TPI-based Idea Generation Method for Eco-business Planning

Size: px
Start display at page:

Download "TPI-based Idea Generation Method for Eco-business Planning"

Transcription

1 TPI-base Iea Generation Metho for Eo-business Planning S. Konoh, N. Mishima Avane Manufaturing Researh Institute, National Institute of Avane Inustrial Siene an Tehnology (AIST), Namiki 1-2-1, Tsukuba, Ibaraki , Japan Abstrat Environmental onsiousness has gaine inreasing interest in reent years, an prout life yle esign that aims to maximize total value while minimizing environmental loa an osts shoul be implemente. To ahieve that, the proesses of iea generation an eision-making for eo-business strategies, as well as the esign of a target prout an its life yle options, shoul be systematially supporte. This paper proposes a strategi eision-making metho for eo-business planning so that a esigner an easily fin a set of eo-business ieas that effetively improve environmental an eonomi performane simultaneously. A eision-making proeure base on this metho is also illustrate with a simplifie example of a laptop omputer business. Keywors prout servie system (PSS), eo-business, total performane iniator (TPI), iea-generation metho, eo-business rule, eo-business ase base. 1 INTRODUCTION Environmental onsiousness has been growing in reent years, an prout life yle esign that aims to maximize utility value while minimizing environmental loa an ost shoul be implemente in aition to environmentally onsious esign of the prout itself. In this ontext, many life yle esign tools an onepts have been propose in reent years [for example, 1,2,3,4,5,6]. Among them, Prout Servie System (PSS) [5,6], whih is often efine as "a marketable set of prouts an servies apable of jointly fulfilling a user's nees" [5], is seen as an exellent means for signifiant reution of environmental loa as well as enhaning ompetitiveness of the businesses. However, it is not easy for a esigner to erive a pratial esign solution for the prout life yle (e.g., prout speifiations an life yle options for omponents, et.) by using them. To solve these problems, we have propose the Total Performane Design (TPD) metho, fousing on the balane of the ustomer's utility value of a prout an its resulting environmental loa an ost throughout the entire life yle [7]. In this metho, the Total Performane Iniator (TPI), whih represents the environmental an eonomi performane of the prout life yle, is use as an objetive funtion an a esign solution is erive as a set of life yle options (e.g., reuse, reyling, upgraing, extension of physial lifetime, an upgraing) for eah omponent, speifiations for eah funtional requirement, an prout lifetime that maximizes TPI uner a given business environment. Although this tool was shown to be useful through a ase stuy, it is also important to onsier eo-business strategies (e.g., three types of PSS: prout-oriente servies, use-oriente servies, result-oriente servies) to improve TPI. For example, aequate ontrol an management of operating onitions are effetive for prouts whih onsume large quantities of energy an materials uring their usage stage (lassifie as a kin of result-oriente servies of PSS). In this ase, proviing prouts with energy-saving servie (e.g., ESCO business [8] an eo-rive training for rivers) is a promising approah. In aition to operating onitions, prout lifetime an its physial wear an eterioration are also insuffiiently ontrolle by prout esign alone. Therefore, the iea generation an eision-making proesses for eo-business strategies, as well as the esign of the target prout an its life yle options, shoul be examine. The objetive of this stuy is to propose a eisionmaking metho for eo-business planning so that a esigner an easily fin a set of pratial business ieas that effetively improve TPI in a systemati manner. Speifially, we take an approah that provies a business esigner with general rules extrate from existing eobusinesses in relation with 17 business parameters that esribe the appliability of eah rule in a given business environment. In other wors, we seek to evelop a pattern language in the omain of eo-business planning. 2 APPROACH 2.1 Definition of eo-business an objetive funtion We here efine eo-businesses as businesses that provie greater user value at lower environmental loa an ost than existing ones. By using the Total Performane Iniator (TPI) [7], whih simultaneously represents the effiieny of utility value proution from environmental an eonomi viewpoints, eo-businesses are onsiere to be those that ahieve higher TPI than existing ones. TPI, whih is use as an objetive funtion in this stuy, is efine as the balane of ustomer utility value (UV) an its resulting environmental loa an ost as follows: UV TPI LCE LCC (1) where LCE an LCC enote environmental loa an ost throughout the entire life yle, respetively. We selete equation 1, above, beause (i) the evaluation of environmental an eonomi performane is viewe as having the same level of importane an (ii) arithmeti average of LCE an LCC is not suitable ue to iffiulties in onverting LCE an LCC into the same unit. 167 CIRP IPS2 Conferene 2010

2 2.2 Strategi eision-making metho for eobusiness planning In orer to help a esigner to fin eo-business ieas that effetively improve TPI, we provie a business esigner with a set of eo-business rules an onitions for applying them. First, we ientify 17 business parameters, from whih UV, LCE an LCC are onstrute. A set of key (influential) parameters in a given business environment is ientifie by sensitivity analysis of TPI an it gives a pattern of a given business environment. Seon, for eah eo-business rule, we analyze its effet on these 17 parameters in 70 eo-business examples in Japan. Summarizing a general teneny of eah rule, the appliability of eah rule is given by a rules-parameters matrix. By using this matrix an onsulting business ase base, a business esigner an easily fin a set of business rules that effetively improve TPI in a given business environment. The proeure of the metho is summarize as follows. Step 1: Ientifiation of business environment First, the business esigner ientifies ustomers' funtional requirements an alulates the values for 17 parameters in a given business environment. Step 2: Sensitivity analysis of TPI The business esigner exeutes sensitivity analysis of TPI to fin a set of influential parameters. Step 3: Iea generation for eo-business Using preefine eo-business rules that were erive by analyzing existing eo-businesses, the business esigner selets a set of rules that improves the key parameters erive in Step 2, an generates eo-business ieas by onsulting the eo-business ase base, whih esribes how eah rule improves these parameters in eah existing eo-business ase. Step 4: Evaluation of the eo-business ieas by TPI Base on the eo-business ieas generate in Step 3, TPI of a prout (servie) is realulate. If the business esigner is not satisfie with the improvement in TPI, then the esigner returns to Step 2. The remainer of this paper is organize as follows. Setion 3 presents the 17 business parameters that onstrut the objetive funtion TPI. Setion 4 esribes the rules we use in this stuy. Setion 5 illustrates a proeure of this metho through a ase stuy of a laptop omputer business. Setion 6 onlues the paper. 3 FORMULATION OF UV, LCE AND LCC 3.1 Formulation of UV UV as time integral of prout value. The UV of a prout rises as the prout's funtional performane inreases an the longer it is use. Thus, UV is efine as the time integral of prout value, assuming that the prout value is strongly orrelate with its funtional performane. UV lt V t (2) 0 where lt an V(t) enote the lifetime an prout value at time t, respetively. Estimation of UV by multi-attribute utility theory From the viewpoint of the multi-attribute utility theory [9], prout value at time t an be alloate to its ominant funtional requirements (FR) given as follows: V ( t ) V i i Vi ( t ) wi ( t ) FRi (4) where i, V i (t), w i (t) an FR i (t) enote the inex of FRs, prout value alloate to FR i, weighte fator for FR i, an funtional performane of FR i at time t, respetively. The weighte fator for eah FR represents its onsumer importane. Those with high importane have great potential for improving prout value. In this stuy, we assume that prout value is measure by market prie. Therefore, the importane of eah FR an be estimate by onjoint analysis of various prouts with ifferent speifiations. Time variation of UV. Sine UV is efine as the time integral of prout value, the time variation of prout value shoul be estimate. Prout value eteriorates for the following reasons: (i) physial auses an (ii) value auses [10]. Physial auses inlue prout failure an egraation ue to aging an wear. Value auses inlue obsolesene of prout FRs (inluing aestheti quality). The value of prouts suh as omputers or mobile phones eteriorates too fast ue to very rapi tehnologial innovations, an so both types of auses shoul be estimate at the same time. Sine the value of a prout is given as the weighe sum of its funtional performane, value eterioration over time is given by ereases in funtional performane an importane. (i) Deterioration ue to physial auses Here, eterioration ue to physial auses is represente as a erease in funtional performane FR i (t). FR i (t) is estimate using empirial ata on the eterioration of similar prouts at their usage stage by applying reliability theory. For the sake of simpliity, eterioration of FR i (t) is expresse by the following linear equation: FRi it (5) i where i an i enote eterioration rate an initial performane of FR i, respetively. Figure 1: Time variation of value an UV (ii) Deterioration ue to value auses Another ause of prout value eterioration is obsolesene of FRs. Assuming that a set of ominant prout FRs oes not hange, the obsolesene of eah FR is expresse by the erease in importane of eah FR given as follows: wi ait b (6) i where a i an b i enote the obsolesene rate an initial importane of FR i, respetively. These values an be (3) 168

