Research on Equipment and Spare Parts Management Based on Theory of Constraints

Size: px
Start display at page:

Download "Research on Equipment and Spare Parts Management Based on Theory of Constraints"

Transcription

1 The Fourh Inernaional Conference on Elecronic Business (ICEB2004) / Beijing 581 Research on Equipmen and Spare Pars Managemen Based on Theory of Consrains Yan Ye Docoral candidae, Deparmen of Indusrial Engineering and Managemen, Shanghai Jiao Tong Universiy, Shanghai , China Insiue of Indusrial Engineering, Zhejiang Universiy of Technology, Hangzhou , China yeyna@sju.edu.cn ABSTRACT On he basis of analyzing he relaionship beween he equipmen sysem and spare pars invenory, his paper proposes wo-level equipmen and spare pars sysem managemen based on he Theory of Consrains. From he sysem poin of view and according o he Theory of Consrains, he manufacuring organizaion idenifies boleneck equipmens in equipmen sysem and makes he boleneck equipmens operae coninuously and effecively on he basis of wo imporan aspecs of maerials supply and spare pars supply. Finally, he spare pars ABCD-TOC invenory classificaion and conrol mehod based on he Theory of Consrains is inroduced. This mehod classifies spare pars according o differen demands of boleneck and non-boleneck equipmens, echnical rules of spare pars failure and wase and purchase characerisics. Then he suiable conrol sraegies for each class are adoped o focus on boleneck equipmens wihou sacrificing he spare pars supply for non-boleneck equipmens, as well as o reduce invenory invesmen. Key words: Theory of consrains, Equipmen managemen, Spare pars managemen, Invenory 1. INTRODCUTION During he pas wo decades, as a resul of serious global compeiion, he modern company depends on he high-effecive equipmens increasingly o srenghen is compeiive capaciy. And along wih he developmen and progress of science and echnology, equipmens end o he large-scale, high precision and complexiy and heir auomaion degree has enhanced. The mainenance expenses and faul loss of equipmens accoun for an increasing fracion of he producion coss. I has a grea effec on he compeiive abiliy ha companies keep and improve equipmen uilizaion. Bu equipmen uilizaion is decided no only by is reliabiliy and mainainabiliy bu also by spare pars supply which is he essenial physical foundaion [1]. The spare pars managemen also is an imporan par in managemen aciviies of company equipmen. Spare pars invenories differ from oher manufacuring invenories in several ways. Firs, he funcions are differen. Raw maerial invenories exis o offer he required raw maerials for producion. Work-in-process (WIP) invenories exis in order o smooh ou irregulariies in producion flow. Finished produc invenories exis o provide a source of producs for delivery o cusomers and are designed o proec agains irregulariies in differences in qualiy levels, scheduling problems, and oher well-known producion characerisics. The funcion of spare pars invenories, however, is o assis a mainenance saff in keeping equipmen in operaing condiion and promoing coninuous producion process. Second, WIP and final produc invenories can be increased or decreased by changing producion raes and schedules, improving qualiy, ec. Spare pars invenory levels, however, are largely a funcion of how equipmen is used and how i is mainained. Therefore he spare pars invenory and he saus of equipmens promoe muually [2]. For avoiding excessively long equipmen downime due o lack of spare pars required and corresponding loss of ime, oupu and profi, companies always prepare adequae spare pars o promply supply. However, invenory is expensive especially when spare pars are socked oo much and he oal invesmen in spare pars is very large. Therefore here is he conflic of spare pars invenories, equipmen operaion and invesmens for he goals of enhancing compeiive abiliy and realizing high profiabiliy (see Fig.1). Managing and conrolling effecively equipmen and spare pars sysem may be of vial significance o balance hese goals of mainaining high equipmen availabiliy, minimizing invenory invesmen and aaining high profiabiliy. Objecive High Profiabiliy Mainain high equipmen availabiliy Minimize invenory invesmen Conflic High spare pars invenory Low spare pars invenory Fig. 1. Relaionship beween spare pars invenory and equipmen sysem The Theory of Consrains (TOC) on a basis of

