Citation 京都大学経済学部 Working Paper (1993), 21.

Size: px
Start display at page:

Download "Citation 京都大学経済学部 Working Paper (1993), 21."

Transcription

1 Title Job design, delegation, and analysis coopea Autho(s) Itoh, Hideshi Citation 京都大学経済学部 Woking Pape (1993), 21 Issue Date URL Right Type Reseach Pape Textvesion autho Kyoto Univesity

2 WORKING NO. PAPER 21 / ~I I, ' I Design, Job Delegation, and Co opeation: I A Pincipal-Agent Analy sis by Hideshi Itoh., " Faculty of Kyoto y `1 Economics Univesity / ` i f.... n I ),,l J t_ f,, 1 _ 1, IN,I I",.i, I I` J, Faculty Kyoto Univesity, Kyoto, of Economics, 606 JAPAN a *~ f t. I 1 /. Y I f, /' 1

3 WORKING PAPER NO. 21 Job Design, Delegation, and Coopeation: A Pincipal-Agent Analysis by Hideshi Itoh Faculty of Economics Kyoto Univesity Octobe 1993

4 JOB DESIGN, A EEA93 DELEGATION AND COOPERATION Pincipal-Agent Analysis Abstact This pape analyzes how tasks ae assigned in oganizations. Tasks can be allocated vetically between a pincipal and an agent, o lateally among agents. The esulting oganizational job design detemines how many tasks ae delegated to agents, and how the agents' tasks ae divided among them. In the famewok of the standad pincipal-agent elationship with moal hazad, it is shown that (i) an incentive consideation causes the pincipal to goup a boad ange of tasks into an agent's job athe than hie multiple agents and make each of them specialize in just one task; and (ii) the pincipal may choose to delegate all the tasks in ode to mitigate a conflicting incentive poblem with agents.

5 Job design, delegation, and coopeation A pincipal-agent analysis* Hideshi Itoh Kyoto Univesity, Kyoto, Japan Octobe Intoduction One of the fist things an entepeneu must decide, upon foming a business oganization as an owne-manage by hiing subodinates, is how to allocate tasks among them. Thee ae two elevant questions. Fist, which of the tasks ae delegated to the subodinates and which ae left unde the entepeneu's contol? delegation of decision making in the oganization. The answe to this question detemines Second, how ae those tasks delegated to the subodinates to be divided among them? The answe detemines the division of labo among the subodinates. The issue of job design is impotant in inte-fim elationships as well. A manufactue and its pats supplies must specify thei functional oles: Do supplies only poduce pats following the dawings povided by the manufactue, o does the manufactue pemit the supplies themselves to design thei pats? Does the manufactue make each supplie specialize in a naow ange of components (e.g., poduce only seat cove) o make a supplie esponsible fo vaious components (e.g., poduce the entie seat)? It is an impotant step towad theoies of oganizational stuctues to undestand both vetical and lateal job stuctuing. This pape analyzes the job design poblem of the owne-manage o the manufactue in a simple pincipal-agent model with moal hazad. The _ paty who is a esidual claimant and is entitled to allocate tasks and design contactual tems is called a "pincipal." At the beginning, no paty possesses elevant infomation o expetise pivately. Theefoe, if the Coespondence to: Hideshi Itoh, Faculty of Economics, Kyoto Univesity, Sakyo-ku, Kyoto , Japan * Pape pesented fo the Eighth Annual Congess of th e Euopean Economic Association in Helsinki, August 1993, in the invited session "Contact theoy and economic oganization" chaied by J. Ceme. This eseach was suppoted by the Ministy of Education, Japan. 1

6 pincipal could pefom all the tasks by heself, she would choose to do so, and the job design poblem would not be an issue. I instead assume that foming an oganization is inevitable: The pincipal must hie "agents" and allocate some of the tasks to them because, fo example, he attention is limited. In contast to the standad pincipal-agent elationship, howeve, the pincipal can choose to leave some of the activities unde he contol. This pape hence extends the analysis of job design among agents by Holmstom and Milgom (1991) and Itoh (1991, 1992) to include not only lateal but also vetical task assignment poblems-' The pape also studies implications of the use of aggegate pefomance measues fo the job design poblem. Each activity may not be measued sepaately, o even it can, diect obsevation of pefomance at each task is often subjective, and hence unlikely to be contactible. Howeve, some objective aggegate pefomance measues ae likely to be available. I hence assume that thee is a veifiable and "infomative" signal measuing joint pefomance in the oganization while pefomance at each task cannot be measued sepaately. In othe wods, the pincipal and the agents engage in team poduction. In the futue, the analysis in the cuent pape should be extended to incopoate subjective individual pefomance measues in a model of the thee-tie hieachy of pincipal-supeviso-agents. Since the focus of the pape is on the effects of objective aggegate pefomance measues, a model of the two-tie hieachy is used thoughout.' Two esults ae pesented in the famewok descibed above. Fist, when the pincipal delegates all the tasks to the agents, an incentive consideation causes he to goup a boad ange of tasks into an agent's job athe than hie multiple agents and make each of them specialize in just one task. In the model, the activities ae cost substitutes and hence when they can be pefectly obseved, specialization is bette. It is shown that when the activities,can.only be obseved impefectly, though team pefomance measues, the pincipal pefes non-specialization unde sufficiently small degees of cost substitutability. The notion that labo-foce specialization leads to efficiency, which has been well known in economics since Adam Smith, has been ecently challenged in pactice: In the best pefomance pojects in the wold automobile industy, task assignments among enginees tend to be boad both in 1 Riodan and Sappington (1987) analyze a.vetical task assignment poblem in an advese selection model. 2 Howeve, the qualitative esults of the pape continue to hold when contactible pefomance measues at each task ae available. See Itoh (1993) fo details.

7 beadth of activities and in ange of components (Clak and Fujimoto, -1991; Womack, et al., 1990); The high pefomance of Japanese manufactuing is often attibuted. to the capabilities of wokes who ae esponsible fo not only outine opeations but also unusual opeations such as those dealing with changes in poduct mix and labo mix, and with poblems due to machine beakdown and defective poducts (Koike, 1991). The pape. shows that such boad job stuctuing is desiable fom the incentive viewpoint even without technological complementaity among tasks. The second esult is that unde some conditions, the pincipal, when she must allocate some tasks to agents, chooses to delegate all the tasks in ode to mitigate a conflicting incentive poblem with the agents: Delegation is not a souce of incentive poblems but it can be an incentive device in addition to financial ewads. Such a mode of "complete delegation" is moe desiable as the aggegate pefomance is easie to measue o the agents have moe discetion about thei wok so as to be moe esponsive to incentives. The est of the pape is oganized as follows. The model is intoduced in Section 2. The esults ae pesented in Section 3. In Section 4, the possibility of task shaing among agents is discussed. Section 5 is concluding emaks. 2. The model The model is a simplified vesion of the one in Itoh (1993), which in tun utilizes the tactable linea agency model developed by Holmstom and Milgom (1987, 1991). A pincipal owns a poduction pocess that consists of two tasks t = 1, 2. Suppose that the benefit fom poduction is of the specific fom x = a1 + a2 + E whee at > 0 epesents unobsevable action (effot) at task t and c the eo tem. The pincipal and all the agents hied by the pincipal have identical infomation. All of them believe that c is Nomally distibuted with mean zeo and vaiance a2 > 0. Fo simplicity, I assume that x is the only available infomation fo contacting. This assumption can be dopped. Fo example, x and the actual benefit may be diffeent. A monitoing vaiable fo each task may be available and, though unlikely, may be contactible.3 In this pape, I focus on the exteme case in ode to highlight the effects of the use of team pefomance measues. 3 These cases ae analyzed in Itoh (1993).