3 estimate by regression analysis on w i (t) at various times t. Figure 1 epits the time variation of value alloate to eah FR. The horizontal axis an vertial axis enote prout use time, an value alloate to FR i, respetively. Figure 2: Relationship among obsolesene, value evaluation, eterioration an performane vetors Vetor representation of UV. Let assume that a target prout ontains n FRs. The UV of a prout is formulate as follows: (7) UV lt ( lta b) lt( lta b) where a, b,, an enote obsolesene vetor, value evaluation vetor, eterioration vetor, an performane vetor, respetively. In general, a an b, whih represent user preferene for a prout an its time variation respetively, are given by the market environment an annot be ontrolle by a business esigner, whereas an, whih represent prout performane an its time variation respetively, an be ontrolle by a business esigner. Thus, a esigner shoul selet aequate values for an for given a an b. Introuing m an m, whih are resultant vetors of a an b, equation 7 an be transforme as follows by using sholar values: norms of m, m, an an the angles between them. UV lt 2 m os( ) lt m os( ) (8) m 1 1 (9) lta b (10) lta b 2 m where, an represent physial eterioration spee, an overall performane of a target prout, respetively. an,whih are alle eterioration fitness an performane fitness in this stuy, enote angles between an m an an m, respetively. The former an the latter represent aequateness of prout eterioration an initial performane in a given market environment (m an m ), respetively. Relationships among these vetors for n = 2 are epite in Figure 2. Note that an m belong to ifferent quarants while an m belong to the same quarant. Thus, the first term of the left sie of equation 8 is a negative quantity an the seon term is positive quantity. Interpretation of UV parameters. Equation 8 shows that enhanement of overall performane ( ) is quite effetive when lt is small an on the ontrary, improvement of eterioration spee ( ) is quite effetive when lt is large. In aition to norms of an, the angles between an m ( ) an an m ( ) also affet UV. As shown in equation 8 an Figure 2, UV beomes large as approahes 0 egree an approahes 90 egree. This means that preferential improvements of i an i, whih effetively improve an are also quite promising. 3.2 Formulation of LCE an LCC Fousing on energy-using prouts, the longer a prout is use, the higher its LCE an LCC beome. Thus, the simplest representation of LCE an LCC of a prout is given as follows: LCE e lt e e e e (11) use pro ist LCC fuse lt fpro fist fol f (12) where e use an f use enote environmental loa an ost uring the prout usage stage per unit time, respetively. e pro, e ist, e ol, an e enote environmental loa at the proution, istribution, olletion an en of life (EOL) treatment stages, respetively. f pro, f ist, f ol, an f enote the ost at proution, istribution, olletion an EOL treatment stages, respetively. LCE an LCC of a prout an be alulate by onventional life yle assessment (LCA) an life yle osting (LCC) tools, respetively. 3.3 Sensitivity analysis As given in equations 8, 11 an 12, TPI is onstrute from 17 parameters, namely, m, m,,,,, e use, e pro, e ist, e ol, e, f use, f pro, f ist, f ol, f an lt. Note that ue to interepeneny among these parameters, eah parameter annot be ontrolle inepenently from the others. Therefore, preferential improvement of the parameters with the greatest influene is an effetive approah. In orer to fin influential parameters among them, sensitivity analysis of TPI shoul be exeute. However, interepeneny among the parameters whih onstrut UV an those whih onstrut LCE an LCC is generally unknown in mathematial forms. Thus, we separately onute sensitivity analysis on the numerator an the enominator of TPI. A set of key parameters is selete by alulating sensitivity vetor s as follows: (13) ( UV, UV UV,, UV s, euse, epro, e e use e pro f, f, f, f, f, lt TPI use pro ist ol ) f f f f f lt use pro ist ol ol ist, e e ist ol, e e ol, e where TL enotes the geometrial average of LCE an LCC. TL LCE LCC (14) 4 RULES FOR ECO-BUSINESS PLANNING Now we an hoose a ouple of influential parameters. The next issue is how to improve these key parameters without onsierable impat on other fators. To o that, we provie a business esigner with a set of eo-business rules an onitions for applying them in relation to the 17 business parameters. In this stuy, we use 12 eo-business rules that are extrate an moifie from our previous work [11]. In our previous work, we ientifie four kins of ustomer benefits (ost reution, avoiane of risks, improvement 169

4 Table 1: Rules-parameters matrix of servie quality, an improvement of ustomer's image from a soietal viewpoint) an erive 8 rules for improving these benefits an 8 rules for ereasing operation ost through an analysis of 130 eo-business ases in Japan, onsiering the material an monetary flows among all the stakeholers involve. As the esription of eah rule only ontains its meaning an typial examples in our previous work, we formulate their appliable onitions by analyzing the effet of eah rule on the 17 business parameters in 70 typial eo-business ases in Japan. Although the effet of eah rule on eah business parameter iffers from ase to ase, the general teneny of its effet is summarize as follows: (A) Management of life yles Proper management an ontrol of prout life yle (espeially, after they are sol) an reue both environmental loas an osts. Close-loop manufaturing of a one-time-use amera is an example of this rule. This rule is interprete as hanging a set of ontrol parameters by taking responsibility for the life yle stages other than the proution stage. (B) Expansion of the business sale As in traitional businesses, expansion of business sale reues LCE an LCC at the proution, istribution, olletion, an EOL treatment stages (e pro, e ist, e ol, e, f pro, f ist, f ol an f ). Examples inlue sharing of the logisti system (inluing reverse logisti system) among multiple firms. In aition, this rule sometimes helps improve performane fitness beause the larger the sale of business, the easier it beomes to ollet a wie variety of users. (C) Reutilization of wastes / Use one more time Reusable or reylable goos an energy are sometimes thrown away beause, for instane, the amount is too small for them to be reuse or reyle. If they are use one more time, LCE an LCC at both the EOL treatment 170 an the proution stages (e pro, e, f pro, an f ) are reue. Utilization of waste plastis as reutant in blast furnaes is an example of this rule. (D) Utilization of knowlege an information Utilization of knowlege an information about usage onitions an effetively reue LCE an LCC at the prout usage stage (e use an f use ) by inreasing the effiieny of energy an material usage. In aition, this rule also improves prout lifetime (lt) an urability ( an ) by proviing aequate maintenane or onsultany servies on prout use. Eo-rive training servie for a river provie by auto manufaturer is an example of this rule. (E) Linkage an ooperation among various inustries Relate to the rule Expansion of the business sale, ooperation among various inustrial setors sometimes ontributes to reution in LCE an LCC at the proution, istribution, olletion, an EOL treatment stages (e pro, e ist, e ol, e, f pro, f ist, f ol an f ). The zero emission onept, whih aims at reutilizing wastes from a fatory as resoures for another fatory by organizing inustrial lusters, is an example of this rule. In aition, this rule sometimes improves utility value ( an ) by reating a new ombination of servies (relate to the rule Combining various business values). (F) Combining various business values Proviing multiple prouts/servies bunle into a pakage sometimes improves the ustomer benefit (,,, an ). In aition, prout lifetime an LCE an LCC at the usage stage (lt, e use an f use ) an be improve by proviing prouts with maintenane an onsultany servies.