2 582 The Fourh Inernaional Conference on Elecronic Business (ICEB2004) / Beijing Opimized Producion Technology (OPT) was expounded by Israeli physicis Eliyahu M. Goldra (1986), which was developed from iniial manufacuring managemen principle o Thinking Process of solving problems logically and sysemaically. The heory was applied o many fields beyond producion managemen [3]. The organizaion of his paper is as follows. The basic concep of TOC is skeched in Secion 2. Nex, Secion 3 proposes wo-level equipmen and spare pars sysem managemen based on he Theory of Consrains. On a basis of analyzing wo imporan supporing resources for equipmen operaion, he spare pars ABCD-TOC invenory classificaion and conrol mehod is inroduced. A summary and concluding remark is given in he final secion. 2. BASIC PRINCIPLE OF TOC The Theory of Consrains considers he producion and operaions of manufacuring organizaions from he enire sysem poin of view. Goldra argues ha he goal of a company is o make money and develops a differen se of measuremens which express he goal: hroughpu, invenory and operaional expense. They are defined as follows. Throughpu is he rae a which he sysem generaes money hrough sales. Invenory is all he money ha he sysem has invesed in purchasing hings which i inends o sell. Operaional expense is all he money he sysem spends in order o urn invenory ino hroughpu [4]. In any sysem, if any link oupu is decided by he oupus of one or several sages before i, he link wih he leas oupu deermines he oupu level of he whole sysem, ha is, he srengh of a chain is deermined by he weakes link. The link is called a consrain and also a boleneck. TOC is he managemen idea and principle ha help companies o idenify, exploi and eliminae consrains and hen o maximize hroughpu and reduce invenory and operaional expense. Companies can apply he Theory of Consrains hrough five-sep focusing process as follows [4] : (1) Idenify he sysem s consrain(s); (2) Decide how o exploi he sysem s consrain(s); (3) Subordinae everyhing else o he above decision; (4) Elevae he sysem s consrain(s); (5) If in he previous seps a consrain has been broken, go back o sep 1, bu do no allow ineria o cause a sysem s consrain. The process of implemening hese five seps is also hree seps hinking process: wha o change?, wha o change o? and how o cause he change?. Then, companies can achieve heir goal by focusing on he key poin-he consrain and can promoe coninuous improvemen because he consrain is no saic bu dynamic and changing. 3. TWO-LEVEL EQUIPMENT AND SPARE PARTS SYSTEM MANAGEMENT BASED ON TOC 3.1 General Framework Marke compeiion is more and more fierce and cusomers demands for diversified producs end o enhance, which cause shorer produc life cycle and decrease produc quaniies of each order [5]. For absaining from risks, companies do no purchase or updae expensive producion resources easily and exploi he uilizaion of exising equipmens as far as possible. So he overall produciviy appears insufficien in he growing and maure period of produc life cycle. According o TOC, we regard several or a se of equipmens producing one kind of produc or a series of producs as an equipmen sysem. In his sysem if any segmen (he equipmen or equipmen group) hinders he overall sysem o increase hroughpu or decrease invenory and operaional expense, he segmen is a consrain, ha is, he boleneck equipmen. The boleneck equipmen whose capaciies are no sufficien resrics he sysem hroughpu and decides he degree of oher non-boleneck resources uilizaion. As he physical base of equipmen sysem, he main ask of spare pars invenory is o assure all equipmens in good condiion. A spare par, especially for boleneck equipmens, is called he boleneck spare par so long as i affecs he sysem hroughpu, which is he imporan poin of he spare pars managemen. The srucure of wo-level TOC-based equipmen and spare pars sysem managemen is depiced in Fig. 2. Equipmen sysem Non-boleneck equipmen Boleneck equipmen Non-boleneck equipmen Spare pars for boleneck Spare pars for nonboleneck Spare pars sysem Spare pars ABCD-TOC invenory classificaion and conrol Fig. 2. Two-level equipmen and spare pars sysem managemen based on TOC 3.2 TOC-based equipmen sysem managemen The fundamenal ask of TOC-based equipmen sysem managemen is o idenify he boleneck of he enire sysem and manage he boleneck and resources before

3 The Fourh Inernaional Conference on Elecronic Business (ICEB2004) / Beijing 583 and afer i o maximize sysem hroughou. The boleneck equipmen of he equipmen sysem is he equipmen or equipmen group whose acual capaciies are smaller han or equal o producion loads (demands), ha is, he sysem s consrain is he equipmen experiencing he highes load rae. The equipmen load rae is defined as is duy o is available capaciy during he plan period, which is given by equaion (1). Q S L = 100% (1) TA Where L is he equipmen load rae over he plan period. Q represens quaniies of each produc ha he equipmen should produce during. S is defined as he planned ime sandard of each produce. T indicaes he insiuional ime of he equipmen during. A is he probabiliy of equipmen availabiliy which comprehensively reflecs reliabiliy and mainainabiliy. Afer he boleneck equipmen is idenified, how o make full use of he equipmen is he firs problem ha needs o be solved. Considering he direc resources required o produce producs, we may esablish he maerial buffer o make equipmen run coninuously. The buffer is ofen classified ino invenory buffer and ime buffer. Invenory buffer is a kind of insurance Work-in-processes. Time buffer is required maerials handed over advancing a period of ime from he planned ime o eliminae influences of sochasic flucuaion in producion processing, which is measured by processing ime lengh of boleneck. On he oher hand, from he echnical resources supporing equipmen sysem viewpoin, we should increase he overall equipmen effeciveness (OEE) and reduce unscheduled downime especially caused by equipmen failure as far as possible, which depends on mainenance resources such as mainenance men, mainenance ools and supply of spare pars. However, compared wih he service men and ools, spare pars invesmen is higher and lack of spare pars is he mos main influence facor frequenly. Thus, his paper inroduces TOC-based spare pars invenory managemen o keep equipmen, especially boleneck equipmens, run well and mainenance efficiency as well as reduce coss. 3.3 TOC-based spare pars invenory managemen Generally companies have large quaniies of and many ypes or specificaions of spare pars invenories. To manage invenories hrough Sockaking, placing and acceping orders endlessly would be ime-consuming. Then companies manage spare pars invenories hrough classificaion. Dickie proposed ABC classificaion mehod [6] in The purpose of his mehod is o measure and classify he degree of imporance and concenraion of invenory iems in erms of he value of iems and Pareo principle. The mehod is simple and wieldy and so is adoped by many companies for a long ime. However, he value of spare pars has no ineviable relaions wih heir influences on he equipmens and producion. In accordance wih he special characerisics of spare [7] pars invenory, 3A invenory conrol mehod classifies spare pars ino 27 differen kinds of rank from AAA o CCC according o he imporan degree of spare pars o equipmens. Considering acual operaions condiions of equipmens, he mehod decides essenialiy and specific rank and order of each spare par according o hree aspecs: equipmen and is componens belonging o, producion load enduring and is effec on produc qualiy. Then he mehod adops he corresponding conrol mehod. Guo Zhimin e al. [7] offer ABCD invenory conrol mehod in erms of several crierions such as influence of spare pars on producive condiion, he rules of faul and wasing, and agiliy of supply channels. Dekker e al. [8] classify demand for spare pars ino criical and non-criical demands according o he influence caused by he disabled equipmen ha a spare par is insalled. In his paper we analyze classificaion and conrol mehods of spare pars from he sysem poin of view, no only from single equipmen viewpoin, and according o he Theory of Consrains ha o our knowledge have no been discussed in he lieraure so far. The mehod is called spare pars ABCD-TOC invenory classificaion and conrol mehod which classified spare pars ino four classes. A class includes special spare pars ha are insalled o he boleneck equipmens and can no be checked in advance or heir failure and wear ime can no be forecas, and ha are insalled o he non-boleneck equipmens and supplied by few providers and/or wih long purchase lead ime (such as purchased from abroad). Because an hour los a he disabled boleneck equipmen is an hour ou of he enire sysem and par of hese spare pars are only used by he boleneck equipmen, his ype is very imporan. Compared o he boleneck equipmen, non-boleneck equipmen always has idle ime. Bu if purchasing ime exceeds idle ime, non-boleneck equipmen will affec producion sysem hroughpu. Thus, his class may be called he boleneck spare pars and is conrolled by an (S-1,S) policy, or equivalenly, by a base sock policy [2]. The base sock S is defined as maximal possible consumpion during an order lead ime. Concreely, i can be calculaed hrough adding hisorical average consumpion over an order lead ime o a suiable safey quaniy. The safey quaniy is achieved by muliplying flucuaion average of hisorical consumpion by cerain safe facor as a kind of buffer which is considered comprehensively according o producion ask, usage years of equipmens, ec. Sock level will be inspeced and checked afer spare pars are used or coninuously. When he acual valid invenory level is lower han S,