8 A contact specifies payments to agents and a task allocation mode. The pincipal cannot pefom both tasks by heself, and hence she must hie at least one agent to allocate tasks. The pincipal has fou feasible task, allocation modes. (i) Patial delegation: The pincipal delegates task 1 (o task 2) to an agent and pefoms task 2 (task 1, espectively) by heself. (ii) Non-specialized complete delegation: The pincipal delegates both tasks to an agent. (iii) Specialized complete delegation: The pincipal hies two agents called agent 1 and agent 2 and delegates task t to agent t (t = 1, 2). Let w(x) be the payments to the agent unde patial delegation o non-specialized complete delegation, and wt(x) be the payments to agent t unde specialized complete delegation. The paty who is assigned a task incus pivate cost. When the agent pefoms both tasks unde non-specialized complete delegation, his cost is C(a1,.a2 ). Unde the othe modes, the paty who pefoms task 1 (task 2) beas cost C1(a1) C(a1, 0) (espectively C2(a2) :_ C(0, a2 )).4 To obtain explicit solutions, I assume that the cost function is quadatic and of the fom C(al, a2) = 2ca2 + 2cat + bca1a2 whee c > 0 and b E [07 1]. Paamete b epesents a degee of cost substitutability between two tasks. When b = 0, two tasks ae independent in the sense that the choice of a1 does not affect that of a2 even unde non-specialization. When b > 0, inceasing effot at task 1 aises the maginal cost of effot at task 2. When b = 1, two activities ae pefect substitutes, and the cost depends only on the total effot a1 + a2. Note that two tasks ae symmetic in the cost function fo all b since C1(a) = C2 (a) = 2ca2. Two modes of patial delegation ae thus indiffeent, and I only conside the patial delegation mode in which the agent pefoms task 1.5 Let d E { p, n, s } epesent a task allocation mode: d = p implies patial delegation, d = n non-specialized complete delegation, and d = s specialized complete delegation. The pincipal is isk neutal. Thee is a pool of agents who ae isk avese with pefeences epesented by the exponential utility function: When an agent's income (payment eceived minus cost of action) is I, his utility is - exp{-i} whee > 0 is the coefficient of absolute isk avesion. The pincipal selects agents with identical coefficient of absolute isk avesion 4 I am assuming that task shaing is impossible, because, fo example, each task equies use of a machine that cannot be opeated by both agents at the same time. See Section 4 fo discussion on task shaing. 5 See Itoh (1993) fo the analysis of asymmetic cases.

9 and identical poductivity, and thei esevation wages ae assumed to be zeo. I assume that the payment schemes take the linea fom w(x) = ax`' + -y unde mode d E { p, n }, and wt (X) = atx + yt fo t = 1, 2 unde d = s.6 Given a task allocation mode, the pincipal chooses the shae paametes a o (a1, a2) to maximize the cetainty equivalent of joint suplus subject to incentive compatibility constaints.7 The cetainty equivalent of joint suplus is given as follows: al + a2 - Ci (a1)- C2 (a2)- 2 a2a2 unde d = p; a1 + a2 - C(a1, a2) - 2 at a2 unde d = n; a1 + a2 - C, (a,) - C2 (a2)- 2 a2a2-2 a2a2 unde d = s. The incentive compatibility constaints ae given as follows: Unde d = p, a - Ci (a1) = 0 fo the agent and (1 - a) - C' (a2) = 0 fo the pincipal; Unde d = n, a - Ca, (a,, a2) a - Cat (a1, a2) = 0; And unde d = s, a1 - C1(a1) = 0 and a2 - C2 (a2) = 0. 0 and Let a* be the optimal shae paamete unde mode d. Note that because of symmety, the optimal shae ates fo agent 1 and fo agent 2 ae equal unde the specialized delegation mode. The compaison among task allocation modes is based on the cetainty equivalent of joint suplus unde (d, a*): If (d, a*) yields highe joint suplus than (d', a*,), then the pincipal pefes to choose the fome than the latte. The optimal task allocation mode is d such that the joint suplus is the highest unde (d, a* ). 3. The esults I stat with the analysis of division of labo between agents. Suppose that the pincipal delegates both tasks. The question is whethe she assigns one agent to both tasks o hies two agents each of which pefoms a distinct task. The optimal shae ates unde d = n. and d = s ae calculated as * 2 1 an 2 + (1 + S)a2c and as = 1 + a2c* 6 See Itoh (1993) fo a justification of this assumption. It is possible to show that the model pesented hee is egaded as a educed fom of a dynamic model as in Holmstom and Milgom (1987), in which optimal incentives ae povided with linea contacts. The fixed components y and (71,72) simply play a ole of suplus tansfe between the pincipal and the agents. 5

10 Fix paametes (c,, 01" ). When b = 1 (two activities ae pefect substitutes), one has an = as. This does not imply that the optimal effots ae equal unde two modes, howeve. Unde non-specialization, the total effot satisfies an = c(ai + a2) while unde specialization, fo each task t, as = cat. It is theefoe clea that d = s attains highe joint suplus than d = n. Next suppose b = 0. Then an > as. By the incentive compatibility constaints, the effots chosen by the agent unde contact (n, as) ae equal to the optimal effots unde (s, as ). Howeve, the joint suplus is highe unde the fome contact because of the additional isk pemium tem unde d = s. The joint suplus is hence highe unde (n, an) than unde (s, as ) when b = 0. The optimal value of joint suplus unde d n is deceasing in b since an is deceasing in b and the joint suplus is inceasing in a. Since unde d = s the optimal value of joint suplus is independent of b, I have shown the following poposition. Poposition 1. Fix paametes (c, ) 012 ). Then thee exists b E (0, 1) such that fo all. b < b, the pincipal pefes non-specialized complete delegation to specialized complete delegation. The impotant insight fom this esult is that an incentive poblem causes the pincipal to assign an agent to a boad ange of tasks. If actions wee publicly obsevable, the pincipal would neve choose to assign an agent to both tasks fo all b > 0. Howeve, when actions ae unobsevable, fo all values of c,, and o.2, non-specialization attains highe suplus fo sufficiently small degees of cost substitutability. The advantage in technology will be taded off against the incentive consideation. Note that no technological complementaity is assumed hee since b > 0. Next conside the optimality of delegating both tasks. The optimal shae ate unde patial delegation is given by ap Q2c* It is always smalle than an and as. The undelying logic is evident fom the incentive compatibility constaints. Unde patial delegation, thee is a conflicting inteest between the pincipal and the agent. Once the payment scheme has been set, both the pincipal and the agent must be given incentives, and inceasing the agent's shae educes the pincipal's motivation. Such a conflict disappeas once both tasks ae allocated to agents. Howeve, delegating moe tasks accompany moe esponsibility. Compaing the joint suplus unde 6

11 thee modes leads to the following esult.8 Poposition 2. Fo all b E [0,1], if c,, and.2 ae sufficiently small, a complete delegation mode, whethe specialized o non-specialized, is pefeed to patial delegation. The poposition shows that thee is a case whee the pincipal pefes delegating both tasks to agents, in ode to mitigate the conflicting incentive poblem. Othe than monetay ewads, delegation of tasks can be an additional incentive device. Howeve, complete delegation has its own cost. Agents ae given moe esponsibility and hence must incu moe isk. The impotant paametes that affect the optimal task allocation ae a2 and c. Vaiance 012 epesents the difficulty of measuing joint pefomance. If a2 - * 0, both modes of complete delegation can attain the fist best since the optimal shae ate appoaches to one, while the conflicting inteest between the pincipal and the agent pevents the oganization with patial delegation fom achieving the fist best (ap --> 2 ). On the othe hand, if the team pefomance is had to measue,: complete delegation is costly in tems of isk shaing, and hence keeping a task unde the pincipal's contol attains highe joint suplus. Paamete c is the slope of the maginal cost of effot when pefoming just one task. This paamete has an impotant intepetation. The invese c-1 epesents the esponsiveness of effot, to incentives at each task unde patial delegation o specialized complete delegation: Fom the incentive compatibility constaints, unde patial delegation (delegating task 1), aa1 /oa aa2 /O(1 - a) = c-1, and unde specialized delegation, aal /Oa1 = N2 /49a2 = c-1. The effot. esponsiveness is a little diffeent unde non-specialized complete delegation, and is,given by aa1 /, ea. = 49a2/0a,= [(1 + b)c]-1. Unde eithe mode, the shae paamete is inceasing in c-1: Stonge incentives ae povided as agents ae moe able to espond, to them. And the effot esponsiveness could be contolled. Fo example, as Holmstom and Milgom (199.1) analyze, poviding moe feedom to agents by allowing thei "pivate activities", can incease the agents' esponsiveness and wok as an incentive instument. Moe geneally, the pincipal could invest in wok conditions to educe the maginal cost of effot: the cost function could be C(a1, a2, a3) with Ca3 < 0 and Cata3 < 0 fo t = 1, 2 whee a3 is the level of investment. Theefoe, the poposition implies that when the pincipal can aise the agents.' discetion about thei wok o impove thei wok conditions, moe delegation of tasks and s The deivation of the esult is. staightfowad and not instuctive, and thus omitted. 7