5 (G) Tehnologial innovation Tehnologial innovation is sometimes inispensable for implementing a business iea esribe as a ombination of other business rules. The overall performane an urability of a prout, an LCE an LCC at the proution, istribution, prout-use, an EOL treatment stages (,,,, e pro, e ist, e, f pro, fist, an f) were improve by various tehnologial innovations in many ases. (H) Outsouring/Contrating for environmental loa As eo-businesses often over multiple life yle stages (from rale to grave), firms annot exeute the entire tasks by themselves. Therefore, making the right outsouring eision is important for reuing LCE an LCC. Furthermore, unertakers of the outsouring an reue their osts by applying the rule Expansion of the business sale. (I) Serviizing Serviizing [2] refers to selling a servie or funtionality rather than a prout. While the prout is still owne by an eo-business provier, ustomers pay for use or maintenane. E-learning an vieoonferene substituting for transportation are examples of serviizing. This rule sometimes signifiantly reues LCE an LCC (e use, e pro, e ist, e ol, e, f use, f pro, f ist, f ol an f ). (J) Timesharing The apaity of prouts suh as personal automobiles an inustrial equipment is sometimes uner-utilize. By enouraging users to abanon iniviual ownership, more intensive utilization of prouts an be realize (i.e., a kin of use-oriente servies of PSS). This an reue users' prourement osts an risks for isposal of prouts. Leasing an rental shemes are examples of this rule. Assuming that m users with the same preferene for a prout (a an b) use the same prout in a lease an rental sheme uner the same operating onitions,,, e use, an f use beome m, m, m e use, an m f use, respetively. (K) Management of hien bottleneks Ientifiation an proper management of hien environmental bottleneks of a user's ativities often reue the user's osts an environmental risks. An example of appliation of this rule is the ESCO business [6], where ESCO omprehensively manages the use of eletriity by its user to save eletriity. This rule an improve the overall eterioration spee, eterioration fitness, LCE an LCC at the prout-use an EOL treatment stages (,, e use, e, f use, an f ). (L) Appliation of leaner methos to satisfy ustomer nees Applying leaner prouts or servies to satisfy ustomer nees an improve the environmental performane of prouts/servies iretly. Examples of this rule inlue introution of green eletriity suh as photovoltai power generation. This rule improves LCE an LCC at the use an proution stages (e use, e pro, f use, an f pro ). Table 1 summarizes the result of analyzing 70 eobusiness examples in Japan. The effet of eah rule on eah parameter is represente by the symbols, an * in eah ell of the table. Improve an eteriorate parameters after applying eah rule are represente by an, respetively. * enotes the possible ontrol parameters when a business esigner applies the rule (A) Management of life yles. 5 EXAMPLE In orer to illustrate the proeure of iea generation an eision-making for PSS business strategies, a ase stuy of a laptop omputer is esribe in this setion. 5.1 Ientifiation of business environment The first step is to ientify ominant funtional requirements to be provie an alulate the obsolesene, value evaluation, eterioration, an performane vetors of a target prout (or servie), as well as its resulting LCE an LCC in a given business environment. In this example, first we assume that the business sells its laptop omputers to the ustomers. Table 2: FRs of a laptop omputer Table 2 summarizes the ominant FRs of a laptop omputer. In the table, all the elements of are normalize to 1. a an b, whih onsist of obsolesene rate a i an initial importane b i for eah FR, respetively, are alulate by onjoint analysis for two ifferent years (2002 an 2006). For example, we alulate that the weighte fator for FR1: Computing spee was [kjpy/ghz] in 2002 (i.e., the performane of FR1: omputing spee (1 GHz) was worth 58,650 yen) an it erease to [kjpy/ghz] in 2006 ue to tehnologial innovation. Thus, the obsolesene rate of FR1 (a 1 ) is alulate as by substituting these two values into Equation 6. For the initial importane (weighte fator) of eah FR (b i ), the importane value in 2002 is use., whih onsists of eterioration rate for six FRs, was assume by referring to the physial lifetime of the onstituent omponents of similar prouts in the market. LCE an LCC are also alulate by using the onventional LCA an LCC methos. Prout lifetime lt is assume to be 48 months in this example. TPI was alulate as Sensitivity analysis of TPI As a result of sensitivity analysis,, e pro, an f pro were selete as key parameters in this example. 5.3 Iea generation for eo-business Referring to Table 1, the esigner selete those rules that improve the key parameters etermine in setion 5.2. an be improve by (J) Timesharing, (E) Linkage an ooperation among various inustrial setors, (F) Combining various business values, an (G) Tehnologial innovation; e pro an be improve by (B) Expansion of business sale, (C) Reutilization of waste / Use one more time, (G) Tehnologial innovation, (H) Outsouring, (I) Serviizing, (K) Management of hien bottleneks, an (L) Appliation of leaner methos to satisfy ustomer nees; an f pro an be improve by (B) Expansion of business sale, (E) Linkage an ooperation among various inustrial setors, (G) Tehnologial innovation, (H) Outsouring, (I) Serviizing, an (L) Appliation of leaner methos to satisfy ustomer nees. Referring to the eo-business ase base assoiate with these rules, the esigner generate a business iea as follows: The business provies a user with a laptop omputer in a lease/rental sheme (improve by Timesharing). At the same time, the business also gets revenue from 171