4 584 The Fourh Inernaional Conference on Elecronic Business (ICEB2004) / Beijing one purchase order should be placed wih he order quaniies which is decided by subracing he curren sock level from S. B class includes spare pars wih predicable replacemen ime used by boleneck and/or non-boleneck equipmens. Companies can forecas he ime when need o replace his ype spare pars hrough checking in advance, racking and analyzing heir condiions in ime. Or hey rack daily usage of hese spare pars in a long ime and saisically analyze he rule of heir faul and wase o esimae heir replacemen ime cycle. When companies have prediced he replacemen need during equipmen operaing period, hey should esimae he earlies ime and advance several days according o specific siuaions of he ime and hen order ahead of purchase lead ime. Thus companies can supply required spare pars imely while reduce occupied ime and fund of invenory. C class is he special spare pars wih many supply channels and/or shor purchase lead ime which can be sucked by idle ime of equipmens. For avoiding depleion in sock and reducing invesmen, his ype can be conrolled by zero invenory policy, ha is, hese spare pars are no socked. When producion deparmen demands he spare pars, i applies for he purchase immediaely. Then purchase deparmen orders immediaely from suppliers. Afer spare pars arrive, purchase deparmen checks and acceps and warehouse regisers. The spare pars are sen o he producion cener direcly. All general spare pars fall ino D ype. The general spare pars are insalled a some even all equipmens, so heir reflecions of producion and mainenance change are no obvious. When a general spare par is requesed by boleneck and non-boleneck equipmens synchronously, i mus mee boleneck firs ha helps o assure and increase sysem hroughpu. This ype has many kinds of spare pars whose usages and invesmens are large. The class can be conrolled by periodic review (, s, S)invenory policy [9] where presens fixed review period, s reorder poin, S maximum sock level. We esimae s by compuing consumpion of each spare par during purchase lead ime afer examining is daily average usage over a long period of ime, and ake S as hree or four imes of s. Suiable can be se according o he spare par wih he fases consumpion rae in his ype as long as all spare pars of he ype are no shor during he period. Invenory levels of hese spare pars are checked and compared o s every oher. If invenory level is lower han s, he spare par would be ordered and order quaniy is he balance of S and curren level. If he level is larger han s, here is no any order. This ype of periodic review reduces massive work as a resul of coninuous review and keeps proper invenory level wihou shor of spare pars and wih lower invesmen. I is worh explaining ha he classificaion of A, B, C and D classes is no always changeless bu dynamically adjused and ransformed one anoher. For example, afer some measures for improving equipmens capaciy are aken consanly, some boleneck equipmens change o non-bolenecks and hen some spare pars of A class are ransformed ino C class. When more advanced saisical analysis echnology make he faul and wase rule of equipmen and spare pars learned, some A class spare pars may be classified ino B class. 4. CONCLUSION This paper analyzes he relaionship beween he equipmen sysem and spare pars invenory and proposes wo-level equipmen and spare pars sysem managemen based on he Theory of Consrains. From he sysem poin of view and according o he Theory of Consrains, he company idenifies boleneck equipmens in equipmen sysem and makes he boleneck equipmens operae coninuously and effecively. Companies can ake measures such as buffers o supply enough maerials. However, he same imporan hing ha companies should do is o supply enough spare pars imely. So he spare pars ABCD-TOC invenory classificaion and conrol mehod based on he Theory of Consrains is inroduced. This mehod classifies he spare pars according o differen demands of boleneck and non-boleneck equipmens, echnical rules of spare pars failure and wasing and purchase characerisics. Then he suiable conrol sraegies for each class are adoped o focus on geing boleneck equipmen operae wihou sacrificing he spare pars supply for non-boleneck equipmens, as well as o reduce he occupied fund of invenory. This paper explores he managemen of equipmen sysem and spare pars invenory from he enire sysem viewpoin and i provides he heory and applicaion values for modern companies. REFERENCES [1] J.W. Ruserburg, Li Peiran (ranslaing), Applicaion and economic significance of sysem approach for spare pars managemen, Equipmen Managemen and Mainenance, 2003(12): pp42-43(in Chinese) [2] W.J. Kennedy, J. Wayne Paerson, Lawrence D. Fredendall, An overview of recen lieraure on spare pars invenories, Inernaional Journal of Producion Economics 76 (2002) pp [3] Wang Yurong, Boleneck managemen (TOC), Beijing: China Machine Press, 2002(in Chinese) [4] Eliyahu M. Goldra, Jeff Cox, The goal: A process of ongoing improvemen, New York: Norh River Press, 1992 [5] Daniel Sipper, Rober L. Bulfin, Producion: planning, conrol and inegraion, The McGraw-Hill Companies, Inc., 1997