12 moe intense incentives ae likely to follow. 4. Task ovelap and coopeation In the pevious analysis, it has been assumed that task ovelap is not feasible: If two agents ae hied, each of them specializes in a diffeent task and does not exet effot to the othe task. Howeve, it is often obseved that a goup of tasks is assigned to a goup of wokes and they coopeate at each task within the goup. Is thee a meit of task ovelap and coopeation? The possibility of task shaing has been studied unde the assumption that pefomance at each task is measued sepaately. Holmstom and Milgom (1991) show that it is neve optimal fo two agents to be jointly esponsible fo any task when thee is a continuum of tasks and they ae pefect substitutes. Itoh (1991) shows that thee ae cases in which joint esponsibility 'i s optimal. His sufficient condition is not satisfied if activities ae pefect substitutes in the cost function. Howeve, when aggegate pefomance measues ae used fo contacting, task shaing is optimal even if tasks ae "almost" pefect substitutes. To see this, suppose that a is so high that specialized complete delegation is optimal. Let ai be the optimal effot by agent 1 at task 1, that satisfies the incentive compatibility constaint as - ca* = 0. Now suppose that agent 1 can exet effot to task 2 as well. Let h1 be agent 1's effot at task 2. Suppose that technology is of the specific linea fom x = a1 + a2 + h1 + E. Fix as and conside a pai of (a1, h1) that satisfies the new incentive compatibility constaints: as (a1, h1) = 0 and as -- Chi (a1, h1) = 0. The solution satisfies a1 + h1 = 2[(1 + S)c]-1 as > ai fo b < 1. Thus by allowing task shaing, highe joint suplus can be attained. This esult follows because the shae paamete fo team pefomance aleady povides an incentive fo an agent to exet effot to the othe agent's task: Thee is no fixed cost to povide incentives fo new activities in contast to the case whee the benefit fom each task is measued sepaately as in Holmstom and Milgom (1991) and Itoh (1991). The analysis of task shaing and coopeation is moe inteesting when the pincipal has an altenative incentive scheme that pomotes "competition" via use of elative pefomance evaluation. When pefomance at each task can be measued sepaately and thee is a systematic uncetainty so that individual measues ae positively coelated, elative pefomance evaluation is valuable. Howeve, since elative pefomance evaluation povides each agent with an 8

13 incentive to educe the othes' pefomance, it is essential.to peclude task shaing- (Lazea, :1989). Which is bette, peventing task ovelap and using elative pefomance evaluation, o allowing task shaing and using joint esponsibility? This question has been analyzed in Itoh (1992): Coopeation should be pomoted if the coelation coefficient is sufficiently small. An extension of the model in this pape also leads to, a cicumstance in which elative pefomance is used in the optimal contact. Suppose that thee ae thee tasks t = 1, 2, 3 and two team pefomance measues x1 and x2, which ae given by x1 = a1 + a3 + Ei and x2 = a2 + a3 + E2. The Nomal noise tems c1 and E2 ae assumed, to be stochastically independent. Tasks 1 and 2 ae "local" in the sense that each of them affects just one pefomance measue while task 3 is "global" in that both measues ae affected by action at task.3. Fo example, task 1 and task 2 ae sales activities at teitoies 1 and 2, espectively, and x1 and x2 ae actual sales at those teitoies. Task 3 is advetising activities that affect the sales at both egionṣ Suppose that agent A is assigned task 1, agent B task 2, and the pincipal pefoms task 3. The agents' compensations ae given by the linea schemes WA(x1,x2) = a1x1 + a2x2 + ao and WB(x1, X2) = /31x1 + /32x2 +,30- This is the situation analyzed by Camichael (1983). As he shows in his model, hee the optimal shae ates satisfy a1 > 0, a2 < 0, /3i < 0, )3 > 0, I ai) > (a2 ~, and 1,Q2 1 >. `l /3i 1 To see this., note that the incentive compatibility constaints ae given by a1 - C{ (a1) = 0, 02,- C2 (a2) = 0, and {1- a1 - ~1) + ( 1 - a2.- /32)- C3 (a3) = 0 whee Ct(at) is the pivate cost. of effot at, task t. The fist two equations ae the incentive compatibility -constaints fo the agents, the last one fo, the pincipal who is assigned task 3. To povide incentives fo the agents,. a1 > 0 and /32 > 0 must. hold. This educes the pincipal's incentive at task 3. Howeve, since _a2. and /31 come into the last equation only, they ae utilized to aise the pincipal's incentive, and hence they ae negative at the optimum. Despite the stochastic independence between x1 and x2, the agents ae ewaded based on not only the absolute pefomance xt but also by "elative pefomance" x1- X2. And again it is bette fo the pincipal to estict task shaing between the agents. Howeve, the pincipal may benefit by delegating task 3 to the agents and motivating task shaing via assignment of joint esponsibility, that is, at > 0 and /3t > 0 fo t = 1, 2. Since the exact mode of delegation in this setting is had to specify (e.g., How do the agents detemine action at task 3? How ae they going to shae the cost of effot?) and the analysis is complicated, I only suggest the

14 possibility and leave igoous analysis fo futue eseach. Note that delegating the global task to agents may be optimal because the pincipal can contol the agents' choice though team pefomance measues. If the ole of the global task is to educe the cost of effot (e.g., impoving wok conditions), delegation is neve optimal. To see this, modify technology to x1 = a1 + E1 and x2 = a2 + E2. The ole of task 3 is to educe the costs of effot at tasks 1 and 2: The cost functions ae witten as C1(a1, a3), C2(a2, a3), and C3(a3), and satisfy act/aa3 < 0, a2ct/(aataa3) < 0, and C3 > 0 fo t = 1, 2. Suppose that the agents, when assigned task 3, select a3 to maximize the cetainty equivalent of thei joint suplus, that is, to minimize C, (a,, a3) + C2(a2, a3) + C3(a3). It is then neve optimal to delegate task 3 to the agents, since thei choice of a3 ignoes the effects of a3 on the incentive compatibility constaints. The pincipal has no way to contol thei choice of action at task Conclusion Job design is an impotant decision fo oganizations. It detemines division of labo and delegation patten of decision making. This pape analyzed those two aspects of job design simultaneously, and showed that impotant insights ae obtained fom incentive consideations: thee is an incentive eason fo gouping a boad ange of tasks into an agent's job, and delegation of all the tasks to a subodinate may be adopted as an incentive instument. The pape focused on the use of veifiable and infomative team pefomance measues. Intoducing subjective measues fo each activity into the model by extending to a theetie hieachy is one diection fo futue eseach. The pape also adopted the "complete contacting" appoach: Decision making authoity was assumed to be a well specified notion, witten into a contact though task assignment. Howeve, delegated authoity is often vague in scope and entitlement: Who has authoity about what? The analysis of delegated authoity in an "incomplete contacting" famewok will be impotant, and hopefully the cuent pape offes a useful benchmak. 10

15 Refeences Camichael, L., 1983, The agent-agents poblem: payment by elative pefomance, Jounal of Labo Economics 1, Clak, K. B. and T. Fujimoto, 1991, Poduct development pefomance: stategy, oganization, and management in the wold auto industy (HBS Pess, Boston). Holmstom, B. and P. Milgom, 1987, Aggegation and lineaity in the povision of intetempoal incentives, Econometica 55, Holmstom, B. and P. Milgom, 1991, Multitask pincipal-agent analyses: incentive contacts, asset owneship and job design, Jounal of Law, Economics, and Oganization 7 (special issue), Itoh, H., 1991, Incentives to help in multi-agent situations, Econometica 59, Itoh, H., 1992, Coopeation in hieachical oganizations: an incentive pespective L aw, Economics, and Oganization 8, , Jounal of Itoh, H., 1993, Job design and incentives in hieachies with team poduction, Mimeo. (Kyoto Univesity, Kyoto, Japan). Koike, K., 1991, Leaning and incentive systems in Japanese industy, Mimeo. (Hosei Univesity, Tokyo, Japan). Lazea, E. P., 1989, Pay equality and industial politics, Jounal of Political Economy 97, Riodan, M. H. and D. E. M. Sappington, 1987, Infomation, incentives, and oganizational mode, Quately Jounal of Economics 102, Womack, J. P., D. T. Jones and D. Roos, 1990, The machine that changed the wold (Rawson Associates, New Yok). 11

Inventory Strategy of Dual-Channel Supply Chain from Manufacturer's Perspective

Inventory Strategy of Dual-Channel Supply Chain from Manufacturer's Perspective Intenational Jounal of Management and Fuzzy Systems 2018; 4(2): 29-34 http://www.sciencepublishinggoup.com/j/ijmfs doi: 10.11648/j.ijmfs.20180402.14 ISSN: 2575-4939 (Pint); ISSN: 2575-4947 (Online) Inventoy

More information

The Research of Risk Management in Two Non-Independent IT System

The Research of Risk Management in Two Non-Independent IT System J. Sevice Science & Management, 00, 3, 8-85 doi:0.436/jssm.00.30 Published Online June 00 (http://www.scirp.og/jounal/jssm) 8 The Reseach of Risk Management in Two Non-Independent IT System Zhe in,, unfei