6 avertising on the rental laptop omputer for another user (improve by Combining various business values). In aition, laptop omputers are reyle or reuse at the en of their lives to reue LCE an LCC at the EOL treatment an proution stages (improve e pro an f pro by Reutilization of waste/ Use one more time). 5.4 Evaluation of the eo-business ieas by TPI Assuming that key parameters hange as shown in Table 3, TPI was improve to 274. Thus, an approximately three-fol improvement was ahieve in this example. Table 3: Estimation of improvement Influential parameters Applie rules Estimation of improvement Overall performane (J) Timesharing,, e use,f use will ouble by intensive use of a laptop omputer. (F) Combining various business will inrease by 48 values [thousan Yen months]. Environmental loa at EOL treatment stage e pro (C) Reutilization of wastes /Use one more time Cost at proution stage f (C) Reutilization of wastes pro /Use one more time 6 CONCLUSION e pro will reue to 54%. f pro will reue to 62%. This paper propose a strategi eision-making metho for eo-business planning so that a esigner an easily fin a set of eo-business ieas that effetively improve TPI in a systemati manner. To this en, we ientifie 17 business parameters, from whih TPI is onstrute, an formulate 12 eo-business rules in relation with these parameters. Through a ase stuy of a laptop omputer business, an iea generation proeure was illustrate, an the valiity an effetiveness of the metho were emonstrate. Future work inlues the following topis: Moifiation of eo-business rules an olletion of eobusiness ases: Colletion an formulation of existing eo-business ases in relation with 12 rules an help a esigner to generate new eo-business ieas. In aition to the 12 rules use in this stuy, other rules an guielines for eobusinesses [for example, 4] an PSS reasoning methos an also be use by formulating their appliable onitions in relation with the 17 parameters. Consieration of interepeneny among UV, LCE, an LCC: In general, there exist interepenenies among the parameters that form UV an those that form LCE an LCC. Therefore, suh interepenenies shoul be onsiere in a future work. 7 REFERENCES [1] Haushil MZ, Wenzel H, Alting L (1999) Life Cyle Design. A Route to the Sustainable Inustrial Culture? Annals of the CIRP 48(1): [2] White, Allen L., Stoughton, M. an Feng, L., 1999, Serviizing: The quiet Transition to Extene Prout Responsibility, Tellus Institute. [3] Linahl, M. an Olunh, G., The Meaning of Funtional Sales, 2001, Pro. of the 8th CIRP Int. Seminar on Life Cyle Engineering, [4] UNEP, 1997, ECODESIGN: a promising approah to sustainable prout an onsumption, UNITED NATIONS PUBLICATION [5] Goekoop, M. J., van Halen, Cees J.G., te Riele, Harry R.M., an Rommens, Peter J.M., 1999, Prout servie systems, ogial an eonomi basis, PriewaterCoopers. [6] Morelli, N., 2006, "Developing new prout servie systems (PSS): methoologies an operational tools", Journal of Cleaner Proution, Vol. 14, pp [7] Konoh, S. et al., 2008, "Robust esign metho for prout life yle onsiering the future unertainties", Proeeings of DESIGN 2008, pp , [8] Assoiation for ESCO Business Introution in Japan, 1998, Committee report for ESCO business introution in Japan, Energy Conservation Centre Japan. [9] Winterfel, D. V an Ewars, W., 1986, Deision Analysis an Behavioral Researh, Cambrige University Press, Cambrige, Englan. [10] Daimon, T. et al., 2004, "Proposal of Deision Support Metho for Life Cyle Strategy by Estimating Value an Physial Lifetimes", Pro. of the 11th International CIRP Life Cyle Engineering Seminar. [11] Konoh, S. et al., 2006, "Analysis of Key Suess Fators for Eo-Business through Case Stuies in Japan", Proeeings of 13th CIRP International onferene on Life Cyle Engineering, pp ,

A Holistic Method for Selecting Web Services in Design of Composite Applications

A Holistic Method for Selecting Web Services in Design of Composite Applications A Holisti Method for Seleting Web Servies in Design of Composite Appliations Mārtiņš Bonders, Jānis Grabis Institute of Information Tehnology, Riga Tehnial University, 1 Kalu Street, Riga, LV 1658, Latvia,

More information

Representing Alabama s Public Two-Year College System NUR 204 ROLE TRANSITION FOR THE REGISTERED NURSE. Plan Of Instruction

Representing Alabama s Public Two-Year College System NUR 204 ROLE TRANSITION FOR THE REGISTERED NURSE. Plan Of Instruction Alabama Department of Postseonary Euation Representing Alabama s Publi Two-Year ollege System NUR 204 ROLE TRANSITION FOR THE REGISTERED NURSE Plan Of Instrution Effetive Date: 2006 Version Number: 2006-1

More information

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 2 (2012) No. 3, pp. 9-17 An integrated optimization model of a Closed- Loop Supply Chain under unertainty Xiaoxia

More information

FCC Form 471 Do not write in this area. Approval by OMB 3060-0806

FCC Form 471 Do not write in this area. Approval by OMB 3060-0806 FCC Form 471 Do not write in this area. Approval by OMB 3060-0806 Shools an Libraries Universal Servie Desription of Servies Orere an Certifiation Form 471 Estimate Average Buren Hours per Response: 4

More information

tr(a + B) = tr(a) + tr(b) tr(ca) = c tr(a)

tr(a + B) = tr(a) + tr(b) tr(ca) = c tr(a) Chapter 3 Determinant 31 The Determinant Funtion We follow an intuitive approah to introue the efinition of eterminant We alreay have a funtion efine on ertain matries: the trae The trae assigns a numer

More information

Sequential Auctions of Oligopoly Licenses: Bankruptcy and Signaling

Sequential Auctions of Oligopoly Licenses: Bankruptcy and Signaling Sequential Autions of Oligopoly Lienses: Bankrupty an Signaling Georgios Katsenos Institut für Mikroökonomik, Leibniz Universität Hannover Deember 2010 Abstrat This paper ompares two proeures for alloating

More information

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services T Learning Curves and Stohasti Models for Priing and Provisioning Cloud Computing Servies Amit Gera, Cathy H. Xia Dept. of Integrated Systems Engineering Ohio State University, Columbus, OH 4310 {gera.,

More information

An Enhanced Critical Path Method for Multiple Resource Constraints

An Enhanced Critical Path Method for Multiple Resource Constraints An Enhaned Critial Path Method for Multiple Resoure Constraints Chang-Pin Lin, Hung-Lin Tai, and Shih-Yan Hu Abstrat Traditional Critial Path Method onsiders only logial dependenies between related ativities

More information

ONLINE APPENDIX. The Impact of a Firm s Share of Exports on Revenue, Wages, and Measure of Workers Hired. Theory and Evidence.

ONLINE APPENDIX. The Impact of a Firm s Share of Exports on Revenue, Wages, and Measure of Workers Hired. Theory and Evidence. ONLINE APPENDIX to The Impat of a Firm s Share of Exports on Revenue Wages an Measure of Workers Hire Theory an Eviene Gregor Hesse Institute of Eonomis Ulm University Germany This Appenix provies the

More information

Green Cloud Computing

Green Cloud Computing International Journal of Information and Computation Tehnology. ISSN 0974-2239 Volume 4, Number 4 (2014), pp. 431-436 International Researh Publiations House http://www. irphouse.om /ijit.htm Green Cloud

More information

Cellulosic Ethanol Technology as Waste Management tool the Belize Potential

Cellulosic Ethanol Technology as Waste Management tool the Belize Potential CSEF Conferene topi: Waste Management New tehnologies an ommoities Cellulosi Ethanol Tehnolog as Waste Management tool the Belize Potential Ruben Contreras-Lisperguer 1 an Kevin e Cuba 1 1 Energ an Climate

More information

Customer Efficiency, Channel Usage and Firm Performance in Retail Banking

Customer Efficiency, Channel Usage and Firm Performance in Retail Banking Customer Effiieny, Channel Usage and Firm Performane in Retail Banking Mei Xue Operations and Strategi Management Department The Wallae E. Carroll Shool of Management Boston College 350 Fulton Hall, 140

More information

Condominium Project Questionnaire Full Form

Condominium Project Questionnaire Full Form Conominium Projet Questionnaire Full Form Instrutions Lener: Complete the irst table below an enter the ate on whih the orm shoul be returne to you. Homeowners' Assoiation (HOA) or Management Company:

More information

Static Fairness Criteria in Telecommunications

Static Fairness Criteria in Telecommunications Teknillinen Korkeakoulu ERIKOISTYÖ Teknillisen fysiikan koulutusohjelma 92002 Mat-208 Sovelletun matematiikan erikoistyöt Stati Fairness Criteria in Teleommuniations Vesa Timonen, e-mail: vesatimonen@hutfi

More information

London Metropolitan Polymer Centre (LMPC)

