12, the following generic roject risks were encountered: commitment, user accetance, technical integration, roject organisation. Aart from integration, technical roject risks are relatively unimortant as oosed to organisational roject risks. The need for better, structured modelling techniques follows from two arguments. Analysts claim that they do not know how to analyse a business rocess in order to suort workflow management. Also, they frequently choose conventional analysis techniques rather than secific workflow analysis and design techniques. Many designers tend to use free diagrams, justified by the desire not to be restricted by technique rules. However, the quality of the analysis often suffers from this. Imlementing a workflow suort system is said to require business rocess redesign [4]. However, most organisations in WA-12 did not redesign their business rocesses. In these cases the word streamlining was more aroriate, as workflow suort was used to let the rocess evolve towards a new situation. Although it is reasonable to advocate doing a BPR related to workflow, it must be concluded that a redesign is not strictly necessary. 6 Conclusions It is likely that workflow suort systems will affect the way in which businesses oerate, because there is a sufficient number of good examles of successful workflow rojects. The current use seems to be more in streamlining rocesses rather than in a comlete redesign. Although quite likely in theory, it remains to be seen whether workflow suort systems will be the great BPR enabler in the daily ractice of businesses. The case studies in this research roject show secific characteristics that give workflow its own flavour. The coordination of work across the boundaries of deartments or even organisations is the key roblem that is addressed by workflow management. Current workflow research addresses roblems such as transaction models for workflow systems, database rimitives for workflow suort, concets and system architectures. The roblems that occur in ractice however have to do with integration on a technical and organisational level, methods and techniques and a lack of theory. There is an aarent discreancy between ongoing research and workflow ractice, which makes it necessary to revisit research agendas. Issues that should be toics of workflow research include distribution of workflow enactment functionality, the use of existing standards for integration on different levels and the use of existing technology to under the control of a workflow suort system. 10

12 From the WA-12 research we have learned that the triggering behaviour is the rime asect of workflow. Therefore, we believe that this asect should be the first to be considered in any analysis of workflows. This conclusion has imlications for the way in which organisations are being analysed today, which is often rocedure- or data-oriented. The analysis for workflow suort should focus on interactions rather than actions in the business rocess. Consequently, there is much attention to interactions across deartmental boundaries and even across cororate boundaries. This conclusion has been worked out by the author in a modelling technique called Trigger Modelling [11], which has been designed esecially for easy analysis of workflows and is suorted by formal semantics. Further research in the area of workflow suort needs to be done. This research is mainstream business information technology research, because of the strong interaction between business science and comuter science. The following research questions need attention (among others): How should a workflow be reresented in order to generate the corresonding enactment engine(s)? How should enactment engines at different locations work together to mimic a single enactment engine? Which are the interactions between workflows, and how do the affect the business rocess as a whole? Which theory of workflow suort will hel workflow analysts? Which generalised solutions for technical integration roblems can be offered to the end-user in ready-to-use modules? How must workflow suort systems of different vendors be made to cooerate and behave like a single system? How can workflow-based BPR be effectuated with minimal risk involved? Acknowledgements The authors wish to thank Gaston Aussems, Matthijs Duitshof, Richard Huffmeijer and Erik Mulder and the articiating organisations for their cooeration in this research roject. We also with to thank DCE Nederland B.V., Data General, Deloitte and Touche, Euroforum, Image Grou Euroe, MID, Otten System Consulting, Pallas Athena B.V., Staffware Benelux B.V. and Wang Nederland B.V for their efforts to find the articiating organisations. References [1] BLYTH,A.,CHUDGE, J.,DOBSON, J.,AND STRENS, M. Ordit: A new methodology to assist in the rocess of eliciting and modelling organisational requirements. In Proceedings of the Conference on Organisational Comuting Systems (Militas, California, USA, Nov. 1993), ACM Press, [2] DAYAL,U.,HSU,M.,AND LADIN, R. Organizing long-runningactivities with triggers and transactions. In Proceedings of the 1990 ACM SIGMOD InternationalConference on Management ofdata (Atlantic City, NJ, 1990). [3] DEACON, A.,SCHEK, H.-J.,AND WEIKUM, G. Semantics-based multilevel transaction management in federated systems. In Proceedings the 10th Int. Conf. on Data Engineering (ICDE 94) (Houston, Texas, Feb. 1994). 11