5 The Fourh Inernaional Conference on Elecronic Business (ICEB2004) / Beijing 585 [6] Roger G. Schroeder, Operaions managemen: Decision making in he operaions funcion (4h ed.), The McGraw-Hill Companies, Inc., 1993 [7] Guo Zhimin, Yan Hongseng, Chen Shihua, Wang xuewei, Mehod of spare pars invenory conrol, Compuer Inegraion Manufacuring Sysem-CIMS, 2003, 9(10): pp (in Chinese) [8] R. Dekker, M.J. Kleijn, P.J. de Rooij, A Spare Pars Socking Policy Based on Equipmen Criicaliy, Inernaional Journal of Producion Economics (1998) pp69-77 [9] Hu Yunquan, Operaions research uorial, Beijing: Tsinghua Universiy Press, 1998(in Chinese)

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling Behavior Analysis of a Biscui Making lan using Markov Regeneraive Modeling arvinder Singh & Aul oyal Deparmen of Mechanical Engineering, Lala Lajpa Rai Insiue of Engineering & Technology, Moga -, India

More information

Outline. Role of Aggregate Planning. Role of Aggregate Planning. Logistics and Supply Chain Management. Aggregate Planning

Outline. Role of Aggregate Planning. Role of Aggregate Planning. Logistics and Supply Chain Management. Aggregate Planning Logisics and upply Chain Managemen Aggregae Planning 1 Ouline Role of aggregae planning in a supply chain The aggregae planning problem Aggregae planning sraegies mplemening aggregae planning in pracice

More information

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

Strategic Optimization of a Transportation Distribution Network

Strategic Optimization of a Transportation Distribution Network Sraegic Opimizaion of a Transporaion Disribuion Nework K. John Sophabmixay, Sco J. Mason, Manuel D. Rossei Deparmen of Indusrial Engineering Universiy of Arkansas 4207 Bell Engineering Cener Fayeeville,

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

Performance Center Overview. Performance Center Overview 1

Performance Center Overview. Performance Center Overview 1 Performance Cener Overview Performance Cener Overview 1 ODJFS Performance Cener ce Cener New Performance Cener Model Performance Cener Projec Meeings Performance Cener Execuive Meeings Performance Cener

More information

Chapter 8 Student Lecture Notes 8-1

Chapter 8 Student Lecture Notes 8-1 Chaper Suden Lecure Noes - Chaper Goals QM: Business Saisics Chaper Analyzing and Forecasing -Series Daa Afer compleing his chaper, you should be able o: Idenify he componens presen in a ime series Develop

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

The Application of Multi Shifts and Break Windows in Employees Scheduling

The Application of Multi Shifts and Break Windows in Employees Scheduling The Applicaion of Muli Shifs and Brea Windows in Employees Scheduling Evy Herowai Indusrial Engineering Deparmen, Universiy of Surabaya, Indonesia Absrac. One mehod for increasing company s performance

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

Ecodesign Requirements for Electric Motors Towards a System-Approach. Demonstrating the benefits of motor starters for fixed speed applications

Ecodesign Requirements for Electric Motors Towards a System-Approach. Demonstrating the benefits of motor starters for fixed speed applications Ecodesign Requiremens for Elecric Moors Towards a Sysem-Approach Demonsraing he benefis of moor sarers for fixed speed applicaions A message from he CAPIEL Presidens Philippe Sauer CAPIEL Presiden Karlheinz

More information

Planning Demand and Supply in a Supply Chain. Forecasting and Aggregate Planning

Planning Demand and Supply in a Supply Chain. Forecasting and Aggregate Planning Planning Demand and Supply in a Supply Chain Forecasing and Aggregae Planning 1 Learning Objecives Overview of forecasing Forecas errors Aggregae planning in he supply chain Managing demand Managing capaciy

More information

WATER MIST FIRE PROTECTION RELIABILITY ANALYSIS

WATER MIST FIRE PROTECTION RELIABILITY ANALYSIS WATER MIST FIRE PROTECTION RELIABILITY ANALYSIS Shuzhen Xu Research Risk and Reliabiliy Area FM Global Norwood, Massachuses 262, USA David Fuller Engineering Sandards FM Global Norwood, Massachuses 262,

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

Information Systems for Business Integration: ERP Systems

Information Systems for Business Integration: ERP Systems Informaion Sysems for Business Inegraion: ERP Sysems (December 3, 2012) BUS3500 - Abdou Illia, Fall 2012 1 LEARNING GOALS Explain he difference beween horizonal and verical business inegraion. Describe

More information

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins)

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins) Alligaor egg wih calculus We have a large alligaor egg jus ou of he fridge (1 ) which we need o hea o 9. Now here are wo accepable mehods for heaing alligaor eggs, one is o immerse hem in boiling waer

More information

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1 Absrac number: 05-0407 Single-machine Scheduling wih Periodic Mainenance and boh Preempive and Non-preempive jobs in Remanufacuring Sysem Liu Biyu hen Weida (School of Economics and Managemen Souheas Universiy

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1 Business Condiions & Forecasing Exponenial Smoohing LECTURE 2 MOVING AVERAGES AND EXPONENTIAL SMOOTHING OVERVIEW This lecure inroduces ime-series smoohing forecasing mehods. Various models are discussed,

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Diagnostic Examination

Diagnostic Examination Diagnosic Examinaion TOPIC XV: ENGINEERING ECONOMICS TIME LIMIT: 45 MINUTES 1. Approximaely how many years will i ake o double an invesmen a a 6% effecive annual rae? (A) 10 yr (B) 12 yr (C) 15 yr (D)