London Metropolitan Polymer Centre (LMPC) NORTH CAMPUS Lonon Metropolitan Polymer Centre (LMPC) MSPlastis Prout Design MS Plastis Prout Design with Management MS Plastis Prout Design with Marketing Course Hanbook For amission in 2009-2010 The

More information

TRENDS IN EXECUTIVE EDUCATION: TOWARDS A SYSTEMS APPROACH TO EXECUTIVE DEVELOPMENT PLANNING

TRENDS IN EXECUTIVE EDUCATION: TOWARDS A SYSTEMS APPROACH TO EXECUTIVE DEVELOPMENT PLANNING INTERMAN 7 TRENDS IN EXECUTIVE EDUCATION: TOWARDS A SYSTEMS APPROACH TO EXECUTIVE DEVELOPMENT PLANNING by Douglas A. Ready, Albert A. Viere and Alan F. White RECEIVED 2 7 MAY 1393 International Labour

More information

SLA-based Resource Allocation for Software as a Service Provider (SaaS) in Cloud Computing Environments

SLA-based Resource Allocation for Software as a Service Provider (SaaS) in Cloud Computing Environments 2 th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing SLA-based Resoure Alloation for Software as a Servie Provider (SaaS) in Cloud Computing Environments Linlin Wu, Saurabh Kumar

More information

European Test User Standards. for test use in Work and. Organizational settings

European Test User Standards. for test use in Work and. Organizational settings European Test User Stanars for test use in Work an Organizational settings VERSION 1.92 Prepare y the European Feeration of Psyhologists Assoiations an the European Assoiation of Work an Organizational

More information

Expanding Operations in Fast-Food Industry under Uncertain Market Conditions

Expanding Operations in Fast-Food Industry under Uncertain Market Conditions International Journal of Trade, Eonomis and Finane, Vol., No., June, 200 200-023X Expanding Operations in Fast-Food Industry under Unertain Market Conditions Seyhan Sipahi, Senior Member, IACSIT Abstrat

More information

Hierarchical Clustering and Sampling Techniques for Network Monitoring

Hierarchical Clustering and Sampling Techniques for Network Monitoring S. Sindhuja Hierarhial Clustering and Sampling Tehniques for etwork Monitoring S. Sindhuja ME ABSTRACT: etwork monitoring appliations are used to monitor network traffi flows. Clustering tehniques are

More information

Content-Aware Caching and Traffic Management in Content Distribution Networks

Content-Aware Caching and Traffic Management in Content Distribution Networks Content-Aware Cahing an Traffi Management in Content Distribution Networks Meghana M Amble, Parimal Parag, Srinivas Shakkottai, an Lei Ying Dept. of ECE, Texas A&M University, Email: {amble38,parimal,sshakkot}@tamu.eu

More information

From a strategic view to an engineering view in a digital enterprise

From a strategic view to an engineering view in a digital enterprise Digital Enterprise Design & Management 2013 February 11-12, 2013 Paris From a strategi view to an engineering view in a digital enterprise The ase of a multi-ountry Telo Hervé Paault Orange Abstrat In

More information

A Comparison of Service Quality between Private and Public Hospitals in Thailand

A Comparison of Service Quality between Private and Public Hospitals in Thailand International Journal of Business and Soial Siene Vol. 4 No. 11; September 2013 A Comparison of Servie Quality between Private and Hospitals in Thailand Khanhitpol Yousapronpaiboon, D.B.A. Assistant Professor

More information

TRANSMISSION LINES, PARAMETERS, AND APPLICATION IN COMMUNICATIONS SYSTEMS

TRANSMISSION LINES, PARAMETERS, AND APPLICATION IN COMMUNICATIONS SYSTEMS TRANSMISSION INES, PARAMETERS, AND APPIATION IN OMMUNIATIONS SYSTEMS Hank Javan, Jerry Newman University of Memphis Abstrat Transmission of information is arrie out by means of transmission meia, usually

More information

Chapter 1 Microeconomics of Consumer Theory

Chapter 1 Microeconomics of Consumer Theory Chapter 1 Miroeonomis of Consumer Theory The two broad ategories of deision-makers in an eonomy are onsumers and firms. Eah individual in eah of these groups makes its deisions in order to ahieve some

More information

Suggested Answers, Problem Set 5 Health Economics

Suggested Answers, Problem Set 5 Health Economics Suggested Answers, Problem Set 5 Health Eonomis Bill Evans Spring 2013 1. The graph is at the end of the handout. Fluoridated water strengthens teeth and redues inidene of avities. As a result, at all

More information

Behavior Analysis-Based Learning Framework for Host Level Intrusion Detection

Behavior Analysis-Based Learning Framework for Host Level Intrusion Detection Behavior Analysis-Based Learning Framework for Host Level Intrusion Detetion Haiyan Qiao, Jianfeng Peng, Chuan Feng, Jerzy W. Rozenblit Eletrial and Computer Engineering Department University of Arizona

More information

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings Computational Analysis of Two Arrangements of a Central Ground-Soure Heat Pump System for Residential Buildings Abstrat Ehab Foda, Ala Hasan, Kai Sirén Helsinki University of Tehnology, HVAC Tehnology,

More information

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator nternational Journal of Computer and Eletrial Engineering, Vol. 1, No. 1, April 2009 Neural network-based Load Balaning and Reative Power Control by Stati VAR Compensator smail K. Said and Marouf Pirouti

More information

Parallel-Task Scheduling on Multiple Resources

Parallel-Task Scheduling on Multiple Resources Parallel-Task Sheuling on Multiple Resoures Mike Holenerski, Reiner J. Bril an Johan J. Lukkien Department of Mathematis an Computer Siene, Tehnishe Universiteit Einhoven Den Doleh 2, 5600 AZ Einhoven,

More information

Weighting Methods in Survey Sampling

Weighting Methods in Survey Sampling Setion on Survey Researh Methods JSM 01 Weighting Methods in Survey Sampling Chiao-hih Chang Ferry Butar Butar Abstrat It is said that a well-designed survey an best prevent nonresponse. However, no matter

More information

Open and Extensible Business Process Simulator

Open and Extensible Business Process Simulator UNIVERSITY OF TARTU FACULTY OF MATHEMATICS AND COMPUTER SCIENCE Institute of Computer Siene Karl Blum Open and Extensible Business Proess Simulator Master Thesis (30 EAP) Supervisors: Luiano Garía-Bañuelos,

More information

The Application of Mamdani Fuzzy Model for Auto Zoom Function of a Digital Camera

The Application of Mamdani Fuzzy Model for Auto Zoom Function of a Digital Camera (IJCSIS) International Journal of Computer Siene and Information Seurity, Vol. 6, No. 3, 2009 The Appliation of Mamdani Fuzzy Model for Auto Funtion of a Digital Camera * I. Elamvazuthi, P. Vasant Universiti

More information

Deduplication with Block-Level Content-Aware Chunking for Solid State Drives (SSDs)

Deduplication with Block-Level Content-Aware Chunking for Solid State Drives (SSDs) 23 IEEE International Conferene on High Performane Computing and Communiations & 23 IEEE International Conferene on Embedded and Ubiquitous Computing Dedupliation with Blok-Level Content-Aware Chunking

More information

Sebastián Bravo López

Sebastián Bravo López Transfinite Turing mahines Sebastián Bravo López 1 Introdution With the rise of omputers with high omputational power the idea of developing more powerful models of omputation has appeared. Suppose that