13 [4] DENNING, P.,AND MEDINA-MORA, R. Case study: George mason university. In New Tools for New Times: The Workflow Paradigm (Alameda, CA, Mar. 1994), Future Strategies Inc., [5] EISENHARDT, K. Building theories from case study research. Academy of Management Review 14, 4 (Oct. 1989), [6] ELMAGARMID, A. Database Transaction Models for Advanced Alications. Morgan Kaufmann Publishers, Inc., San Mateo, CA, [7] FAFCHAMPS, D. Ethnograhic workflow analysis: secifications for design. In Human Asects in Comuting. Design and Use of Interactive Systems and Work with Terminals. Proceedings of the Fourth International Conference on Human-Comuter Interaction (Amsterdam, 1991), H.-J. Bullinger, Ed., Elsevier, [8] GARNETT, P. Workflow: A methodology for erforming a qualitative risk assessment. In 13th National Comuter Security Conference. Proceedings. Information Systems Security. Standards - the Key to the Future, Washington DC (Gaithersburg, MD, USA, 1990), NIST, vol.2. [9] GERRITS, H. Redesigning information roduction rocesses for controlled roduction time. IFIP Transactions A [Comuter Science and Technology] A-14 (1992), [10] HAMMER, M. Reengineering work: Don t automate, obliterate. Harvard Business Review (July 1990), [11] JOOSTEN, S. Trigger modelling for workflow analysis. In Proceedings CON 94: Workflow Management, Challenges, Paradigms and Products (Oct. 1994), A. B. G. Chroust, Ed., Oldenbourg, Wien, München, [12] JOOSTEN, S., AUSSEMS, G., DUITSHOF, M., HUFFMEIJER, R., AND MULDER, E. Wa-12: an emirical study about the ractice of workflow management. Tech. re., University of Twente, det. of Com. Sc., P.O. Box 217, 7500 AE ENSCHEDE, the Netherlands, July Research monograh. [13] JOOSTEN, S.,MULDER, E., AND MCCRORY, J. Workflow literature guide. Set [14] KAPPEL, G.,PRÖLL, B.,RAUSCH-SCHOTT, S., AND RETSCHITZEGGER, W. Trigsflow active objectoriented workflow management. In Proceedings HICSS 95 (1995). to aear. [15] LEIFER, R. Matching comuter-based information systems with organizational structures. MIS Quarterly (March 1988). [16] LEYMANN, F., AND ALTENHUBER, W. Managing business rocesses as an information resource. IBM Systems Journal 33, 2 (1994). [17] MARTIN, P., AND TURNER, B. Grounded theory and organizational research. Journal of Alied Behavioral Science 22, 2 (1986), [18] MEDINA-MORA, R.,WINOGRAD, T.,FLORES, R.,AND FLORES, F. The action workflow aroach to workflow management technology. In Proceedings CSCW 92: Sharing Persectives (1515 Broadway, New York, New York USA, Nov. 1992), J. Turner and R. Kraut, Eds., Association for Comuting Machinery, [19] MINTZBERG, H.The Structure of Organizations. Prentice-Hall, Englewood Cliffs, NJ, [20] ORLIKOWSKI, W., AND BAROUDI, J. Studying information technology in organizations: Research aroaches and assumtions. Information Systems Research 2, 2 (1991), [21] OVERBEEK, J.,POTTJEWIJD, P.,BROEKHUISEN, H.,AND SPANHOFF, G. Stroomlijnen van werkrocessen, Aanak voor analyse en verbetering van interne bedrijfsvoering (Streamlining of work rocesses, an Aroach for analysing and imroving internal business rocesses, in Dutch). DCE Nederland b.v.,

14 [22] SCHUSTER, H.,JABLONSKI, S.,KIRSCHE, T., AND BUSS LER, C. A client/server architecture for distributed workflow management systems. In Proc. Parallel and Distributed Information Systems Conference (Set. 1994), [23] WINOGRAD, T.,AND FLORES, F. Understanding Comuters and Cognition: A New Foundation for Design. Ablex Publishing Cororation, 335 Chesnutt Street, Norwood, New Jersey, [24] WORTMANN, J. Factory of the future: towards an integrated theory for one-of-a-kind roduction. IFIP Transactions B [Alications in Technology] B-2 (1992),

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Till Rebenich University of Southamton tr08r@ecs.soton.ac.uk Andrew M. Gravell University of Southamton amg@ecs.soton.ac.uk

More information

The risk of using the Q heterogeneity estimator for software engineering experiments

The risk of using the Q heterogeneity estimator for software engineering experiments Dieste, O., Fernández, E., García-Martínez, R., Juristo, N. 11. The risk of using the Q heterogeneity estimator for software engineering exeriments. The risk of using the Q heterogeneity estimator for

More information

The impact of metadata implementation on webpage visibility in search engine results (Part II) q

The impact of metadata implementation on webpage visibility in search engine results (Part II) q Information Processing and Management 41 (2005) 691 715 www.elsevier.com/locate/inforoman The imact of metadata imlementation on webage visibility in search engine results (Part II) q Jin Zhang *, Alexandra

More information

Sage HRMS I Planning Guide. The HR Software Buyer s Guide and Checklist

Sage HRMS I Planning Guide. The HR Software Buyer s Guide and Checklist I Planning Guide The HR Software Buyer s Guide and Checklist Table of Contents Introduction... 1 Recent Trends in HR Technology... 1 Return on Emloyee Investment Paerless HR Workflows Business Intelligence

More information

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS OST ALULATION IN OMLEX TRANSORT SYSTEMS Zoltán BOKOR 1 Introduction Determining the real oeration and service costs is essential if transort systems are to be lanned and controlled effectively. ost information

More information

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Review of the Air Force Academy No (23) 203 CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Cătălin CIOACĂ Henri Coandă Air Force Academy, Braşov, Romania Abstract: The

More information

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN *Akbar Abdolhosenzadeh 1, Laya Mokhtari 2, Amineh Sahranavard Gargari

More information

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES C. Gutiérrez, S. Servigne, R. Laurini LIRIS, INSA Lyon, Bât. Blaise Pascal, 20 av. Albert Einstein 69621 Villeurbanne, France

More information

An important observation in supply chain management, known as the bullwhip effect,

An important observation in supply chain management, known as the bullwhip effect, Quantifying the Bullwhi Effect in a Simle Suly Chain: The Imact of Forecasting, Lead Times, and Information Frank Chen Zvi Drezner Jennifer K. Ryan David Simchi-Levi Decision Sciences Deartment, National