More information

Internal and external value evaluation of E-business strategy in enterprise

Internal and external value evaluation of E-business strategy in enterprise Available online www.jocpr.com Journal of Chemical and Pharmaceuical Research, 2014, 6(6):693-697 Research Aricle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Inernal and exernal value evaluaion of E-business

More information

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he

More information

Acceleration Lab Teacher s Guide

Acceleration Lab Teacher s Guide Acceleraion Lab Teacher s Guide Objecives:. Use graphs of disance vs. ime and velociy vs. ime o find acceleraion of a oy car.. Observe he relaionship beween he angle of an inclined plane and he acceleraion

More information

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS R. Caballero, E. Cerdá, M. M. Muñoz and L. Rey () Deparmen of Applied Economics (Mahemaics), Universiy of Málaga,

More information

Distributing Human Resources among Software Development Projects 1

Distributing Human Resources among Software Development Projects 1 Disribuing Human Resources among Sofware Developmen Proecs Macario Polo, María Dolores Maeos, Mario Piaini and rancisco Ruiz Summary This paper presens a mehod for esimaing he disribuion of human resources

More information

A New Type of Combination Forecasting Method Based on PLS

A New Type of Combination Forecasting Method Based on PLS American Journal of Operaions Research, 2012, 2, 408-416 hp://dx.doi.org/10.4236/ajor.2012.23049 Published Online Sepember 2012 (hp://www.scirp.org/journal/ajor) A New Type of Combinaion Forecasing Mehod

More information

9. Capacitor and Resistor Circuits

9. Capacitor and Resistor Circuits ElecronicsLab9.nb 1 9. Capacior and Resisor Circuis Inroducion hus far we have consider resisors in various combinaions wih a power supply or baery which provide a consan volage source or direc curren

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

Chapter Four: Methodology

Chapter Four: Methodology Chaper Four: Mehodology 1 Assessmen of isk Managemen Sraegy Comparing Is Cos of isks 1.1 Inroducion If we wan o choose a appropriae risk managemen sraegy, no only we should idenify he influence ha risks

More information

Switching Regulator IC series Capacitor Calculation for Buck converter IC

Switching Regulator IC series Capacitor Calculation for Buck converter IC Swiching Regulaor IC series Capacior Calculaion for Buck converer IC No.14027ECY02 This applicaion noe explains he calculaion of exernal capacior value for buck converer IC circui. Buck converer IIN IDD

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

The Grantor Retained Annuity Trust (GRAT)

The Grantor Retained Annuity Trust (GRAT) WEALTH ADVISORY Esae Planning Sraegies for closely-held, family businesses The Granor Reained Annuiy Trus (GRAT) An efficien wealh ransfer sraegy, paricularly in a low ineres rae environmen Family business

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

Identify and ranking the factors that influence establishment of total quality management system in Payame Noor University of Lordegan

Identify and ranking the factors that influence establishment of total quality management system in Payame Noor University of Lordegan Idenify and ranking he facors ha influence esablishmen of oal qualiy sysem in Payame Noor Universiy of Lordegan Farhad Farhadi MA Suden, Deparmen of Managemen, Najafabad Branch, Islamic Azad Universiy,

More information

Can Individual Investors Use Technical Trading Rules to Beat the Asian Markets?

Can Individual Investors Use Technical Trading Rules to Beat the Asian Markets? Can Individual Invesors Use Technical Trading Rules o Bea he Asian Markes? INTRODUCTION In radiional ess of he weak-form of he Efficien Markes Hypohesis, price reurn differences are found o be insufficien

More information

policies are investigated through the entire product life cycle of a remanufacturable product. Benefiting from the MDP analysis, the optimal or

policies are investigated through the entire product life cycle of a remanufacturable product. Benefiting from the MDP analysis, the optimal or ABSTRACT AHISKA, SEMRA SEBNEM. Invenory Opimizaion in a One Produc Recoverable Manufacuring Sysem. (Under he direcion of Dr. Russell E. King and Dr. Thom J. Hodgson.) Environmenal regulaions or he necessiy

More information

Premium Income of Indian Life Insurance Industry

Premium Income of Indian Life Insurance Industry Premium Income of Indian Life Insurance Indusry A Toal Facor Produciviy Approach Ram Praap Sinha* Subsequen o he passage of he Insurance Regulaory and Developmen Auhoriy (IRDA) Ac, 1999, he life insurance

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

Present Value Methodology

Present Value Methodology Presen Value Mehodology Econ 422 Invesmen, Capial & Finance Universiy of Washingon Eric Zivo Las updaed: April 11, 2010 Presen Value Concep Wealh in Fisher Model: W = Y 0 + Y 1 /(1+r) The consumer/producer

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya.

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya. Principal componens of sock marke dynamics Mehodology and applicaions in brief o be updaed Andrei Bouzaev, bouzaev@ya.ru Why principal componens are needed Objecives undersand he evidence of more han one

More information

Research on Inventory Sharing and Pricing Strategy of Multichannel Retailer with Channel Preference in Internet Environment

Research on Inventory Sharing and Pricing Strategy of Multichannel Retailer with Channel Preference in Internet Environment Vol. 7, No. 6 (04), pp. 365-374 hp://dx.doi.org/0.457/ijhi.04.7.6.3 Research on Invenory Sharing and Pricing Sraegy of Mulichannel Reailer wih Channel Preference in Inerne Environmen Hanzong Li College

More information

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments BALANCE OF PAYMENTS DATE: 2008-05-30 PUBLISHER: Balance of Paymens and Financial Markes (BFM) Lena Finn + 46 8 506 944 09, lena.finn@scb.se Camilla Bergeling +46 8 506 942 06, camilla.bergeling@scb.se

More information

Task is a schedulable entity, i.e., a thread

Task is a schedulable entity, i.e., a thread Real-Time Scheduling Sysem Model Task is a schedulable eniy, i.e., a hread Time consrains of periodic ask T: - s: saring poin - e: processing ime of T - d: deadline of T - p: period of T Periodic ask T