More information

Granular Problem Solving and Software Engineering

Granular Problem Solving and Software Engineering Granular Problem Solving and Software Engineering Haibin Zhu, Senior Member, IEEE Department of Computer Siene and Mathematis, Nipissing University, 100 College Drive, North Bay, Ontario, P1B 8L7, Canada

More information

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management For students entering in 2012/3 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date of speifiation:

More information

' R ATIONAL. :::~i:. :'.:::::: RETENTION ':: Compliance with the way you work PRODUCT BRIEF

' R ATIONAL. :::~i:. :'.:::::: RETENTION ':: Compliance with the way you work PRODUCT BRIEF ' R :::i:. ATIONAL :'.:::::: RETENTION ':: Compliane with the way you work, PRODUCT BRIEF In-plae Management of Unstrutured Data The explosion of unstrutured data ombined with new laws and regulations

More information

Supply chain coordination; A Game Theory approach

Supply chain coordination; A Game Theory approach aepted for publiation in the journal "Engineering Appliations of Artifiial Intelligene" 2008 upply hain oordination; A Game Theory approah Jean-Claude Hennet x and Yasemin Arda xx x LI CNR-UMR 668 Université

More information

A Reputation Management Approach for Resource Constrained Trustee Agents

A Reputation Management Approach for Resource Constrained Trustee Agents A Reputation Management Approah for Resoure Constrained rustee Agents Han Yu, Chunyan Miao, Bo An 2, Cyril Leung 3, and Vitor R. Lesser 4 Nanyang ehnologial University, Singapore 2 he Key Lab of Intelligent

More information

Price-based versus quantity-based approaches for stimulating the development of renewable electricity: new insights in an old debate

Price-based versus quantity-based approaches for stimulating the development of renewable electricity: new insights in an old debate Prie-based versus -based approahes for stimulating the development of renewable eletriity: new insights in an old debate uthors: Dominique FINON, Philippe MENNTEU, Marie-Laure LMY, Institut d Eonomie et

More information

Channel Assignment Strategies for Cellular Phone Systems

Channel Assignment Strategies for Cellular Phone Systems Channel Assignment Strategies for Cellular Phone Systems Wei Liu Yiping Han Hang Yu Zhejiang University Hangzhou, P. R. China Contat: wliu5@ie.uhk.edu.hk 000 Mathematial Contest in Modeling (MCM) Meritorious

More information

Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization

Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization Abstrat Parameter variations ause high yield losses due to their large impat on iruit delay. In this paper, we propose the use of

More information

Findings and Recommendations

Findings and Recommendations Contrating Methods and Administration Findings and Reommendations Finding 9-1 ESD did not utilize a formal written pre-qualifiations proess for seleting experiened design onsultants. ESD hose onsultants

More information

Availability, Reliability, Maintainability, and Capability

Availability, Reliability, Maintainability, and Capability Availability, Reliability, Maintainability, and Capability H. Paul Barringer, P.E. Barringer & Assoiates, In. Humble, TX Triplex Chapter Of The Vibrations Institute Hilton Hotel Beaumont, Texas February

More information

Dataflow Features in Computer Networks

Dataflow Features in Computer Networks Magyar Kutatók 1. Nemzetközi Szimpóziuma 1 th International Symposium of Hungarian Researhers on Computational Intelligene and Informatis Gyula Max Budapest University of Tehnology and Eonomis, Department

More information

Paid Placement Strategies for Internet Search Engines

Paid Placement Strategies for Internet Search Engines Paid Plaement Strategies for Internet Searh Engines Hemant K. Bhargava Smeal College of Business Penn State University 342 Beam Building University Park, PA 16802 bhargava@omputer.org Juan Feng Smeal College

More information

Computer Networks Framing

Computer Networks Framing Computer Networks Framing Saad Mneimneh Computer Siene Hunter College of CUNY New York Introdution Who framed Roger rabbit? A detetive, a woman, and a rabbit in a network of trouble We will skip the physial

More information

HyPer: A Hybrid OLTP&OLAP Main Memory Database System Based on Virtual Memory Snapshots

HyPer: A Hybrid OLTP&OLAP Main Memory Database System Based on Virtual Memory Snapshots HyPer: A Hyri OLTP&OLAP Main Memory Dataase System Base on Snapshots Alfons Kemper 1, Thomas Neumann 2 Fakultät für Informatik Tehnishe Universität Münhen Boltzmannstraße 3, D-85748 Garhing 1 kemper@in.tum.e

More information

A Keyword Filters Method for Spam via Maximum Independent Sets

A Keyword Filters Method for Spam via Maximum Independent Sets Vol. 7, No. 3, May, 213 A Keyword Filters Method for Spam via Maximum Independent Sets HaiLong Wang 1, FanJun Meng 1, HaiPeng Jia 2, JinHong Cheng 3 and Jiong Xie 3 1 Inner Mongolia Normal University 2

More information

TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS

TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS ICSRiM - University of Leeds Shool of Computing & Shool of Musi Leeds LS2 9JT, UK +44-113-343-2583 kia@i-maestro.org www.i-maestro.org,

More information

A Context-Aware Preference Database System

A Context-Aware Preference Database System J. PERVASIVE COMPUT. & COMM. (), MARCH 005. TROUBADOR PUBLISHING LTD) A Context-Aware Preferene Database System Kostas Stefanidis Department of Computer Siene, University of Ioannina,, kstef@s.uoi.gr Evaggelia

More information

Deadline-based Escalation in Process-Aware Information Systems

Deadline-based Escalation in Process-Aware Information Systems Deadline-based Esalation in Proess-Aware Information Systems Wil M.P. van der Aalst 1,2, Mihael Rosemann 2, Marlon Dumas 2 1 Department of Tehnology Management Eindhoven University of Tehnology, The Netherlands

More information

National Summary. State Teacher Policy Yearbook Progress on Teacher Quality. National Council on Teacher Quality

National Summary. State Teacher Policy Yearbook Progress on Teacher Quality. National Council on Teacher Quality National Summary 2007 State Teaher Poliy Yearbook Progress on Teaher Quality National Counil on Teaher Quality Aknowlegments States Our most important partners in this effort have been state euation agenies,

More information

International Journal of Supply and Operations Management. Mathematical modeling for EOQ inventory system with advance payment and fuzzy Parameters

International Journal of Supply and Operations Management. Mathematical modeling for EOQ inventory system with advance payment and fuzzy Parameters nternational Journal of Supply and Operations Management JSOM November 0, Volume, ssue 3, pp. 60-78 SSN-Print: 383-359 SSN-Online: 383-55 www.ijsom.om Mathematial modeling for EOQ inventory system with

More information

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds Intelligent Measurement Proesses in 3D Optial Metrology: Produing More Aurate Point Clouds Charles Mony, Ph.D. 1 President Creaform in. mony@reaform3d.om Daniel Brown, Eng. 1 Produt Manager Creaform in.