More information

Corporate Compliance Policy

Corporate Compliance Policy Cororate Comliance Policy English Edition FOREWORD Dear Emloyees, The global nature of Bayer s oerations means that our activities are subject to a wide variety of statutory regulations and standards

More information

Analysis of Effectiveness of Web based E- Learning Through Information Technology

Analysis of Effectiveness of Web based E- Learning Through Information Technology International Journal of Soft Comuting and Engineering (IJSCE) Analysis of Effectiveness of Web based E- Learning Through Information Technology Anand Tamrakar, Kamal K. Mehta Abstract-Advancements of

More information

Load Balancing Mechanism in Agent-based Grid

Load Balancing Mechanism in Agent-based Grid Communications on Advanced Comutational Science with Alications 2016 No. 1 (2016) 57-62 Available online at www.isacs.com/cacsa Volume 2016, Issue 1, Year 2016 Article ID cacsa-00042, 6 Pages doi:10.5899/2016/cacsa-00042

More information

FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES

FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES Document: MRM-1004-GAPCFR11 (0005) Page: 1 / 18 FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES AUDIT TRAIL ECO # Version Change Descrition MATRIX- 449 A Ga Analysis after adding controlled documents

More information

Web Inv. Web Invoicing & Electronic Payments. What s Inside. Strategic Impact of AP Automation. Inefficiencies in Current State

Web Inv. Web Invoicing & Electronic Payments. What s Inside. Strategic Impact of AP Automation. Inefficiencies in Current State Pay tream A D V I S O R S WHITE PAPER Web Inv Web Invoicing Strategic Imact of AP Automation What s Inside Inefficiencies in Current State Key Drivers for Automation Web Invoicing Comonents New Automation

More information

Web Application Scalability: A Model-Based Approach

Web Application Scalability: A Model-Based Approach Coyright 24, Software Engineering Research and Performance Engineering Services. All rights reserved. Web Alication Scalability: A Model-Based Aroach Lloyd G. Williams, Ph.D. Software Engineering Research

More information

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7 Chater 7 Risk and Return LEARNING OBJECTIVES After studying this chater you should be able to: e r t u i o a s d f understand how return and risk are defined and measured understand the concet of risk

More information

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Develoment FRANCE Synosys There is no doubt left about the benefit of electrication and subsequently

More information

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods An inventory control system for sare arts at a refinery: An emirical comarison of different reorder oint methods Eric Porras a*, Rommert Dekker b a Instituto Tecnológico y de Estudios Sueriores de Monterrey,

More information

F inding the optimal, or value-maximizing, capital

F inding the optimal, or value-maximizing, capital Estimating Risk-Adjusted Costs of Financial Distress by Heitor Almeida, University of Illinois at Urbana-Chamaign, and Thomas Philion, New York University 1 F inding the otimal, or value-maximizing, caital

More information

Comparing Dissimilarity Measures for Symbolic Data Analysis

Comparing Dissimilarity Measures for Symbolic Data Analysis Comaring Dissimilarity Measures for Symbolic Data Analysis Donato MALERBA, Floriana ESPOSITO, Vincenzo GIOVIALE and Valentina TAMMA Diartimento di Informatica, University of Bari Via Orabona 4 76 Bari,

More information

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION XI Conference "Medical Informatics & Technologies" - 2006 Rafał Henryk KARTASZYŃSKI *, Paweł MIKOŁAJCZAK ** MRI brain segmentation, CT tissue segmentation, Cellular Automaton, image rocessing, medical

More information

Storage Basics Architecting the Storage Supplemental Handout

Storage Basics Architecting the Storage Supplemental Handout Storage Basics Architecting the Storage Sulemental Handout INTRODUCTION With digital data growing at an exonential rate it has become a requirement for the modern business to store data and analyze it

More information

Secure synthesis and activation of protocol translation agents

Secure synthesis and activation of protocol translation agents Home Search Collections Journals About Contact us My IOPscience Secure synthesis and activation of rotocol translation agents This content has been downloaded from IOPscience. Please scroll down to see

More information

17609: Continuous Data Protection Transforms the Game

17609: Continuous Data Protection Transforms the Game 17609: Continuous Data Protection Transforms the Game Wednesday, August 12, 2015: 8:30 AM-9:30 AM Southern Hemishere 5 (Walt Disney World Dolhin) Tony Negro - EMC Rebecca Levesque 21 st Century Software

More information

Compensating Fund Managers for Risk-Adjusted Performance

Compensating Fund Managers for Risk-Adjusted Performance Comensating Fund Managers for Risk-Adjusted Performance Thomas S. Coleman Æquilibrium Investments, Ltd. Laurence B. Siegel The Ford Foundation Journal of Alternative Investments Winter 1999 In contrast

More information

for UK industrial and scientific companies managed by Business Marketing Online

for UK industrial and scientific companies managed by Business Marketing Online for UK industrial and scientific comanies managed by Business Marketing Online This is a Google AdWords advertisement and so is this... and so is this......advertising with Google Adwords is now essential.