More information

The Effect of Working Capital Management on Reducing the Stock Price Crash Risk(Case Study: Companies Listed in Tehran Stock Exchange)

The Effect of Working Capital Management on Reducing the Stock Price Crash Risk(Case Study: Companies Listed in Tehran Stock Exchange) Inernaional Research Journal of Applied and Basic Sciences 2013 Available online a www.irjabs.com ISSN 2251-838X / Vol, 6 (9): 1222-1228 Science Explorer Publicaions The Effec of Working Capial Managemen

More information

Description of the CBOE S&P 500 BuyWrite Index (BXM SM )

Description of the CBOE S&P 500 BuyWrite Index (BXM SM ) Descripion of he CBOE S&P 500 BuyWrie Index (BXM SM ) Inroducion. The CBOE S&P 500 BuyWrie Index (BXM) is a benchmark index designed o rack he performance of a hypoheical buy-wrie sraegy on he S&P 500

More information

Mechanical Fasteners Tensile and Shear Stress Areas

Mechanical Fasteners Tensile and Shear Stress Areas Mechanical Faseners Tensile and Shear Sress reas Lecure 28 Engineering 473 Machine Design Threaded Faseners Bol Threaded fasener designed o pass hrough holes in maing members and o be secured by ighening

More information

Market Analysis and Models of Investment. Product Development and Whole Life Cycle Costing

Market Analysis and Models of Investment. Product Development and Whole Life Cycle Costing The Universiy of Liverpool School of Archiecure and Building Engineering WINDS PROJECT COURSE SYNTHESIS SECTION 3 UNIT 11 Marke Analysis and Models of Invesmen. Produc Developmen and Whole Life Cycle Cosing

More information

Multiprocessor Systems-on-Chips

Multiprocessor Systems-on-Chips Par of: Muliprocessor Sysems-on-Chips Edied by: Ahmed Amine Jerraya and Wayne Wolf Morgan Kaufmann Publishers, 2005 2 Modeling Shared Resources Conex swiching implies overhead. On a processing elemen,

More information

Chapter 4: Exponential and Logarithmic Functions

Chapter 4: Exponential and Logarithmic Functions Chaper 4: Eponenial and Logarihmic Funcions Secion 4.1 Eponenial Funcions... 15 Secion 4. Graphs of Eponenial Funcions... 3 Secion 4.3 Logarihmic Funcions... 4 Secion 4.4 Logarihmic Properies... 53 Secion

More information

Usefulness of the Forward Curve in Forecasting Oil Prices

Usefulness of the Forward Curve in Forecasting Oil Prices Usefulness of he Forward Curve in Forecasing Oil Prices Akira Yanagisawa Leader Energy Demand, Supply and Forecas Analysis Group The Energy Daa and Modelling Cener Summary When people analyse oil prices,

More information

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer Recen Advances in Business Managemen and Markeing Analysis of Pricing and Efficiency Conrol Sraegy beween Inerne Reailer and Convenional Reailer HYUG RAE CHO 1, SUG MOO BAE and JOG HU PARK 3 Deparmen of

More information

Time-Series Forecasting Model for Automobile Sales in Thailand

Time-Series Forecasting Model for Automobile Sales in Thailand การประช มว ชาการด านการว จ ยด าเน นงานแห งชาต ประจ าป 255 ว นท 24 25 กรกฎาคม พ.ศ. 255 Time-Series Forecasing Model for Auomobile Sales in Thailand Taweesin Apiwaanachai and Jua Pichilamken 2 Absrac Invenory

More information

Capacitors and inductors

Capacitors and inductors Capaciors and inducors We coninue wih our analysis of linear circuis by inroducing wo new passive and linear elemens: he capacior and he inducor. All he mehods developed so far for he analysis of linear

More information

LEVENTE SZÁSZ An MRP-based integer programming model for capacity planning...3

LEVENTE SZÁSZ An MRP-based integer programming model for capacity planning...3 LEVENTE SZÁSZ An MRP-based ineger programming model for capaciy planning...3 MELINDA ANTAL Reurn o schooling in Hungary before and afer he ransiion years...23 LEHEL GYÖRFY ANNAMÁRIA BENYOVSZKI ÁGNES NAGY

More information

Introduction to pricing and revenue optimization

Introduction to pricing and revenue optimization Inroducion o pricing and revenue opimizaion Brian Kallehauge 4234 Advanced Topics in Operaions Research Fall 2009 Ouline Inroducion o pricing and revenue opimizaion The challenge of pricing Tradiional

More information

Appendix D Flexibility Factor/Margin of Choice Desktop Research

Appendix D Flexibility Factor/Margin of Choice Desktop Research Appendix D Flexibiliy Facor/Margin of Choice Deskop Research Cheshire Eas Council Cheshire Eas Employmen Land Review Conens D1 Flexibiliy Facor/Margin of Choice Deskop Research 2 Final Ocober 2012 \\GLOBAL.ARUP.COM\EUROPE\MANCHESTER\JOBS\200000\223489-00\4

More information

ARCH 2013.1 Proceedings

ARCH 2013.1 Proceedings Aricle from: ARCH 213.1 Proceedings Augus 1-4, 212 Ghislain Leveille, Emmanuel Hamel A renewal model for medical malpracice Ghislain Léveillé École d acuaria Universié Laval, Québec, Canada 47h ARC Conference

More information

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of Prof. Harris Dellas Advanced Macroeconomics Winer 2001/01 The Real Business Cycle paradigm The RBC model emphasizes supply (echnology) disurbances as he main source of macroeconomic flucuaions in a world

More information

As widely accepted performance measures in supply chain management practice, frequency-based service

As widely accepted performance measures in supply chain management practice, frequency-based service MANUFACTURING & SERVICE OPERATIONS MANAGEMENT Vol. 6, No., Winer 2004, pp. 53 72 issn 523-464 eissn 526-5498 04 060 0053 informs doi 0.287/msom.030.0029 2004 INFORMS On Measuring Supplier Performance Under

More information

Inventory Management and Demand Prediction System for Reagents and Consumables

Inventory Management and Demand Prediction System for Reagents and Consumables Invenory Managemen and Demand Predicion Sysem for Reagens and Consumables Tzu-Chuen Lu, Shih-Chieh Lai, 3 Chun-Ya Tseng *, Firs Auhor, Corresponding Auhor Deparmen of Informaion Managemen, Chaoyang Universiy

More information

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches.