More information

Production Planning under Hierarchical Workforce Environment

Production Planning under Hierarchical Workforce Environment , July 2-4, 2014, London, U.K. Poduction Planning unde Hieachical Wokfoce Envionment Sujan Piya, Nas Al-Hinai Abstact In a make-to-ode system, odes ae scheduled fo poduction based on the ageed due date

More information

Optimal Pricing under The Consumer Segmentation in Dual Channel Supply Chain

Optimal Pricing under The Consumer Segmentation in Dual Channel Supply Chain Intenational Confeence on Engineeing Management, Engineeing Education and Infomation Technology (EMEEIT 015) Optimal Picing unde The Consume Segmentation in Dual Channel Supply Chain Xiaoyu Zhu1, a *,

More information

A Note on Void Ratio of Fibre-Reinforced Soils

A Note on Void Ratio of Fibre-Reinforced Soils TECHNICAL NOTE A Note on oid Ratio of Fibe-Reinfoced Soils Sanjay Kuma Shukla 1 Mohamed A. Shahin *2 Hazim Abu-Taleb 3 Abstact This technical note extends the concept of void atio, pesented taditionally

More information

SANITARY ENGINEERING ASSISTANT, 7866 SANITARY ENGINEERING ASSOCIATE, 7870 SANITARY ENGINEER, 7872

SANITARY ENGINEERING ASSISTANT, 7866 SANITARY ENGINEERING ASSOCIATE, 7870 SANITARY ENGINEER, 7872 8-8-86 SANITARY ENGINEERING ASSISTANT, 7866 SANITARY ENGINEERING ASSOCIATE, 7870 SANITARY ENGINEER, 7872 Summay of Duties : Pefoms pofessional sanitay and envionmental engineeing wok in connection with

More information

MULTI-OBJECTIVE OPTIMIZATION OF PLANNING ELECTRICITY GENERATION AND CO 2 MITIGATION STRATEGIES INCLUDING ECONOMIC AND FINANCIAL RISK

MULTI-OBJECTIVE OPTIMIZATION OF PLANNING ELECTRICITY GENERATION AND CO 2 MITIGATION STRATEGIES INCLUDING ECONOMIC AND FINANCIAL RISK MULTI-OBJECTIVE OPTIMIZATION OF PLANNING ELECTRICITY GENERATION AND CO 2 MITIGATION STRATEGIES INCLUDING ECONOMIC AND FINANCIAL RISK Jee-Hoon Han and In-Beum Lee * Depatment of Chemical Engineeing POSTECH

More information

Phd Program in Transportation. Transport Demand Modeling

Phd Program in Transportation. Transport Demand Modeling Phd Pogam in Tanspotation Tanspot Demand Modeling João de Abeu e Silva Facto Analysis Phd in Tanspotation / Tanspot Demand Modelling 1/38 Facto Analysis Definition and Pupose Exploatoy technique aimed

More information

Investigation of a Dual-Bed Autothermal Reforming of Methane for Hydrogen Production

Investigation of a Dual-Bed Autothermal Reforming of Methane for Hydrogen Production Investigation of a Dual-Bed Autothemal Refoming of Methane fo Hydogen Poduction Amonchai Aponwichanop *, Manatsanan Wasuleewan, Yaneepon Patchaavoachot, and Suttichai Assabumungat Depatment of Chemical

More information

THE VALUE OF GRID-SUPPORT PHOTOVOLTAICS IN PROVIDING DISTRIBUTION SYSTEM VOLTAGE SUPPORT 2. OBJECTIVE

THE VALUE OF GRID-SUPPORT PHOTOVOLTAICS IN PROVIDING DISTRIBUTION SYSTEM VOLTAGE SUPPORT 2. OBJECTIVE THE VALUE OF GRID-SUPPORT PHOTOVOLTAICS IN PROVIDING DISTRIBUTION SYSTEM VOLTAGE SUPPORT T. Hoff and H. J. Wenge Pacific Enegy Goup Walnut Ceek, Califonia USA B. K. Fame Pacific Gas and Electic Company

More information

Journal of Chemical and Pharmaceutical Research, 2014, 6(6): Research Article

Journal of Chemical and Pharmaceutical Research, 2014, 6(6): Research Article Available online www.jocp.com Jounal of Chemical and Phamaceutical Reseach, 014, 6(6):854-859 Reseach Aticle ISSN : 0975-7384 CODEN(SA) : JCPRC5 Pefomance evaluation of phamaceutical entepise human esouces

More information

Fuzzy evaluation to parkour social value research based on AHP improved model

Fuzzy evaluation to parkour social value research based on AHP improved model ISSN : 097-7 Volume 0 Issue BTAIJ, 0(), 0 [0-] Fuzzy evaluation to pakou social value eseach based on AHP impoved model Yulian Guo *, Xiaojun Guo and Xigui Sun Institute of Physical Education, Jilin Univesity,

More information

Integrating conflict analysis in drought risk management: Some hints from the Mediterranean area

Integrating conflict analysis in drought risk management: Some hints from the Mediterranean area Integating conflict analysis in dought isk management: Some hints fom the Mediteanean aea Raffaele Giodano Wate Reseach Institute National Reseach Council, Italy Macela Bugnach Iene Pluchinotta Faculty

More information

Blind Multi-Channel Estimation of Arterial Input Function in Dynamic Contrast-Enhanced MRI

Blind Multi-Channel Estimation of Arterial Input Function in Dynamic Contrast-Enhanced MRI Blind Multi-Channel Estimation of Ateial Input Function in Dynamic Contast-Enhanced MRI Jiřík R 1,2, Batoš M 2, Standaa M 3, Taxt T 4 1 Institute of Scientific Instuments of the Academy of Sciences of

More information

ASSESSMENT OF MATERIAL BEHAVIOUR AND STRUCTURAL INTEGRITY OF ENGINEERING STRUCTURES BASED ON R6 PROCEDURE

ASSESSMENT OF MATERIAL BEHAVIOUR AND STRUCTURAL INTEGRITY OF ENGINEERING STRUCTURES BASED ON R6 PROCEDURE DOI: 10.2478/adms-2013-0017 P. G. ossakowski ielce Univesit of Technolog, Facult of Civil Engineeing and Achitectue, Chai of Stength of Mateials and Concete Stuctues, Tsiąclecia Państwa Polskiego 7, 25-314

More information

Supply Chain Inventory Models with Refurbishment

Supply Chain Inventory Models with Refurbishment Supply Chain Inventoy Models with Refubishment DECISION SCIENCES INSTITUTE Inventoy models in a closed-loop supply chain with poduct etuns and efubishment Seung Ho Yoo Sunmoon Univesity Email: shy1228@sunmoon.ac.k

More information

Enterprise Systems and Revenue Recognition: The Missing Link FINANCIAL EXECUTIVE BENCHMARKING SURVEY. Enterprise Systems Edition

Enterprise Systems and Revenue Recognition: The Missing Link FINANCIAL EXECUTIVE BENCHMARKING SURVEY. Enterprise Systems Edition - Entepise Systems and Revenue Recognition: The Missing Link FINANCIAL EXECUTIVE BENCHMARKING SURVEY Entepise Systems Edition TABLE OF CONTENTS EXECUTIVE SUMMARY Executive Summay... 2 The Impact of Revenue

More information

Re-Designing a Customer Satisfaction and Loyalty Program via Linkage

Re-Designing a Customer Satisfaction and Loyalty Program via Linkage Re-Designing a Custome Satisfaction and Loyalty Pogam via Linkage Pesented by: Lezlee Danne Roche Diagnostics IIR Linking Custome Satisfaction to Custome Pofitability Febuay 16-18, 2005 Agenda Roche Diagnostics

More information

ScienceDirect. Measuring solid liquid interfacial energy by grain boundary groove profile method (GBG)

ScienceDirect. Measuring solid liquid interfacial energy by grain boundary groove profile method (GBG) Available online at www.sciencediect.com ScienceDiect Mateials Today: Poceedings 2S (215 ) S36 S313 Joint 3d UK-China Steel Reseach Foum & 15th CMA-UK Confeence on Mateials Science and Engineeing Measuing

More information

Interindustry Wage Differentials, Technology. Adoption, and Job Polarization

Interindustry Wage Differentials, Technology. Adoption, and Job Polarization Inteindusty Wage Diffeentials, Technology Adoption, and Myungkyu Shim Hee-Seung Yang Abstact Using data on the U.S., we find that high-wage industies in 1980 expeienced (1) moe evident job polaization