More information

A Novel Architecture Style: Diffused Cloud for Virtual Computing Lab

A Novel Architecture Style: Diffused Cloud for Virtual Computing Lab A Novel Architecture Style: Diffused Cloud for Virtual Comuting Lab Deven N. Shah Professor Terna College of Engg. & Technology Nerul, Mumbai Suhada Bhingarar Assistant Professor MIT College of Engg. Paud

More information

Electronic Commerce Research and Applications

Electronic Commerce Research and Applications Electronic Commerce Research and Alications 12 (2013) 246 259 Contents lists available at SciVerse ScienceDirect Electronic Commerce Research and Alications journal homeage: www.elsevier.com/locate/ecra

More information

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models 2005 IEEE/PES Transmission and Distribution Conference & Exhibition: Asia and Pacific Dalian, China Design of A Knowledge Based Trouble Call System with Colored Petri Net Models Hui-Jen Chuang, Chia-Hung

More information

ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS

ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS Liviu Grigore Comuter Science Deartment University of Illinois at Chicago Chicago, IL, 60607 lgrigore@cs.uic.edu Ugo Buy Comuter Science

More information

INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1

INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1 RESEARCH NOTE INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1 Rajiv Garg McCombs School of Business, The University of Texas at Austin, Austin, TX 78712 U.S.A. {Rajiv.Garg@mccombs.utexas.edu} Rahul

More information

Interaction Expressions A Powerful Formalism for Describing Inter-Workflow Dependencies

Interaction Expressions A Powerful Formalism for Describing Inter-Workflow Dependencies Interaction Exressions A Powerful Formalism for Describing Inter-Workflow Deendencies Christian Heinlein, Peter Dadam Det. Databases and Information Systems University of Ulm, Germany {heinlein,dadam}@informatik.uni-ulm.de

More information

Project Management and. Scheduling CHAPTER CONTENTS

Project Management and. Scheduling CHAPTER CONTENTS 6 Proect Management and Scheduling HAPTER ONTENTS 6.1 Introduction 6.2 Planning the Proect 6.3 Executing the Proect 6.7.1 Monitor 6.7.2 ontrol 6.7.3 losing 6.4 Proect Scheduling 6.5 ritical Path Method

More information

Sage HRMS I Planning Guide. The Complete Buyer s Guide for Payroll Software

Sage HRMS I Planning Guide. The Complete Buyer s Guide for Payroll Software I Planning Guide The Comlete Buyer s Guide for Payroll Software Table of Contents Introduction... 1 Recent Payroll Trends... 2 Payroll Automation With Emloyee Self-Service... 2 Analyzing Your Current Payroll

More information

Branch-and-Price for Service Network Design with Asset Management Constraints

Branch-and-Price for Service Network Design with Asset Management Constraints Branch-and-Price for Servicee Network Design with Asset Management Constraints Jardar Andersen Roar Grønhaug Mariellee Christiansen Teodor Gabriel Crainic December 2007 CIRRELT-2007-55 Branch-and-Price

More information

On Software Piracy when Piracy is Costly

On Software Piracy when Piracy is Costly Deartment of Economics Working aer No. 0309 htt://nt.fas.nus.edu.sg/ecs/ub/w/w0309.df n Software iracy when iracy is Costly Sougata oddar August 003 Abstract: The ervasiveness of the illegal coying of

More information

Rummage Web Server Tuning Evaluation through Benchmark

Rummage Web Server Tuning Evaluation through Benchmark IJCSNS International Journal of Comuter Science and Network Security, VOL.7 No.9, Setember 27 13 Rummage Web Server Tuning Evaluation through Benchmark (Case study: CLICK, and TIME Parameter) Hiyam S.

More information

Where you are Where you need to be How you get there Market Intelligence Competitive Insights Winning Strategies

Where you are Where you need to be How you get there Market Intelligence Competitive Insights Winning Strategies Where you are Where you need to be How you get there Market Intelligence Cometitive Insights Winning Strategies The industrial and B2B market research and strategy firm Dominate Your Markets Whether you

More information

Concurrent Program Synthesis Based on Supervisory Control

Concurrent Program Synthesis Based on Supervisory Control 010 American Control Conference Marriott Waterfront, Baltimore, MD, USA June 30-July 0, 010 ThB07.5 Concurrent Program Synthesis Based on Suervisory Control Marian V. Iordache and Panos J. Antsaklis Abstract

More information

NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE

NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE Robert Kooman Zhi Wang Shang-Jin Wei Working Paer 14109

More information

Automatic Search for Correlated Alarms

Automatic Search for Correlated Alarms Automatic Search for Correlated Alarms Klaus-Dieter Tuchs, Peter Tondl, Markus Radimirsch, Klaus Jobmann Institut für Allgemeine Nachrichtentechnik, Universität Hannover Aelstraße 9a, 0167 Hanover, Germany

More information

Service Network Design with Asset Management: Formulations and Comparative Analyzes

Service Network Design with Asset Management: Formulations and Comparative Analyzes Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with

More information

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer 4 th International Conference on Industrial Engineering and Industrial Management IV Congreso de Ingeniería de Organización Donostia- an ebastián, etember 8 th - th Imlementation of tatistic Process Control

More information

http://www.ualberta.ca/~mlipsett/engm541/engm541.htm

http://www.ualberta.ca/~mlipsett/engm541/engm541.htm ENGM 670 & MECE 758 Modeling and Simulation of Engineering Systems (Advanced Toics) Winter 011 Lecture 9: Extra Material M.G. Lisett University of Alberta htt://www.ualberta.ca/~mlisett/engm541/engm541.htm