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches. Appendi A: Area worked-ou s o Odd-Numbered Eercises Do no read hese worked-ou s before aemping o do he eercises ourself. Oherwise ou ma mimic he echniques shown here wihou undersanding he ideas. Bes wa

More information

DC-DC Boost Converter with Constant Output Voltage for Grid Connected Photovoltaic Application System

DC-DC Boost Converter with Constant Output Voltage for Grid Connected Photovoltaic Application System DC-DC Boos Converer wih Consan Oupu Volage for Grid Conneced Phoovolaic Applicaion Sysem Pui-Weng Chan, Syafrudin Masri Universii Sains Malaysia E-mail: edmond_chan85@homail.com, syaf@eng.usm.my Absrac

More information

AP Calculus AB 2010 Scoring Guidelines

AP Calculus AB 2010 Scoring Guidelines AP Calculus AB 1 Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in 1, he College

More information

Depreciation and Corporate Taxes

Depreciation and Corporate Taxes 205 Depreciaion and Corporae Taxes Chris Hendrickson Carnegie Mellon Universiy Tung Au Carnegie Mellon Universiy 205.1 Depreciaion as Tax Deducion 205.2 Tax Laws and Tax Planning 205.3 Decision Crieria

More information

Forecasting, Ordering and Stock- Holding for Erratic Demand

Forecasting, Ordering and Stock- Holding for Erratic Demand ISF 2002 23 rd o 26 h June 2002 Forecasing, Ordering and Sock- Holding for Erraic Demand Andrew Eaves Lancaser Universiy / Andalus Soluions Limied Inroducion Erraic and slow-moving demand Demand classificaion

More information

DETERMINISTIC INVENTORY MODEL FOR ITEMS WITH TIME VARYING DEMAND, WEIBULL DISTRIBUTION DETERIORATION AND SHORTAGES KUN-SHAN WU

DETERMINISTIC INVENTORY MODEL FOR ITEMS WITH TIME VARYING DEMAND, WEIBULL DISTRIBUTION DETERIORATION AND SHORTAGES KUN-SHAN WU Yugoslav Journal of Operaions Research 2 (22), Number, 6-7 DEERMINISIC INVENORY MODEL FOR IEMS WIH IME VARYING DEMAND, WEIBULL DISRIBUION DEERIORAION AND SHORAGES KUN-SHAN WU Deparmen of Bussines Adminisraion

More information

CALCULATION OF OMX TALLINN

CALCULATION OF OMX TALLINN CALCULATION OF OMX TALLINN CALCULATION OF OMX TALLINN 1. OMX Tallinn index...3 2. Terms in use...3 3. Comuaion rules of OMX Tallinn...3 3.1. Oening, real-ime and closing value of he Index...3 3.2. Index

More information

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b LIFE ISURACE WITH STOCHASTIC ITEREST RATE L. oviyani a, M. Syamsuddin b a Deparmen of Saisics, Universias Padjadjaran, Bandung, Indonesia b Deparmen of Mahemaics, Insiu Teknologi Bandung, Indonesia Absrac.

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

Name: Algebra II Review for Quiz #13 Exponential and Logarithmic Functions including Modeling

Name: Algebra II Review for Quiz #13 Exponential and Logarithmic Functions including Modeling Name: Algebra II Review for Quiz #13 Exponenial and Logarihmic Funcions including Modeling TOPICS: -Solving Exponenial Equaions (The Mehod of Common Bases) -Solving Exponenial Equaions (Using Logarihms)

More information

ANALYSIS FOR FINDING AN EFFICIENT SALES FORECASTING METHOD IN THE PROCESS OF PRODUCTION PLANNING, OPERATION AND OTHER AREAS OF DECISION MAKING

ANALYSIS FOR FINDING AN EFFICIENT SALES FORECASTING METHOD IN THE PROCESS OF PRODUCTION PLANNING, OPERATION AND OTHER AREAS OF DECISION MAKING Inernaional Journal of Mechanical and Producion Engineering Research and Developmen (IJMPERD ) Vol.1, Issue 2 Dec 2011 1-36 TJPRC Pv. Ld., ANALYSIS FOR FINDING AN EFFICIENT SALES FORECASTING METHOD IN

More information

International Journal of Supply and Operations Management

International Journal of Supply and Operations Management Inernaional Journal of Supply and Operaions Managemen IJSOM May 05, Volume, Issue, pp 5-547 ISSN-Prin: 8-59 ISSN-Online: 8-55 wwwijsomcom An EPQ Model wih Increasing Demand and Demand Dependen Producion

More information

AP Calculus BC 2010 Scoring Guidelines

AP Calculus BC 2010 Scoring Guidelines AP Calculus BC Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in, he College Board

More information

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Inernaional Journal of Accouning Research Vol., No. 7, 4 SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Mohammad Ebrahimi Erdi, Dr. Azim Aslani,

More information

The Influence of Iran's Entrance into the WTO on Major Indexes of Tehran Stock Exchange