More information

STRATEGIC DESIGN FOR THE SUPPLY NETWORK OF MULTI-SITE ENTERPRISES: A MATHEMATICAL MODEL AND SOLVING APPROACHES

STRATEGIC DESIGN FOR THE SUPPLY NETWORK OF MULTI-SITE ENTERPRISES: A MATHEMATICAL MODEL AND SOLVING APPROACHES STRATEGIC DESIGN FOR THE SUPPLY NETWORK OF MULTI-SITE ENTERPRISES: A MATHEMATICAL MODEL AND SOLVING APPROACHES Florene Pirard 1, Fouad Riane 2, Serguei Iassinovski 2, Valérie Botta-Genoulaz 1 1 Laboratoire

More information

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES Proeedings of FEDSM 98 998 ASME Fluids Engineering Division Summer Meeting June 2-25, 998 Washington DC FEDSM98-529 THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES John D. Wright Proess

More information

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero FE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero Robotis, Computer Vision and Intelligent Control Group. University

More information

A novel active mass damper for vibration control of bridges

A novel active mass damper for vibration control of bridges IABMAS 08, International Conferene on Bridge Maintenane, Safety and Management, 3-7 July 008, Seoul, Korea A novel ative mass damper for vibration ontrol of bridges U. Starossek & J. Sheller Strutural

More information

Performance Analysis of IEEE 802.11 in Multi-hop Wireless Networks

Performance Analysis of IEEE 802.11 in Multi-hop Wireless Networks Performane Analysis of IEEE 80.11 in Multi-hop Wireless Networks Lan Tien Nguyen 1, Razvan Beuran,1, Yoihi Shinoda 1, 1 Japan Advaned Institute of Siene and Tehnology, 1-1 Asahidai, Nomi, Ishikawa, 93-19

More information

II. LITERATURE REVIEW

II. LITERATURE REVIEW After-sales Servie and Loal Presene: Key Fators for Solar Energy Innovations Diffusion in Developing Countries (This paper is aepted by PICMET in May 2014 and will be presented at the PICMET onferene on

More information

CHILDREN S HEALTH INSURANCE

CHILDREN S HEALTH INSURANCE Unite States Government Aountaility Offie Report to Congressional Requesters Feruary 2015 CHILDREN S HEALTH INSURANCE Coverage of Servies an Costs to Consumers in Selete CHIP an Private Health Plans in

More information

On the Characteristics of Spectrum-Agile Communication Networks

On the Characteristics of Spectrum-Agile Communication Networks 1 On the Charateristis of Spetrum-Agile Communiation Networks Xin Liu Wei Wang Department of Computer Siene University of California, Davis, CA 95616 Email:{liu,wangw}@s.udavis.edu Abstrat Preliminary

More information

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management (full-time) For students entering in 2015/6 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date

More information

PROCEEDS OF CRIME (BUSINESS IN THE REGULATED SECTOR) ORDER 2015

PROCEEDS OF CRIME (BUSINESS IN THE REGULATED SECTOR) ORDER 2015 Proeeds of Crime (Business in the Regulated Setor) Order 2015 Artile 1 Statutory Doument No. 2015/0073 Proeeds of Crime At 2008 PROCEEDS OF CRIME (BUSINESS IN THE REGULATED SECTOR) ORDER 2015 Approved

More information

Big Data Analysis and Reporting with Decision Tree Induction

Big Data Analysis and Reporting with Decision Tree Induction Big Data Analysis and Reporting with Deision Tree Indution PETRA PERNER Institute of Computer Vision and Applied Computer Sienes, IBaI Postbox 30 11 14, 04251 Leipzig GERMANY pperner@ibai-institut.de,

More information

A Survey of Usability Evaluation in Virtual Environments: Classi cation and Comparison of Methods

A Survey of Usability Evaluation in Virtual Environments: Classi cation and Comparison of Methods Doug A. Bowman bowman@vt.edu Department of Computer Siene Virginia Teh Joseph L. Gabbard Deborah Hix [ jgabbard, hix]@vt.edu Systems Researh Center Virginia Teh A Survey of Usability Evaluation in Virtual

More information

Melbourne Docklands ESD Guide

Melbourne Docklands ESD Guide Melbourne Doklands ESD Guide Eologially Sustainable Development May 2006 The most signifiant environmental hallenges of our time are global limate hange and fossil fuel dependeny. Rising greenhouse gas

More information

Discovering Trends in Large Datasets Using Neural Networks

Discovering Trends in Large Datasets Using Neural Networks Disovering Trends in Large Datasets Using Neural Networks Khosrow Kaikhah, Ph.D. and Sandesh Doddameti Department of Computer Siene Texas State University San Maros, Texas 78666 Abstrat. A novel knowledge

More information

Electrician'sMathand BasicElectricalFormulas

Electrician'sMathand BasicElectricalFormulas Eletriian'sMathand BasiEletrialFormulas MikeHoltEnterprises,In. 1.888.NEC.CODE www.mikeholt.om Introdution Introdution This PDF is a free resoure from Mike Holt Enterprises, In. It s Unit 1 from the Eletrial

More information

Improved SOM-Based High-Dimensional Data Visualization Algorithm

Improved SOM-Based High-Dimensional Data Visualization Algorithm Computer and Information Siene; Vol. 5, No. 4; 2012 ISSN 1913-8989 E-ISSN 1913-8997 Published by Canadian Center of Siene and Eduation Improved SOM-Based High-Dimensional Data Visualization Algorithm Wang

More information

10.2 Systems of Linear Equations: Matrices

10.2 Systems of Linear Equations: Matrices SECTION 0.2 Systems of Linear Equations: Matrices 7 0.2 Systems of Linear Equations: Matrices OBJECTIVES Write the Augmente Matrix of a System of Linear Equations 2 Write the System from the Augmente Matrix

More information

1. Name and Contact Information of Person(s) Responsible for Program s Assessment

1. Name and Contact Information of Person(s) Responsible for Program s Assessment Date: 2/04/08 I. Assessment of Stuent Learning Outomes 1. Name an Contat Information of Person(s) Responsile for Program s Assessment Terry Kiser, Chair Department of Mathematis & Statistis, zip 0525 898-6111

More information

Software Ecosystems: From Software Product Management to Software Platform Management

Software Ecosystems: From Software Product Management to Software Platform Management Software Eosystems: From Software Produt Management to Software Platform Management Slinger Jansen, Stef Peeters, and Sjaak Brinkkemper Department of Information and Computing Sienes Utreht University,

More information

Measurement of Powder Flow Properties that relate to Gravity Flow Behaviour through Industrial Processing Lines

Measurement of Powder Flow Properties that relate to Gravity Flow Behaviour through Industrial Processing Lines Measurement of Powder Flow Properties that relate to Gravity Flow ehaviour through Industrial Proessing Lines A typial industrial powder proessing line will inlude several storage vessels (e.g. bins, bunkers,

More information

Procurement auctions are sometimes plagued with a chosen supplier s failing to accomplish a project successfully.

Procurement auctions are sometimes plagued with a chosen supplier s failing to accomplish a project successfully. Deision Analysis Vol. 7, No. 1, Marh 2010, pp. 23 39 issn 1545-8490 eissn 1545-8504 10 0701 0023 informs doi 10.1287/dea.1090.0155 2010 INFORMS Managing Projet Failure Risk Through Contingent Contrats

More information

Criminal Geographical Profiling: Using FCA for Visualization and Analysis of Crime Data

Criminal Geographical Profiling: Using FCA for Visualization and Analysis of Crime Data Criminal Georaphial rofilin: Usin FCA for Visualization and Analysis of Crime Data Quist-Aphetsi Kester, MIEEE Leturer, Faulty of Informatis Ghana Tehnoloy University Collee Ara, Ghana Email: kquist-aphetsi@tu.edu.h

More information

Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling

Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling Agent-Based Grid Load Balaning Using Performane-Driven Task Sheduling Junwei Cao *1, Daniel P. Spooner, Stephen A. Jarvis, Subhash Saini and Graham R. Nudd * C&C Researh Laboratories, NEC Europe Ltd.,

More information

RISK-BASED IN SITU BIOREMEDIATION DESIGN JENNINGS BRYAN SMALLEY. A.B., Washington University, 1992 THESIS. Urbana, Illinois