More information

An Efficient Method for Improving Backfill Job Scheduling Algorithm in Cluster Computing Systems

An Efficient Method for Improving Backfill Job Scheduling Algorithm in Cluster Computing Systems The International ournal of Soft Comuting and Software Engineering [SCSE], Vol., No., Secial Issue: The Proceeding of International Conference on Soft Comuting and Software Engineering 0 [SCSE ], San Francisco

More information

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON Rosario Esínola, Javier Contreras, Francisco J. Nogales and Antonio J. Conejo E.T.S. de Ingenieros Industriales, Universidad

More information

FIArch Workshop. Towards Future Internet Architecture. Brussels 22 nd February 2012

FIArch Workshop. Towards Future Internet Architecture. Brussels 22 nd February 2012 FIrch Worksho Brussels 22 nd February 2012 Towards Future Internet rchitecture lex Galis University College London a.galis@ee.ucl.ac.uk www.ee.ucl.ac.uk/~agalis FIrch Worksho Brussels 22 nd February 2012

More information

Managing specific risk in property portfolios

Managing specific risk in property portfolios Managing secific risk in roerty ortfolios Andrew Baum, PhD University of Reading, UK Peter Struemell OPC, London, UK Contact author: Andrew Baum Deartment of Real Estate and Planning University of Reading

More information

Rejuvenating the Supply Chain by Benchmarking using Fuzzy Cross-Boundary Performance Evaluation Approach

Rejuvenating the Supply Chain by Benchmarking using Fuzzy Cross-Boundary Performance Evaluation Approach ICSI International Journal of Engineering and echnology, Vol.2, o.6, December 2 ISS: 793-8236 Rejuvenating the Suly Chain by Benchmarking using uzzy Cross-Boundary erformance Evaluation roach RU SUIL BIDU,

More information

Joint Production and Financing Decisions: Modeling and Analysis

Joint Production and Financing Decisions: Modeling and Analysis Joint Production and Financing Decisions: Modeling and Analysis Xiaodong Xu John R. Birge Deartment of Industrial Engineering and Management Sciences, Northwestern University, Evanston, Illinois 60208,

More information

Failure Behavior Analysis for Reliable Distributed Embedded Systems

Failure Behavior Analysis for Reliable Distributed Embedded Systems Failure Behavior Analysis for Reliable Distributed Embedded Systems Mario Tra, Bernd Schürmann, Torsten Tetteroo {tra schuerma tetteroo}@informatik.uni-kl.de Deartment of Comuter Science, University of

More information

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND Giorgio Sciascia *, Sandro Scalise *, Harald Ernst * and Rodolfo Mura + * DLR (German Aerosace Centre) Institute for Communications

More information

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION 9 th ASCE Secialty Conference on Probabilistic Mechanics and Structural Reliability PMC2004 Abstract A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

More information

Franck Cappello and Daniel Etiemble LRI, Université Paris-Sud, 91405, Orsay, France Email: fci@lri.fr

Franck Cappello and Daniel Etiemble LRI, Université Paris-Sud, 91405, Orsay, France Email: fci@lri.fr MPI versus MPI+OenMP on the IBM SP for the NAS Benchmarks Franck Caello and Daniel Etiemble LRI, Université Paris-Sud, 945, Orsay, France Email: fci@lri.fr Abstract The hybrid memory model of clusters

More information

Title: Stochastic models of resource allocation for services

Title: Stochastic models of resource allocation for services Title: Stochastic models of resource allocation for services Author: Ralh Badinelli,Professor, Virginia Tech, Deartment of BIT (235), Virginia Tech, Blacksburg VA 2461, USA, ralhb@vt.edu Phone : (54) 231-7688,

More information

physical therapy Faculty Ed Barakatt, Bryan Coleman-Salgado, Rafael Escamilla, Clare Lewis, Susan McGinty, Brad Stockert

physical therapy Faculty Ed Barakatt, Bryan Coleman-Salgado, Rafael Escamilla, Clare Lewis, Susan McGinty, Brad Stockert hysical theray master of hysical theray certificate of clinical cometency Program Descrition The mission of the Sacramento State Deartment of Physical Theray is to educate cometent hysical theraist generalist

More information

SMALL BUSINESS GRANTS PROGRAM GUIDELINES

SMALL BUSINESS GRANTS PROGRAM GUIDELINES SMALL BUSINESS GRANTS PROGRAM GUIDELINES S GARTON STREET Small Business Grants Program Suorting our community The City of Melbourne offers a wide range of grants and sonsorshi oortunities to suort the

More information

CFRI 3,4. Zhengwei Wang PBC School of Finance, Tsinghua University, Beijing, China and SEBA, Beijing Normal University, Beijing, China

CFRI 3,4. Zhengwei Wang PBC School of Finance, Tsinghua University, Beijing, China and SEBA, Beijing Normal University, Beijing, China The current issue and full text archive of this journal is available at www.emeraldinsight.com/2044-1398.htm CFRI 3,4 322 constraints and cororate caital structure: a model Wuxiang Zhu School of Economics

More information

Service Network Design with Asset Management: Formulations and Comparative Analyzes

Service Network Design with Asset Management: Formulations and Comparative Analyzes Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with