More information

Business Law Curriculum Coordination at Berkeley Law (Boalt Hall) For last several (~10) years

Business Law Curriculum Coordination at Berkeley Law (Boalt Hall) For last several (~10) years Univesity of Califonia, a, Bekeley eley The Bekeley Tansactional Pactice Poject Pof. Eic L. Talley UC Bekeley etalley@law.bekeley.edu Competencies / Skills Suvey; 2014 1 Backgound Business Law Cuiculum

More information

Available online at ScienceDirect. Procedia Engineering 122 (2015 )

Available online at   ScienceDirect. Procedia Engineering 122 (2015 ) Available online at www.sciencediect.com ScienceDiect Pocedia Engineeing 122 (2015 ) 151 157 Opeational Reseach in Sustainable Development and Civil Engineeing - meeting of EURO woking goup and 15th Geman-Lithuanian-Polish

More information

An Energy-Economy Model to Evaluate the Future Energy Demand-Supply System in Indonesia

An Energy-Economy Model to Evaluate the Future Energy Demand-Supply System in Indonesia An Enegy-Economy Model to Evaluate the Futue Enegy Demand-Supply System in Indonesia Maste Thesis Executive Summay Agus Sugiyono 7493627 Moi Laboatoy Industial Administation Depatment Faculty of Science

More information

Numerical Simulation of Gas Tungsten Arc Welding in Different Gaseous Atmospheres. Tashiro, Shinichi; Tanaka, Manabu; Ushio, Masao

Numerical Simulation of Gas Tungsten Arc Welding in Different Gaseous Atmospheres. Tashiro, Shinichi; Tanaka, Manabu; Ushio, Masao Title Autho(s) Numeical Simulation of Gas Tungsten Ac Welding in Diffeent Gaseous Atmosphees Tashio, Shinichi; Tanaka, Manabu; Ushio, Masao Citation Tansactions of JWRI. 3() P.1-P.5 Issue Date 5-1 Text

More information

The relationship between risk management and strategic performance of the organization (case study: selected university of the Semnan province)

The relationship between risk management and strategic performance of the organization (case study: selected university of the Semnan province) Intenational Academic Institute fo Science and Technology Intenational Academic Jounal of Business Management Vol. 2, No. 11, 2015, pp. 1-9. ISSN 2454-2768 Intenational Academic Jounal of Business Management

More information

Out-of-Merit-Order Dispatch

Out-of-Merit-Order Dispatch Out-of-Meit-Ode Dispatch A Maket Cleaing Engine Co-Optimisation Study By Lu Feiyu Senio Maket Analyst Oiginal Publication Date: Januay 2005 A Maket Cleaing Engine Co-Optimisation Study About the Autho

More information

Reporting Checklist for Nature Neuroscience

Reporting Checklist for Nature Neuroscience Coesponding Autho: Manuscipt Numbe: Manuscipt Type: Yuki Oka NNA5991A Aticle Repoting Checklist fo Natue Neuoscience # Main Figues: 7 # Supplementay Figues: # Supplementay Tables: 0 # Supplementay Videos:

More information

Proposal of a Measuring Method of Customer s Attention and Satisfaction on Services

Proposal of a Measuring Method of Customer s Attention and Satisfaction on Services 417 Poposal of a Measuing Method of Custome s Attention and Satisfaction on s Yohei Yoshimitsu 1, Koji Kimita, Tatsunoi Haa 1, Yoshiki Shimomua, Tamio Aai 1 1 Dept. of Pecision Engineeing, School of Engineeing,

More information

Analysis of Electric Stress in High Voltage Cables Containing Voids

Analysis of Electric Stress in High Voltage Cables Containing Voids Analysis of Electic Stess in High Voltage Cables Containing s Pashant S. Patel M.E. Electical (Powe System), Electical Engg. Dept. Paul Institute of Engg.and Tech., Limda, Waghodia Vial S. Chaudhai Assistant

More information

The 23 rd. Corresponding author: Tel ,

The 23 rd. Corresponding author: Tel , The 3 d Confeence of the Mechanical Engineeing Netwok of Thailand Novembe 4 7, 009, Chiang Mai Eos Compaison of aious Flow elocity Convesion Methods fo Tubulent Flow in Cicula Pipe Khajonsak Jeenkhajon

More information

Production Policies of Perishable Product and Raw Materials

Production Policies of Perishable Product and Raw Materials Poduction Policies of Peishable Poduct and Raw Mateials Yu-Hsuan Lin, Jei-Zheng Wu, and Jinshyang Roan Depatment of Business Administation, Soochow Univesity 56, Section, Kuei-yang Steet, aipei 0048, aiwan,

More information

Annual Review APPLICATIONS AND STATISTICAL PROPERTIES OF MINIMUM SIGNIFICANT DIFFERENCE-BASED CRITERION TESTING IN A TOXICITY TESTING PROGRAM

Annual Review APPLICATIONS AND STATISTICAL PROPERTIES OF MINIMUM SIGNIFICANT DIFFERENCE-BASED CRITERION TESTING IN A TOXICITY TESTING PROGRAM Envionmental Toxicology and Chemisty, Vol. 19, No. 1, pp. 113 117, 000 Pinted in the USA 07-78/00 $9.00.00 Annual Review APPLICATIONS AND STATISTICAL PROPERTIES OF MINIMUM SIGNIFICANT DIFFERENCE-BASED

More information

machine design, Vol.6(2014) No.3, ISSN pp

machine design, Vol.6(2014) No.3, ISSN pp machine design, Vol.6(2014) No.3, ISSN 1821-1259 pp. 85-90 CALCULATION OF RADIAL STIFFNESS FOR SINGLE-ROW BALL BEARING WITH FINITE ELEMENT ANALYSIS Ivana ATANASOVSKA 1 * - Radivoje MITROVIC 2 - Sonja STEFANOVIC

More information

Self-assessment for the SEPA-compliance of infrastructures

Self-assessment for the SEPA-compliance of infrastructures Self-assessment fo the SEPA-compliance of infastuctues Based on Tems of Refeence established by the Euopean Cental Bank as published in the 5 th Pogess Repot of SEPA (July 2007) and available on the website

More information

Managing Accounting Information Quality: An Australian Study

Managing Accounting Information Quality: An Australian Study Association fo Infomation Systems AIS Electonic Libay (AISeL) ICIS 2000 Poceedings Intenational Confeence on Infomation Systems (ICIS) Decembe 2000 Managing Accounting Infomation Quality: An Austalian

More information

Risk Sharing Under Renewable Portfolio Standards

Risk Sharing Under Renewable Portfolio Standards Risk Saing Unde Renewable Potfolio Standads Becky A. Lafancois PD Candidate, Syacuse Univesity Depatment of Economics 110 Egges Hall, Syacuse, NY 13244 Pone: (401) 595-8820 Email: balafan@sy.edu 1 Intoduction

More information

Estimating Fish Abundance - Mark Recapture Method

Estimating Fish Abundance - Mark Recapture Method Estimating Fish Abundance - Mak Recaptue Method Autho: Doug Lason Gade level: 7 th 9 th (see basic questions) o 10 th 12 th (see advanced questions) Class size: 15 30 Goup size: 3-5 Setting: compute lab

More information

THE EFFECT OF SHEAR STRENGTH NORMALISATION ON THE RESPONSE OF PILES IN LATERALLY SPREADING SOILS

THE EFFECT OF SHEAR STRENGTH NORMALISATION ON THE RESPONSE OF PILES IN LATERALLY SPREADING SOILS Eathquake Geotechnical Engineeing Satellite Confeence XVIIth Intenational Confeence on Soil Mechanics & Geotechnical Engineeing 2-3.. 29, Alexandia, Egypt THE EFFECT OF SHEAR STRENGTH NORMALISATION ON

More information

Wage Differentials, Fairness and Social Comparison: An experimental study of the Co-Employment of Permanent and Temporary Agency Workers

Wage Differentials, Fairness and Social Comparison: An experimental study of the Co-Employment of Permanent and Temporary Agency Workers Pepints of the Max Planck Institute fo Reseach on Collective Goods Bonn 2006/8 Wage Diffeentials, Fainess and Social Compaison: An expeimental study of the Co-Employment of Pemanent and Tempoay Agency

More information

Quantifying Relative Autonomy in Multiagent Interaction

Quantifying Relative Autonomy in Multiagent Interaction In the IJCAI-01 wokshop on Autonomy, Delegation, and Contol: Inteacting with Autonomous Agents, 2001. Quantifying Relative Autonomy in Multiagent Inteaction Sviatoslav Bainov State Univesity of New Yok