RISK-BASED IN SITU BIOREMEDIATION DESIGN JENNINGS BRYAN SMALLEY. A.B., Washington University, 1992 THESIS. Urbana, Illinois RISK-BASED IN SITU BIOREMEDIATION DESIGN BY JENNINGS BRYAN SMALLEY A.B., Washington University, 1992 THESIS Submitted in partial fulfillment of the requirements for the degree of Master of Siene in Environmental

More information

Recommending Questions Using the MDL-based Tree Cut Model

Recommending Questions Using the MDL-based Tree Cut Model WWW 2008 / Refereed Trak: Data Mining - Learning April 2-25, 2008 Beijing, China Reommending Questions Using the MDL-based Tree Cut Model Yunbo Cao,2, Huizhong Duan, Chin-Yew Lin 2, Yong Yu, and Hsiao-Wuen

More information

i_~f e 1 then e 2 else e 3

i_~f e 1 then e 2 else e 3 A PROCEDURE MECHANISM FOR BACKTRACK PROGRAMMING* David R. HANSON + Department o Computer Siene, The University of Arizona Tuson, Arizona 85721 One of the diffiulties in using nondeterministi algorithms

More information

Chapter 5 Single Phase Systems

Chapter 5 Single Phase Systems Chapter 5 Single Phase Systems Chemial engineering alulations rely heavily on the availability of physial properties of materials. There are three ommon methods used to find these properties. These inlude

More information

Chapter 6 A N ovel Solution Of Linear Congruenes Proeedings NCUR IX. (1995), Vol. II, pp. 708{712 Jerey F. Gold Department of Mathematis, Department of Physis University of Utah Salt Lake City, Utah 84112

More information

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method BEAM DESIGN In order to be able to design beams, we need both moments and shears. 1. Moment a) From diret design method or equivalent frame method b) From loads applied diretly to beams inluding beam weight

More information

An Efficient Network Traffic Classification Based on Unknown and Anomaly Flow Detection Mechanism

An Efficient Network Traffic Classification Based on Unknown and Anomaly Flow Detection Mechanism An Effiient Network Traffi Classifiation Based on Unknown and Anomaly Flow Detetion Mehanism G.Suganya.M.s.,B.Ed 1 1 Mphil.Sholar, Department of Computer Siene, KG College of Arts and Siene,Coimbatore.

More information

Transfer of Functions (Isle of Man Financial Services Authority) TRANSFER OF FUNCTIONS (ISLE OF MAN FINANCIAL SERVICES AUTHORITY) ORDER 2015

Transfer of Functions (Isle of Man Financial Services Authority) TRANSFER OF FUNCTIONS (ISLE OF MAN FINANCIAL SERVICES AUTHORITY) ORDER 2015 Transfer of Funtions (Isle of Man Finanial Servies Authority) Order 2015 Index TRANSFER OF FUNCTIONS (ISLE OF MAN FINANCIAL SERVICES AUTHORITY) ORDER 2015 Index Artile Page 1 Title... 3 2 Commenement...

More information

protection p1ann1ng report

protection p1ann1ng report f1re~~ protetion p1ann1ng report BUILDING CONSTRUCTION INFORMATION FROM THE CONCRETE AND MASONRY INDUSTRIES Signifiane of Fire Ratings for Building Constrution NO. 3 OF A SERIES The use of fire-resistive

More information

) ( )( ) ( ) ( )( ) ( ) ( ) (1)

) ( )( ) ( ) ( )( ) ( ) ( ) (1) OPEN CHANNEL FLOW Open hannel flow is haraterized by a surfae in ontat with a gas phase, allowing the fluid to take on shapes and undergo behavior that is impossible in a pipe or other filled onduit. Examples

More information

State of Maryland Participation Agreement for Pre-Tax and Roth Retirement Savings Accounts

State of Maryland Participation Agreement for Pre-Tax and Roth Retirement Savings Accounts State of Maryland Partiipation Agreement for Pre-Tax and Roth Retirement Savings Aounts DC-4531 (08/2015) For help, please all 1-800-966-6355 www.marylandd.om 1 Things to Remember Complete all of the setions

More information

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA LBNL-52402 Marh 2003 On the Speed of Gravity and the v/ Corretions to the Shapiro Time Delay Stuart Samuel 1 arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrene Berkeley National Laboratory

More information

Entrepreneur s Guide. Starting and Growing a Business in Pennsylvania FEBRUARY 2015. newpa.com

Entrepreneur s Guide. Starting and Growing a Business in Pennsylvania FEBRUARY 2015. newpa.com Entrepreneur s Guide Starting and Growing a Business in Pennsylvania FEBRUARY 2015 newpa.om The Entrepreneur s Guide: Starting and Growing a Business in Pennsylvania was prepared by the Pennsylvania Department

More information

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model Trade Information, Not Spetrum: A Novel TV White Spae Information Market Model Yuan Luo, Lin Gao, and Jianwei Huang 1 Abstrat In this paper, we propose a novel information market for TV white spae networks,

More information

A Theoretical Analysis of Credit Card Reform in Australia *

A Theoretical Analysis of Credit Card Reform in Australia * A Theoretial Analysis of Credit Card Reform in Australia * by Joshua S. Gans and Stephen P. King Melbourne Business Shool University of Melbourne First Draft: 12 th May, 2001 This Version: 5 th May, 2003

More information

In many services, the quality or value provided by the service increases with the time the service provider

In many services, the quality or value provided by the service increases with the time the service provider MANAGEMENT SCIENCE Vol. 57, No. 1, January 2011, pp. 40 56 issn 0025-1909 eissn 1526-5501 11 5701 0040 informs doi 10.1287/mns.1100.1250 2011 INFORMS Quality Speed Conundrum: Trade-offs in Customer-Intensive

More information

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules Improved Vehile Classifiation in Long Traffi Video by Cooperating Traker and Classifier Modules Brendan Morris and Mohan Trivedi University of California, San Diego San Diego, CA 92093 {b1morris, trivedi}@usd.edu

More information

WORKFLOW CONTROL-FLOW PATTERNS A Revised View

WORKFLOW CONTROL-FLOW PATTERNS A Revised View WORKFLOW CONTROL-FLOW PATTERNS A Revised View Nik Russell 1, Arthur H.M. ter Hofstede 1, 1 BPM Group, Queensland University of Tehnology GPO Box 2434, Brisbane QLD 4001, Australia {n.russell,a.terhofstede}@qut.edu.au

More information

RATING SCALES FOR NEUROLOGISTS

RATING SCALES FOR NEUROLOGISTS RATING SCALES FOR NEUROLOGISTS J Hobart iv22 WHY Correspondene to: Dr Jeremy Hobart, Department of Clinial Neurosienes, Peninsula Medial Shool, Derriford Hospital, Plymouth PL6 8DH, UK; Jeremy.Hobart@

More information

Working Paper Deriving the Taylor principle when the central bank supplies money

Working Paper Deriving the Taylor principle when the central bank supplies money eonstor www.eonstor.eu Der Open-Aess-Publikationsserver der ZBW Leibniz-Informationszentrum Wirtshaft The Open Aess Publiation Server of the ZBW Leibniz Information Centre for Eonomis Davies, Ceri; Gillman,

More information

10.1 The Lorentz force law

10.1 The Lorentz force law Sott Hughes 10 Marh 2005 Massahusetts Institute of Tehnology Department of Physis 8.022 Spring 2004 Leture 10: Magneti fore; Magneti fields; Ampere s law 10.1 The Lorentz fore law Until now, we have been

More information