More information

NAVAL POSTGRADUATE SCHOOL THESIS

NAVAL POSTGRADUATE SCHOOL THESIS NAVAL POSTGRADUATE SCHOOL MONTEREY CALIFORNIA THESIS SYMMETRICAL RESIDUE-TO-BINARY CONVERSION ALGORITHM PIPELINED FPGA IMPLEMENTATION AND TESTING LOGIC FOR USE IN HIGH-SPEED FOLDING DIGITIZERS by Ross

More information

Bravo Software Group e.commerce enablers... 2 RemoteDesk... 4

Bravo Software Group e.commerce enablers... 2 RemoteDesk... 4 Table of Contents Bravo Software Grou e.commerce enablers... 2 RemoteDesk... 4 A suite of roducts for entering orders or invoices remotely, for direct osting to your central accounting system. RemoteDesk

More information

NUTSS: A SIP-based Approach to UDP and TCP Network Connectivity

NUTSS: A SIP-based Approach to UDP and TCP Network Connectivity NUTSS: A SIP-based Aroach to UDP and TCP Network Connectivity Saikat Guha Det. of Comuter Science Cornell University Ithaca, NY 14853 saikat@cs.cornell.edu Yutaka Takeda Panasonic Communications San Diego,

More information

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network Finding a Needle in a Haystack: Pinointing Significant BGP Routing Changes in an IP Network Jian Wu, Zhuoqing Morley Mao University of Michigan Jennifer Rexford Princeton University Jia Wang AT&T Labs

More information

401K Plan. Effective January 1, 2014

401K Plan. Effective January 1, 2014 401K Plan Effective January 1, 2014 Summary Plan Descrition Particiation...2 Contributions...2 Disabled Particiants...4 Definition of Comensation...4 Legal Limits on Contributions...4 Enrollment...5 Investment

More information

c 2009 Je rey A. Miron 3. Examples: Linear Demand Curves and Monopoly

c 2009 Je rey A. Miron 3. Examples: Linear Demand Curves and Monopoly Lecture 0: Monooly. c 009 Je rey A. Miron Outline. Introduction. Maximizing Pro ts. Examles: Linear Demand Curves and Monooly. The Ine ciency of Monooly. The Deadweight Loss of Monooly. Price Discrimination.

More information

Machine Learning with Operational Costs

Machine Learning with Operational Costs Journal of Machine Learning Research 14 (2013) 1989-2028 Submitted 12/11; Revised 8/12; Published 7/13 Machine Learning with Oerational Costs Theja Tulabandhula Deartment of Electrical Engineering and

More information

Local Connectivity Tests to Identify Wormholes in Wireless Networks

Local Connectivity Tests to Identify Wormholes in Wireless Networks Local Connectivity Tests to Identify Wormholes in Wireless Networks Xiaomeng Ban Comuter Science Stony Brook University xban@cs.sunysb.edu Rik Sarkar Comuter Science Freie Universität Berlin sarkar@inf.fu-berlin.de

More information

CANADIAN WATER SECURITY ASSESSMENT FRAMEWORK: TOOLS FOR ASSESSING WATER SECURITY AND IMPROVING WATERSHED GOVERNANCE

CANADIAN WATER SECURITY ASSESSMENT FRAMEWORK: TOOLS FOR ASSESSING WATER SECURITY AND IMPROVING WATERSHED GOVERNANCE CANADIAN WATER SECURITY ASSESSMENT FRAMEWORK: TOOLS FOR ASSESSING WATER SECURITY AND IMPROVING WATERSHED GOVERNANCE KAREN BAKKER, DEPARTMENT OF GEOGRAPHY, UNIVERSITY OF BRITISH COLUMBIA DIANA ALLEN, DEPARTMENT

More information

Sage Timberline Office

Sage Timberline Office Sage Timberline Office Get Started Document Management 9.8 NOTICE This document and the Sage Timberline Office software may be used only in accordance with the accomanying Sage Timberline Office End User

More information

Sage Document Management. User's Guide Version 12.1

Sage Document Management. User's Guide Version 12.1 Sage Document Management User's Guide Version 12.1 NOTICE This is a ublication of Sage Software, Inc. Version 12.1. November, 2012 Coyright 2012. Sage Software, Inc. All rights reserved. Sage, the Sage

More information

Risk in Revenue Management and Dynamic Pricing

Risk in Revenue Management and Dynamic Pricing OPERATIONS RESEARCH Vol. 56, No. 2, March Aril 2008,. 326 343 issn 0030-364X eissn 1526-5463 08 5602 0326 informs doi 10.1287/ore.1070.0438 2008 INFORMS Risk in Revenue Management and Dynamic Pricing Yuri

More information

INDIVIDUAL WELFARE MAXIMIZATION IN ELECTRICITY MARKETS INCLUDING CONSUMER AND FULL TRANSMISSION SYSTEM MODELING JAMES DANIEL WEBER

INDIVIDUAL WELFARE MAXIMIZATION IN ELECTRICITY MARKETS INCLUDING CONSUMER AND FULL TRANSMISSION SYSTEM MODELING JAMES DANIEL WEBER INDIVIDUAL WELFARE MAXIMIZATION IN ELECTRICITY MARKETS INCLUDING CONSUMER AND FULL TRANSMISSION SYSTEM MODELING BY JAMES DANIEL WEBER BS, University of Wisconsin - Platteville, 1995 MS, University of Illinois