More information

Optimization of the Brass Melting

Optimization of the Brass Melting ARCHIVES of FOUNDRY ENGINEERING DOI: 10.2478/afe-2014-0051 Published quately as the ogan of the Foundy Commission of the Polish Academy of Sciences ISSN (2299-2944) Volume 14 Issue 3/2014 5 10 Optimization

More information

Predicting future changes in climate and evaporation by a stepwise regression method

Predicting future changes in climate and evaporation by a stepwise regression method Sustainability of Wate Resouces unde Inceasing Uncetainty (Poceedings of the Rabat Symposium S1, Apil 1997). IAHS Publ. no. 24, 1997. 339 Pedicting futue changes in climate and evapoation by a stepwise

More information

Concentric Induction Heating for Dismantlable Adhesion Method

Concentric Induction Heating for Dismantlable Adhesion Method Concentic Induction Heating fo Dismantlable Adhesion Method Keywods «Induction heating», «Inteio constuction», «High fequency invete», «Allove method», «Dismantleable adhesion» Abstact A dismantlable (=dismantle-able)

More information

Evaluating the Effectiveness of a Balanced Scorecard System Implemented in a Functional Organization

Evaluating the Effectiveness of a Balanced Scorecard System Implemented in a Functional Organization Evaluating the Effectiveness of a Balanced Scoecad System Implemented in a Functional Oganization Chi-Bin Cheng, Depatment of Infomation Management, Tamkang Univesity, Taiwan Bao-Guang Chang, Depatment

More information

Economic and Emotional Rationality: An Application to Wealth Concentration

Economic and Emotional Rationality: An Application to Wealth Concentration Theoetical Economics Lettes, 203, 3, 233-244 http://dx.doi.og/0.4236/tel.203.34040 Published Online August 203 (http://www.scip.og/jounal/tel) Economic and Emotional Rationality: An Application to Wealth

More information

Multi-year Expert Meeting on Transport, Trade Logistics and Trade Facilitation:

Multi-year Expert Meeting on Transport, Trade Logistics and Trade Facilitation: Multi-yea Expet Meeting on Tanspot, Tade Logistics and Tade Facilitation: Second session: Tade facilitation ules as a tade enable: options and equiements Geneva, 1 3 July 2014 ENABLING TRADE THROUGH TRADE

More information

SCHEDULING FOR YARD CRANES BASED ON TWO-STAGE HYBRID DYNAMIC PROGRAMMING

SCHEDULING FOR YARD CRANES BASED ON TWO-STAGE HYBRID DYNAMIC PROGRAMMING TRASPORT ISS 648-442 / eiss 648-3480 208 Volume 33(2): 408 47 doi:0.3846/648442.206.255993 SCHEDULIG FOR YARD CRAES BASED O TWO-STAGE HYBRID DYAMIC PROGRAMMIG Zhan Bian, Qi Xu 2, a Li 3, Zhihong Jin 4

More information

The impact of technology innovation on green chemistry and lowcarbon

The impact of technology innovation on green chemistry and lowcarbon vailable online www.jocp.com Jounal of Chemical and Phamaceutical Reseach, 214, 6(6):539-543 Reseach ticle ISSN : 975-7384 CODEN(US) : JCPRC5 The impact of technology innovation on geen chemisty and lowcabon

More information

Water Management of Heat Pump System for Hot Water Supply in a Medium Size Hospital

Water Management of Heat Pump System for Hot Water Supply in a Medium Size Hospital Wate Management of Heat Pump System fo Hot Wate Supply in a Medium Size Hospital Chih-Chiu Shen, Jau-Huai Lu, and Wu-Hui Chuo Abstact A heat pump system has been used in this study to eplace a natual gas

More information

CARPATHIAN JOURNAL OF FOOD SCIENCE AND TECHNOLOGY

CARPATHIAN JOURNAL OF FOOD SCIENCE AND TECHNOLOGY CARPATHIAN JOURNAL OF FOOD SCIENCE AND TECHNOLOGY jounal homepage: http://chimie-biologie.ubm.o/capathian_jounal/index.html GAME ANALYSIS OF APPLICATION OF HAZARD ANALYSIS AND CRITICAL CONTROL POINT SYSTEM

More information

OPTIMIZATION OF FILLER METALS CONSUMPTION IN THE PRODUCTION OF WELDED STEEL STRUCTURES

OPTIMIZATION OF FILLER METALS CONSUMPTION IN THE PRODUCTION OF WELDED STEEL STRUCTURES DOI: 10.1515/adms 016 0003 K. Pańcikiewicz, L. Tuz, Z. Żuek, Ł. Rakoczy AGH Univesity of Science and Technology in Kakow, Faculty Metals Engineeing and Industial Compute Science, Depatment of Physical

More information

THE GOODS MARKET AND REAL BUSINESS CYCLES

THE GOODS MARKET AND REAL BUSINESS CYCLES CHAPTER 11 THE GOODS MARKET AND REAL BUSINESS CCLES It is now time to put togethe ou analyses of consumption, investment, and the labo maket into a simple model of the economy. This simple model focuses

More information

On Postponed Production Optimization for Two-stage Supply Chain in Mass Customization

On Postponed Production Optimization for Two-stage Supply Chain in Mass Customization JS ntenational Jounal of ompute Science ssue Vol. 0, ssue, o, Januay 03 SS Pint): 694-0784 SS Online): 694-084 www.js.og 603 On Postponed Poduction Optimization fo Two-stage Supply hain in ass ustomization

More information

Economic and Emotional Rationality: An Application to Wealth Concentration

Economic and Emotional Rationality: An Application to Wealth Concentration Theoetical Economics Lettes, 203, 3, 233-244 doi:0.4236/tel.203.34040 Published Online August 203 (http://www.scip.og/jounal/tel) Economic and Emotional Rationality: An Application to Wealth Concentation

More information

Journal of Applied Research and Technology ISSN: Centro de Ciencias Aplicadas y Desarrollo Tecnológico.

Journal of Applied Research and Technology ISSN: Centro de Ciencias Aplicadas y Desarrollo Tecnológico. Jounal of Applied Reseach and Technology ISSN: 1665-643 jat@aleph.cinstum.unam.mx Cento de Ciencias Aplicadas y Desaollo Tecnológico México Chen, Y. G.; Zhang, W. Y.; Yang, S. Q.; Wang, Z. J.; Chen, S.

More information

Health Links Assessment

Health Links Assessment Health Links Assessment ORGANIZATION INFORMATION This section is used to captue infomation about you oganization and employee population. Oganization Name Website Mailing Addess Name of Pimay Contact Email

More information

Numerical Analysis of Current Attachment at Thermionic Cathode for Gas Tungsten Arc at Atmospheric Pressure

Numerical Analysis of Current Attachment at Thermionic Cathode for Gas Tungsten Arc at Atmospheric Pressure Tansactions of JWRI, Vol.38 (2009), No. 1 Numeical Analysis of Cuent Attachment at Themionic Cathode fo Gas Tungsten Ac at Atmospheic Pessue YAMAMOTO Kentao*, TASHIRO Shinichi** and TANAKA Manabu*** Abstact

More information

CONICAL PIPE ENVELOPE FORMATION PROCESS

CONICAL PIPE ENVELOPE FORMATION PROCESS Pofesso Fydeyk Knap D Robet Kuzel, Eng. Czestochowa Technical Univesity Poland CONICAL PIPE ENVELOPE FORMATION PROCESS Abstact Conical pipes belong to a goup of economical pofiles which find boad application

More information

PERFORMANCE EFFICIENCY EVALUATION OF THE TAIWAN S SHIPPING INDUSTRY: AN APPLICATION OF DATA ENVELOPMENT ANALYSIS

PERFORMANCE EFFICIENCY EVALUATION OF THE TAIWAN S SHIPPING INDUSTRY: AN APPLICATION OF DATA ENVELOPMENT ANALYSIS PERFORMANCE EFFICIENCY EVALUATION OF THE TAIWAN S SHIPPING INDUSTRY: AN APPLICATION OF DATA ENVELOPMENT ANALYSIS Wen-Cheng LIN Ph. D pogamming student Depatment of Shipping and Tanspotation Management

More information

( τα ) = Product of transmittance and absorptance

( τα ) = Product of transmittance and absorptance Poceedings of the 010 Intenational Confeence on Industial Engineeing and Opeations Management Dhaka, Bangladesh, Januay 9 10, 010 Design of a Diect Gain Passive Sola Heating System Md. Tanbiuj Jaman, Md.