The Influence of Iran's Entrance into the WTO on Major Indexes of Tehran Stock Exchange 2013, TexRoad Publicaion ISSN: 2090-4274 Journal of Applied Environmenal and Biological Sciences www.exroad.com The Influence of Iran's Enrance ino he WTO on Major Indexes of Tehran Sock Exchange Darush

More information

New Fuzzy Dynamic Evaluation For ERP Benefits

New Fuzzy Dynamic Evaluation For ERP Benefits New Fuzzy Dynamic Evaluaion For ERP Benefis Berlin Wu, (Email: berlin@mah.nccu.edu.w), Naional Chengchi Universiy, Taiwan Liping Kao, (Email: Liping.kao@mail.chihlee.edu.w), Chihlee Insiue of Business

More information

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt Saisical Analysis wih Lile s Law Supplemenary Maerial: More on he Call Cener Daa by Song-Hee Kim and Ward Whi Deparmen of Indusrial Engineering and Operaions Research Columbia Universiy, New York, NY 17-99

More information

Forecasting. Including an Introduction to Forecasting using the SAP R/3 System

Forecasting. Including an Introduction to Forecasting using the SAP R/3 System Forecasing Including an Inroducion o Forecasing using he SAP R/3 Sysem by James D. Blocher Vincen A. Maber Ashok K. Soni Munirpallam A. Venkaaramanan Indiana Universiy Kelley School of Business February

More information

Automatic measurement and detection of GSM interferences

Automatic measurement and detection of GSM interferences Auomaic measuremen and deecion of GSM inerferences Poor speech qualiy and dropped calls in GSM neworks may be caused by inerferences as a resul of high raffic load. The radio nework analyzers from Rohde

More information

Model of an Integrated Procurement-Production System for Food Products Incorporating Quality Loss during Storage Time

Model of an Integrated Procurement-Production System for Food Products Incorporating Quality Loss during Storage Time Model of an Inegraed rocuremen-roducion Sysem for Food roducs Incorporaing Qualiy Loss during Sorage ime Gusi Fauza, Yousef Amer, and Sang-Heon Lee Absrac Research on procuremen-producion sysems for deerioraing

More information

ESIGN Rendering Service

ESIGN Rendering Service Markeing maerials on demand wihou phoo shoos or se-up Wih he ESIGN Rendering Service, we produce new, prinready markeing maerials for you in a cos-efficien and imely manner for he design of brochures,

More information

Module 3 Design for Strength. Version 2 ME, IIT Kharagpur

Module 3 Design for Strength. Version 2 ME, IIT Kharagpur Module 3 Design for Srengh Lesson 2 Sress Concenraion Insrucional Objecives A he end of his lesson, he sudens should be able o undersand Sress concenraion and he facors responsible. Deerminaion of sress

More information

Table of contents Chapter 1 Interest rates and factors Chapter 2 Level annuities Chapter 3 Varying annuities

Table of contents Chapter 1 Interest rates and factors Chapter 2 Level annuities Chapter 3 Varying annuities Table of conens Chaper 1 Ineres raes and facors 1 1.1 Ineres 2 1.2 Simple ineres 4 1.3 Compound ineres 6 1.4 Accumulaed value 10 1.5 Presen value 11 1.6 Rae of discoun 13 1.7 Consan force of ineres 17

More information

Signal Rectification

Signal Rectification 9/3/25 Signal Recificaion.doc / Signal Recificaion n imporan applicaion of juncion diodes is signal recificaion. here are wo ypes of signal recifiers, half-wae and fullwae. Le s firs consider he ideal

More information

Maintenance scheduling and process optimization under uncertainty

Maintenance scheduling and process optimization under uncertainty Compuers and Chemical Engineering 25 (2001) 217 236 www.elsevier.com/locae/compchemeng ainenance scheduling and process opimizaion under uncerainy C.G. Vassiliadis, E.N. Piikopoulos * Deparmen of Chemical

More information

Trends in TCP/IP Retransmissions and Resets

Trends in TCP/IP Retransmissions and Resets Trends in TCP/IP Reransmissions and Reses Absrac Concordia Chen, Mrunal Mangrulkar, Naomi Ramos, and Mahaswea Sarkar {cychen, mkulkarn, msarkar,naramos}@cs.ucsd.edu As he Inerne grows larger, measuring

More information

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry Measuring he Effecs of Exchange Rae Changes on Invesmen in Ausralian Manufacuring Indusry Robyn Swif Economics and Business Saisics Deparmen of Accouning, Finance and Economics Griffih Universiy Nahan

More information

Double Entry System of Accounting

Double Entry System of Accounting CHAPTER 2 Double Enry Sysem of Accouning Sysem of Accouning \ The following are he main sysem of accouning for recording he business ransacions: (a) Cash Sysem of Accouning. (b) Mercanile or Accrual Sysem

More information

Product Operation and Setup Instructions

Product Operation and Setup Instructions A9 Please read and save hese insrucions. Read carefully before aemping o assemble, insall, operae, or mainain he produc described. Proec yourself and ohers by observing all safey informaion. Failure o

More information

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective Available online a www.pelagiaresearchlibrary.com European Journal Experimenal Biology, 202, 2 (5):88789 ISSN: 2248 925 CODEN (USA): EJEBAU Idealisic characerisics Islamic Azad Universiy masers Islamshahr

More information

Caring for trees and your service

Caring for trees and your service Caring for rees and your service Line clearing helps preven ouages FPL is commied o delivering safe, reliable elecric service o our cusomers. Trees, especially palm rees, can inerfere wih power lines and

More information

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper

More information

How To Calculate Price Elasiciy Per Capia Per Capi

How To Calculate Price Elasiciy Per Capia Per Capi Price elasiciy of demand for crude oil: esimaes for 23 counries John C.B. Cooper Absrac This paper uses a muliple regression model derived from an adapaion of Nerlove s parial adjusmen model o esimae boh

More information