More information

OVERVIEW OF THE CAAMPL EARLY WARNING SYSTEM IN ROMANIAN BANKING

OVERVIEW OF THE CAAMPL EARLY WARNING SYSTEM IN ROMANIAN BANKING Annals of the University of Petroşani, Economics, 11(2), 2011, 71-80 71 OVERVIEW OF THE CAAMPL EARLY WARNING SYSTEM IN ROMANIAN BANKING IMOLA DRIGĂ, CODRUŢA DURA, ILIE RĂSCOLEAN * ABSTRACT: The uniform

More information

From Simulation to Experiment: A Case Study on Multiprocessor Task Scheduling

From Simulation to Experiment: A Case Study on Multiprocessor Task Scheduling From to Exeriment: A Case Study on Multirocessor Task Scheduling Sascha Hunold CNRS / LIG Laboratory Grenoble, France sascha.hunold@imag.fr Henri Casanova Det. of Information and Comuter Sciences University

More information

Beyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis

Beyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis Psychological Methods 004, Vol. 9, No., 164 18 Coyright 004 by the American Psychological Association 108-989X/04/$1.00 DOI: 10.1037/108-989X.9..164 Beyond the F Test: Effect Size Confidence Intervals

More information

On the predictive content of the PPI on CPI inflation: the case of Mexico

On the predictive content of the PPI on CPI inflation: the case of Mexico On the redictive content of the PPI on inflation: the case of Mexico José Sidaoui, Carlos Caistrán, Daniel Chiquiar and Manuel Ramos-Francia 1 1. Introduction It would be natural to exect that shocks to

More information

Migration to Object Oriented Platforms: A State Transformation Approach

Migration to Object Oriented Platforms: A State Transformation Approach Migration to Object Oriented Platforms: A State Transformation Aroach Ying Zou, Kostas Kontogiannis Det. of Electrical & Comuter Engineering University of Waterloo Waterloo, ON, N2L 3G1, Canada {yzou,

More information

Measuring relative phase between two waveforms using an oscilloscope

Measuring relative phase between two waveforms using an oscilloscope Measuring relative hase between two waveforms using an oscilloscoe Overview There are a number of ways to measure the hase difference between two voltage waveforms using an oscilloscoe. This document covers

More information

Point Location. Preprocess a planar, polygonal subdivision for point location queries. p = (18, 11)

Point Location. Preprocess a planar, polygonal subdivision for point location queries. p = (18, 11) Point Location Prerocess a lanar, olygonal subdivision for oint location ueries. = (18, 11) Inut is a subdivision S of comlexity n, say, number of edges. uild a data structure on S so that for a uery oint

More information

STILL LOST IN TRANSLATION. City Agencies Compliance with Local Law 73 and Executive Order 120: Examining Progress and Work Still to be Done

STILL LOST IN TRANSLATION. City Agencies Compliance with Local Law 73 and Executive Order 120: Examining Progress and Work Still to be Done STILL LOST IN TRANSLATION City Agencies Comliance with Local Law 73 and Executive Order 12: Examining Progress and Work Still to be Done Reort by: Make the Road New York & the New York Immigration Coalition

More information

Drinking water systems are vulnerable to

Drinking water systems are vulnerable to 34 UNIVERSITIES COUNCIL ON WATER RESOURCES ISSUE 129 PAGES 34-4 OCTOBER 24 Use of Systems Analysis to Assess and Minimize Water Security Risks James Uber Regan Murray and Robert Janke U. S. Environmental

More information

Preferred risk allocation in China s public private partnership (PPP) projects

Preferred risk allocation in China s public private partnership (PPP) projects Available online at www.sciencedirect.com International Journal of Project Management 28 (2010) 482 492 www.elsevier.com/locate/ijroman Preferred risk allocation in China s ublic rivate artnershi (PPP)

More information

SOME PROPERTIES OF EXTENSIONS OF SMALL DEGREE OVER Q. 1. Quadratic Extensions

SOME PROPERTIES OF EXTENSIONS OF SMALL DEGREE OVER Q. 1. Quadratic Extensions SOME PROPERTIES OF EXTENSIONS OF SMALL DEGREE OVER Q TREVOR ARNOLD Abstract This aer demonstrates a few characteristics of finite extensions of small degree over the rational numbers Q It comrises attemts

More information

Buffer Capacity Allocation: A method to QoS support on MPLS networks**

Buffer Capacity Allocation: A method to QoS support on MPLS networks** Buffer Caacity Allocation: A method to QoS suort on MPLS networks** M. K. Huerta * J. J. Padilla X. Hesselbach ϒ R. Fabregat O. Ravelo Abstract This aer describes an otimized model to suort QoS by mean

More information

Sage Document Management. User's Guide Version 13.1

Sage Document Management. User's Guide Version 13.1 Sage Document Management User's Guide Version 13.1 This is a ublication of Sage Software, Inc. Version 13.1 Last udated: June 19, 2013 Coyright 2013. Sage Software, Inc. All rights reserved. Sage, the

More information

Mathematics at Swansea

Mathematics at Swansea Postgraduate Study Mathematics at Swansea Rolex www.swansea.ac.uk/maths 2 Mathematics at Swansea Enquiries Visit the website for more information about Mathematics at Swansea: www.swansea.ac.uk/maths For

More information

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm International Journal of Comuter Theory and Engineering, Vol. 7, No. 4, August 2015 A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm Xin Lu and Zhuanzhuan Zhang Abstract This