More information

A Shaking Table Test Design on Seismic Strengthened Brick Masonry Structures

A Shaking Table Test Design on Seismic Strengthened Brick Masonry Structures 5th Intenational Confeence on Advanced Design and Manufactuing Engineeing (ICADME 15) A Shaking Table Test Design on Seismic Stengthened Bick Masony Stuctues LIU Jie Ping 1, a *, LIU Chen,b and ZHANG Ling

More information

Solar in Wetlands. Photo credit: a k e.org/blog/2012/08/15mw solar field near philadelphia.html

Solar in Wetlands. Photo credit:  a k e.org/blog/2012/08/15mw solar field near philadelphia.html Sola in Wetlands Photo cedit: http://www.l a k e.og/blog/2012/08/15mw sola field nea philadelphia.html Ceated by: Jessica son Isabel Molina Allie Ziegle Sam Zuckeman Patnes: Vemont Depatment of Envionmental

More information

PROPRIETARY AND OPEN SYSTEMS ADOPTION: A RISK-AUGMENTED TRANSACTIONS COST PERSPECTIVE

PROPRIETARY AND OPEN SYSTEMS ADOPTION: A RISK-AUGMENTED TRANSACTIONS COST PERSPECTIVE PROPRIETARY AND OPEN SYSTEMS ADOPTION: A RISK-AUGMENTED TRANSACTIONS COST PERSPECTIVE Robet J. Kauffman Pofesso and Chai, Infomation and Decision Sciences Diecto, MIS Reseach Cente Calson School of Management,

More information

Factors Affecting the Career Path Choice of Graduates: A Case of Omani

Factors Affecting the Career Path Choice of Graduates: A Case of Omani Int. J. Youth Eco. 2, No.2, 105-117 (2018) DOI. http://dx.doi.og/10.18576/ijye/020203 Factos Affecting the Caee Path Choice of Gaduates: A Case of Omani Nasse Al-Abi 1 and Choki Kooli 2 1 Petoleum Development

More information

Global Energy Trade Flows and Constraints on Conventional and Renewable Energies A Computable Modeling Approach

Global Energy Trade Flows and Constraints on Conventional and Renewable Energies A Computable Modeling Approach ISSN 1611-681X Global Enegy Tade Flows and Constaints on Conventional and Renewable Enegies A Computable Modeling Appoach Ole Gogo Dokumentation N. 12-02 Global Enegy Tade Flows and Constaints on Conventional

More information

One-to-one Marketing on the Internet

One-to-one Marketing on the Internet Association fo Infomation Systems AIS Electonic Libay (AISeL) ICIS 1999 Poceedings Intenational Confeence on Infomation Systems (ICIS) Decembe 1999 One-to-one Maketing on the Intenet Rajiv Dewan Univesity

More information

RETRACTED ARTICLE. The Fuzzy Mathematical Evaluation of New Energy Power Generation Performance. Open Access. Baoling Fang * , p 2

RETRACTED ARTICLE. The Fuzzy Mathematical Evaluation of New Energy Power Generation Performance. Open Access. Baoling Fang * , p 2 Send Odes fo Repints to epints@benthamscience.ae 238 Open Fuels & Enegy Science Jounal, 2015, 8, 238-243 Open Access Fuzzy Mathematical Evaluation of New Enegy Powe Geneation Pefomance Baoling Fang * Weifang

More information

TRAINING NEEDS ANALYSIS and NATIONAL TRAINING STRATEGIES

TRAINING NEEDS ANALYSIS and NATIONAL TRAINING STRATEGIES TRAINING NEEDS ANALYSIS and NATIONAL TRAINING STRATEGIES How to ensue the ight taining at the ight time to the ight people? Deliveing Good Govenance Tools fo Local and Cental Authoities Pinciples of Taining

More information

Market Potential and Distance Decay

Market Potential and Distance Decay Maket Potential and Distance Decay Gowth and decline of sectos acoss locations in uban egions Johan Klaesson Böje Johansson CESIS and CEnSE Jönköping Intenational Business School and the Royal Institute

More information

Distribution and Risk Assessment of Soil Heavy Metals in the Main Grain Producing Area of China

Distribution and Risk Assessment of Soil Heavy Metals in the Main Grain Producing Area of China Distibution and Risk Assessment of Soil Heavy Metals in the Main Gain Poducing Aea of China Mei Shan* 1,, Xun Wang 3 1 College of Resouces and Envionment, Shandong Agicultual Univesity, Taian, Shandong

More information

FOR IMMEDIATE RELEASE TUESDAY, JULY 3, 2012, AT 10:00 A.M. EDT

FOR IMMEDIATE RELEASE TUESDAY, JULY 3, 2012, AT 10:00 A.M. EDT FOR IMMEDIATE RELEASE TUESDAY, JULY 3, 2012, AT 10:00 A.M. EDT Chis Savage o Adiana Stoica M3-2 (12)-5 Manufactuing and Constuction Division CB12-121 (301) 763-4832 Full Repot on Manufactues Shipments,

More information

Oregon and Washington). The second major study used for this report is "Parks and Recreation Information

Oregon and Washington). The second major study used for this report is Parks and Recreation Information Chapte 2 AN ECONOMIC ESTIMATE FOR SPORTFISHING ON SAN FRANCISCO BAY Jennife Cohen Intoduction San Fancisco Bay is a valuable esouce because it povides people with eceational and aesthetic pleasue, sustains

More information

A Research on The Basic Theories of Systematic Risk Transmission in Enterprise Value Chain

A Research on The Basic Theories of Systematic Risk Transmission in Enterprise Value Chain Reseach on The Basic Theoies of Systematic Risk Tansmission in Entepise Value Chain Deng Mingan Jin Daoming (School of Management, Wuhan Univesity of Technology, Hubei Povince, P.R.China, 430070) (E-mail:

More information

Spatial-economic-ecological model for the assessment of sustainability policies of the Russian Federation

Spatial-economic-ecological model for the assessment of sustainability policies of the Russian Federation Spatial-economic-ecological model fo the assessment of sustainability policies of the Russian Fedeation Poject 213091 D4 Desciption of a set of the sustainability indicatos coupled with the constucted

More information

Rational Expectation and Education Rewarding: The Case of Chinese Off-Farm. Wage Employment

Rational Expectation and Education Rewarding: The Case of Chinese Off-Farm. Wage Employment Rational Expectation and Education Rewading: The Case of Chinese Off-Fam Wage Employment Linke Hou and Xiaobing Wang Cente fo Chinese Agicultual Policy Institute of Geogaphical Science and Natual Resouce

More information

GANPAT UNIVERSITY M.B.A. SR;MESTER-I EXAMINATION NOVEMBER- DECEMBER 2014 IAOlPOM PRINCIPLES OF MANAGEMENT

GANPAT UNIVERSITY M.B.A. SR;MESTER-I EXAMINATION NOVEMBER- DECEMBER 2014 IAOlPOM PRINCIPLES OF MANAGEMENT GANPAT UNIVERSITY M.B.A. SR;MESTER-I EXAMINATION NOVEMBER- DECEMBER 2014 IAOlPOM PRINCIPLES OF MANAGEMENT Seat No. TIME: 3 HRS. Maks: 40 1. It is a closed book examination. 2. All the questions ae compulsoy.

More information

Research Article Operational Efficiency Evaluation of Iron Ore Logistics at the Ports of Bohai Bay in China: Based on the PCA-DEA Model

Research Article Operational Efficiency Evaluation of Iron Ore Logistics at the Ports of Bohai Bay in China: Based on the PCA-DEA Model Mathematical Poblems in Engineeing Volume 2016, Aticle ID 9604819, 13 pages http://dx.doi.og/10.1155/2016/9604819 Reseach Aticle Opeational Efficiency Evaluation of Ion Oe Logistics at the Pots of Bohai

More information

An Evaluation of Negative Selection in an Artificial Immune System for Network Intrusion Detection

An Evaluation of Negative Selection in an Artificial Immune System for Network Intrusion Detection An Evaluation of Negative Selection in an Atificial Immune System fo Netwok Intusion Detection Abstact This pape investigates the ole of negative selection in an atificial immune system (AIS) fo netwok

More information

GTAP-E: An Energy-Environmental Version of the GTAP Model

GTAP-E: An Energy-Environmental Version of the GTAP Model GTAP-E: An Enegy-Envionmental Vesion of the GTAP Model Jean-Mac Buniaux* and Tuong P. Tuong ** GTAP Technical Pape No. 16 Revised Januay 2002 Jean-Mac Buniaux was on leave fom the OECD as visiting Associate

More information

AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION (TECHNICAL REPORT-TR06, OCTOBER, 2005) Dervis KARABOGA

AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION (TECHNICAL REPORT-TR06, OCTOBER, 2005) Dervis KARABOGA AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION (TECHNICAL REPORT-TR06, OCTOBER, 2005) Devis KARABOGA kaaboga@eciyes.edu.t Eciyes Univesity, Engineeing Faculty Compute Engineeing Depatment