More information

Learning Human Behavior from Analyzing Activities in Virtual Environments

Learning Human Behavior from Analyzing Activities in Virtual Environments Learning Human Behavior from Analyzing Activities in Virtual Environments C. BAUCKHAGE 1, B. GORMAN 2, C. THURAU 3 & M. HUMPHRYS 2 1) Deutsche Telekom Laboratories, Berlin, Germany 2) Dublin City University,

More information

Simulink Implementation of a CDMA Smart Antenna System

Simulink Implementation of a CDMA Smart Antenna System Simulink Imlementation of a CDMA Smart Antenna System MOSTAFA HEFNAWI Deartment of Electrical and Comuter Engineering Royal Military College of Canada Kingston, Ontario, K7K 7B4 CANADA Abstract: - The

More information

Sang Hoo Bae Department of Economics Clark University 950 Main Street Worcester, MA 01610-1477 508.793.7101 sbae@clarku.edu

Sang Hoo Bae Department of Economics Clark University 950 Main Street Worcester, MA 01610-1477 508.793.7101 sbae@clarku.edu Outsourcing with Quality Cometition: Insights from a Three Stage Game Theoretic Model Sang Hoo ae Deartment of Economics Clark University 950 Main Street Worcester, M 01610-1477 508.793.7101 sbae@clarku.edu

More information

RETAIL INDUSTRY. Shaping the Customer s Experience: How Humans Drive Retail Sales in a Ferocious Economy

RETAIL INDUSTRY. Shaping the Customer s Experience: How Humans Drive Retail Sales in a Ferocious Economy RETAIL INDUSTRY Shaing the Customer s Exerience: How Humans Drive Retail Sales in a Ferocious Economy Who Energizes Customer Exerience Management? Senior Executives define the retail strategy with strategic

More information

ANALYSING THE OVERHEAD IN MOBILE AD-HOC NETWORK WITH A HIERARCHICAL ROUTING STRUCTURE

ANALYSING THE OVERHEAD IN MOBILE AD-HOC NETWORK WITH A HIERARCHICAL ROUTING STRUCTURE AALYSIG THE OVERHEAD I MOBILE AD-HOC ETWORK WITH A HIERARCHICAL ROUTIG STRUCTURE Johann Lóez, José M. Barceló, Jorge García-Vidal Technical University of Catalonia (UPC), C/Jordi Girona 1-3, 08034 Barcelona,

More information

Partial-Order Planning Algorithms todomainfeatures. Information Sciences Institute University ofwaterloo

Partial-Order Planning Algorithms todomainfeatures. Information Sciences Institute University ofwaterloo Relating the Performance of Partial-Order Planning Algorithms todomainfeatures Craig A. Knoblock Qiang Yang Information Sciences Institute University ofwaterloo University of Southern California Comuter

More information

Business Development Services and Small Business Growth in Bangladesh

Business Development Services and Small Business Growth in Bangladesh Universal Journal of Industrial and Business Management 1(2): 54-61, 2013 DOI: 10.13189/ujibm.2013.010206 htt://www.hrub.org Business Develoment Services and Small Business Growth in Bangladesh Md. Serazul

More information

GAS TURBINE PERFORMANCE WHAT MAKES THE MAP?

GAS TURBINE PERFORMANCE WHAT MAKES THE MAP? GAS TURBINE PERFORMANCE WHAT MAKES THE MAP? by Rainer Kurz Manager of Systems Analysis and Field Testing and Klaus Brun Senior Sales Engineer Solar Turbines Incororated San Diego, California Rainer Kurz

More information

Industrial Management & Data Systems Emerald Article: Gaining customer knowledge through analytical CRM Mark Xu, John Walton

Industrial Management & Data Systems Emerald Article: Gaining customer knowledge through analytical CRM Mark Xu, John Walton Industrial Management & Data Systems Emerald Article: Gaining customer knowledge through analytical CRM Mark Xu, John Walton Article information: To cite this document: Mark Xu, John Walton, (2005),"Gaining

More information

Int. J. Advanced Networking and Applications Volume: 6 Issue: 4 Pages: 2386-2392 (2015) ISSN: 0975-0290

Int. J. Advanced Networking and Applications Volume: 6 Issue: 4 Pages: 2386-2392 (2015) ISSN: 0975-0290 2386 Survey: Biological Insired Comuting in the Network Security V Venkata Ramana Associate Professor, Deartment of CSE, CBIT, Proddatur, Y.S.R (dist), A.P-516360 Email: ramanacsecbit@gmail.com Y.Subba

More information

A Multivariate Statistical Analysis of Stock Trends. Abstract

A Multivariate Statistical Analysis of Stock Trends. Abstract A Multivariate Statistical Analysis of Stock Trends Aril Kerby Alma College Alma, MI James Lawrence Miami University Oxford, OH Abstract Is there a method to redict the stock market? What factors determine

More information

Consumer Price Index

Consumer Price Index Consumer Price Index Metadata National Bureau of Statistics of the Reublic of Moldova (NBS) 1. Contact Information 1.1. Resonsible subdision within NBS Price Statistics Dision 1.2. Contact erson Margareta

More information

TRANSMISSION Control Protocol (TCP) has been widely. On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area Networks

TRANSMISSION Control Protocol (TCP) has been widely. On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area Networks On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area etworks Takeshi Ito, Hiroyuki Ohsaki, and Makoto Imase Abstract In wide-area Grid comuting, geograhically distributed comutational resources

More information