More information

Theoretical Investigation on Condensing Characteristics of Air and Oil Vapor Mixtures

Theoretical Investigation on Condensing Characteristics of Air and Oil Vapor Mixtures Pudue Univesity Pudue e-pubs Intenational Refigeation and Ai Conditioning Confeence School of Mechanical Engineeing 2008 Theoetical Investigation on Condensing Chaacteistics of Ai and Oil Vapo Mixtues

More information

QUANTITATIVE RESEARCH REGARDING PERFORMANCE MEASURES FOR INTERMODAL FREIGHT TRANSPORTATION

QUANTITATIVE RESEARCH REGARDING PERFORMANCE MEASURES FOR INTERMODAL FREIGHT TRANSPORTATION QUANTITATIVE RESEARCH REGARDING PERFORMANCE MEASURES FOR INTERMODAL FREIGHT TRANSPORTATION EXECUTIVE SUMMARY PREPARED FOR: PREPARED BY: The Minnesota Depatment of Tanspotation Division of Tanspotation

More information

Structure Integrity Assessment of a Windflow Power Plant s Axle

Structure Integrity Assessment of a Windflow Power Plant s Axle Poc. of the 9th WSEAS Int. Conf. on Matheical and Computational Methods in Science and Engineeing, Tinidad and Tobago, Novembe 5-7, 7 74 Stuctue Integity Assessment of a Windflow Powe Plant s Axle N. GUBEJAK

More information

The Global Economy, Trade, Environment and the Climate System (GETEC) Model and a Reference Case for Climate Policy Analysis

The Global Economy, Trade, Environment and the Climate System (GETEC) Model and a Reference Case for Climate Policy Analysis The Global Economy, Tade, Envionment and the Climate System (GETEC) Model and a Refeence Case fo Climate Policy Analysis Hom M. Pant, Liangyue Cao and Bian S. Fishe Austalian Bueau of Agicultual and Resouce

More information

Minimizing Carbon Leakage under Open Trade: Strategies for the Allocation of Pollution Permits

Minimizing Carbon Leakage under Open Trade: Strategies for the Allocation of Pollution Permits Minimizing Cabon Leakage unde Open Tade: Stategies fo the Allocation of Pollution Pemits Caolyn Fische fische@ff.og Resouces fo the Futue 1616 P Steet, NW Washington, DC 20036 Alan K. Fox Alan.Fox@usitc.gov

More information

Solutions to Improve the Thermal Protection of the Administrative Building

Solutions to Improve the Thermal Protection of the Administrative Building Solutions to Impove the Themal Potection of the Administative Building Valeiya Kostenko 1,*, Nailya Gafiyatullina 1, Gafu Zulkaneev 1, Aleksand Goshkov 1, Maina Petichenko 1 and Saa Movafagh 2 1 Pete the

More information

Social Networks. Collective action and network change. Károly Takács a,b,,béla Janky c, Andreas Flache b. abstract

Social Networks. Collective action and network change. Károly Takács a,b,,béla Janky c, Andreas Flache b. abstract Social Netwoks 30 (008) 177 189 Contents lists available at ScienceDiect Social Netwoks jounal homepage: www.elsevie.com/locate/socnet Collective action and netwok change Káoly Takács a,b,,béla Janky c,

More information

The impact of velocity on thermal energy storage performance of tube type thermocline tank

The impact of velocity on thermal energy storage performance of tube type thermocline tank Available online www.jocp.com Jounal of Chemical and Phamaceutical Reseach, 2014, 6(6):1620-1624 Reseach Aticle ISSN : 0975-7384 CODEN(USA) : JCPRC5 The impact of velocity on themal enegy stoage pefomance

More information

FOR IMMEDIATE RELEASE MONDAY, DECEMBER 5, 2011, AT 10:00 A.M. EST

FOR IMMEDIATE RELEASE MONDAY, DECEMBER 5, 2011, AT 10:00 A.M. EST FOR IMMEDIATE RELEASE MONDAY, DECEMBER 5, 2011, AT 10:00 A.M. EST Chis Savage o Adiana Stoica Manufactuing and Constuction Division (301) 763-4832 Full Repot on Manufactues Shipments, Inventoies and Odes

More information

Emad Alhseinat and Roya Sheikholeslami

Emad Alhseinat and Roya Sheikholeslami An Application fo New Reliable Appoach to Pedict the Onset of Baite, Celestite and Gypsum Scaling duing Revese Osmosis Teatment fo Poduced Wate Emad Alhseinat and Roya Sheikholeslami Abstact Revese osmosis

More information

Research Article Integrated Location-Production-Distribution Planning in a Multiproducts Supply Chain Network Design Model

Research Article Integrated Location-Production-Distribution Planning in a Multiproducts Supply Chain Network Design Model Mathematical Poblems in Engineeing Volume 2015, Aticle ID 473172, 13 pages http://dx.doi.og/10.1155/2015/473172 Reseach Aticle Integated Location-Poduction-Distibution Planning in a Multipoducts Supply

More information

Quick Reference: Amplifier Equations

Quick Reference: Amplifier Equations Quick efeence: Amplifie Equations 1.0 Intoduction Befoe deeloping a deep familiaity with the aious chaacteistics of amplifies, it s common to spend a fai amount of time flipping back and foth though you

More information

Analysis of the Internal Pressure in Tube Hydroforming and Its Experimental Investigation

Analysis of the Internal Pressure in Tube Hydroforming and Its Experimental Investigation 84 J. Mate. Sci. Technol., Vol. No., 006 Analysis of the Intenal Pessue in Tube Hydofoming and Its Expeimental Investigation Hongyang LI 1), Zhongen, WANG ), Qibin MIAO ), Shijian YUAN ) and Xiaosong WANG

More information

Applications of the Vehicle Routing Problem with Trailers and Transshipments

Applications of the Vehicle Routing Problem with Trailers and Transshipments Applications of the Vehicle Routing Poblem with Tailes and Tansshipments Technical Repot LM-2011-06 Michael Dexl Chai of Logistics Management, Gutenbeg School of Management and Economics, Johannes Gutenbeg

More information

GUIDE FOR THE DESIGN OF CRANE-SUPPORTING STEEL STRUCTURES

GUIDE FOR THE DESIGN OF CRANE-SUPPORTING STEEL STRUCTURES GUIDE FOR THE DESIGN OF CRANE-SUPPORTING STEEL STRUCTURES THIRD EDITION R.A. MACCRIMMON NIAGARA FALLS, ONTARIO 2.4. Fatigue The calculated fatigue stess ange at the detail unde consideation, to meet the

More information

Capturing Natural Resource Dynamics in Top-Down Energy Economic Equilibrium Models

Capturing Natural Resource Dynamics in Top-Down Energy Economic Equilibrium Models Captuing Natual Resouce Dynamics in Top-Down Enegy Economic Equilibium Models Da Zhang, Valeie Kaplus and Sebastian Rausch TSINGHUA - MIT China Enegy & Climate Poject Repot No. 284 Octobe 2015 The MIT

More information

GEO-SLOPE International Ltd, Calgary, Alberta, Canada Salt Flow Example

GEO-SLOPE International Ltd, Calgary, Alberta, Canada  Salt Flow Example 1 Intoduction Salt Flow Example Total hydaulic head consists o elevation head and pessue head. Pessue head is dependent on the density o the poe luid, which is a unction o both tempeatue and chemical composition.

More information

MANAGEMENTS' ROLE IN DEVELOPMENT OF INFORMATION SYSTEM

MANAGEMENTS' ROLE IN DEVELOPMENT OF INFORMATION SYSTEM Annals of DAAAM fo 2012 & Poceedings of the 23d Intenational DAAAM Symposium, Volume 23, No.1, ISSN 2304-1382 ISBN 978-3-901509-91-9, CDROM vesion, Ed. B. Katalinic, Published by DAAAM Intenational, Vienna,

More information

COMPUTER MODELLING AND FINITE ELEMENT ANALYSIS OF TUBE FORMING OPERATIONS Dr.S.Shamasundar, Manu Mathai, Sachin B M

COMPUTER MODELLING AND FINITE ELEMENT ANALYSIS OF TUBE FORMING OPERATIONS Dr.S.Shamasundar, Manu Mathai, Sachin B M COMPUTER MODELLING AND FINITE ELEMENT ANALYSIS OF TUBE FORMING OPERATIONS D.S.Shamasunda, Manu Mathai, Sachin B M INTRODUCTION: Tubula sections can be conveted into a vaiety of poducts. One o moe foming

More information