Referral service and customer incentive in online retail supply Chain

Size: px
Start display at page:

Download "Referral service and customer incentive in online retail supply Chain"

Transcription

1 Refeal sevice and custome incentive in online etail supply Chain Y. G. Chen 1, W. Y. Zhang, S. Q. Yang 3, Z. J. Wang 4 and S. F. Chen 5 1,,3,4 School of Infomation Zhejiang Univesity of Finance and Economics Hangzhou, China chenyg@zufe.edu.cn 5 School of Economics and Management Zhejiang Nomal Univesity Jinhua, China ABSTRACT This pape studies an online etail supply chain that includes one efeal infomediay and one etaile, in which the infomediay povides demand efeal sevice to etailes and incentive ebates to customes. A linea dual-channel demand with the effect of custome incentive and hoizontal sevice coopeation model was established, and then the optimal policies of infomediay and etailes in centalized and decentalized supply chain wee analyzed. Moeove, a hoizontal coopeation contact based on custome incentive cost as well as efeal sevice pice was developed to coodinate the supply chain. The esults evealed that the contact contibuted to pofit optimization of online etail supply chain and effective win-win coopeation. Finally, we analyze the impact of ebate sensitivity and maket shae on these optimal policies and illustate the esults by some numeical examples. Keywods: online etail supply chain, infomediay, custome incentive, demand efeal, contact coodination. 1. Intoduction The apid development of Infomation technology and Intenet pesents the etailes with the oppotunities fo expansion to new online segments. Accoding to the ecent epot of China Intenet Netwok Infomation Cente (CNNIC), the numbe of online shopping uses eached 4 million and utilization atio of online shopping ose to 4.9% by the end of Decembe 01[1]. The incease of uses puchase powe and the combination of online consumption habit and the foms of mobile and social online shopping pomote the gowth of online etail maket. The Intenet maket stuctue is in a apid optimization stage while the online shopping uses apidly incease in numbe. Fims ae inceasingly embacing integated Intenet-based supply chains because such chains ae believed to enhance efficiency and competitiveness [, 3]. The Intenet has opened up oppotunities fo fims to shae infomation and efficiently collaboate thei activities with othe entities in the supply chain [4]. E-commece has given ise to a new beed of intemediaies, the so-called infomation intemediaies o infomediaies [5, 6]. An infomediay plays an expanded ole in bokeing pospect infomation in poduct categoies, such as automobiles, insuance, and eal estate, whee the puchase decisions that consumes face ae complex and fequently equie diect inteactions with salespeople [7]. The loweing of seach costs with the advent of the Intenet has changed the shopping way of consumes. With the help of online infomediay, consumes can get the infomation they need to make moe infomed choices [8]. Fo example, Shopping.com collects the consumes comments and offes online compaison shopping, and is cuently one of the fastest gowing shopping destinations fo a compehensive set of poducts. It ecommends inteested customes to some tusted online stoes, such as Ebay.com, Amazon.com and Buy.com. Seveal ecent studies have elaboated on the efeal sevice, pice of segments and othe maketing poblems. Chen et al. (00) analyze the effect of efeal infomediay on etail makets and examines the contactual aangements that Jounal of Applied Reseach and Technology 61

2 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / they should use in selling thei sevices [9]. The infomediay helps consumes to costlessly get an additional etail pice quote befoe puchase and endows enolled etailes with a pice discimination mechanism. Viswanathan et al. (007) investigate the ole of online infomediaies in maket segmentation and pice discimination in the automotive etailing context based on thee online buying sevice (OBS) patten [7]. The esult shows that consumes who obtain pice infomation pay lowe pices (fo the same poduct), wheeas consumes who obtain poduct infomation pay highe pices. Chen and Yao (01) study the optimal decisions of infomediay s effot and etaile s ode quantity in centalized and decentalized supply chain, and popose a hoizontal coopeation contact based on shaing maketing effot cost [10]. Futhemoe, the quantity and quality of infomation about companies, poducts, bands o sevices via online media, in the fom of scoes o comments, becomes the coe competitive advantage of infomediay [11-13]. Recent evidence suggests that consume eviews have become vey impotant fo online puchase decisions and poduct sales [14]. Accoding to eal data on fim secuity pices, Luo (009) finds that negative WOM (Wod of Mouth) of customes has significant diect shot- and long-tem effects on fim cash flows and stock pices [15]. Cheung and Lee (01) focus on the factos that dive consumes to spead positive digital WOM in online consume-opinion platfoms and pesent the positive elationship between the peception of the oppotunity to enhance consumes own eputations and thei ewom (electonic Wod of Mouth) intentions [16]. Consumes ae consideed as co-povides in the online consumption pocess and intimately involved in the tansition fom selling the poduct to selling the expeience [17]. In addition to these intenal factos, customes incentive plan of infomediay becomes the extenal induce to encouage customes to wite and disseminate thei eviews and comments. Some online shopping platfoms and vitual communities povides many kinds of custome incentives, such as pice discount, coupon, cash ebate et al, to encouage customes to shae thei shopping expeience and ecod thei comments. But eseaches have not yet studied the custome incentive plans povided by infomediay, even though undestanding these mechanisms could enhance customes behavio of eviews dissemination and infomediay ability to ecommendation of poducts and sevices. Ou pimay inteests of this eseach focus on the effect of custome incentive mechanism and the demand efeal sevice coopeation between infomediay and etaile. The afoesaid liteatue usually does not explicitly conside the impact of custome incentive on the final online demand, the sevice coopeation and supply chain coodination. We will chaacteize supply chain demands, equilibium pices, and incentive commission paid by infomediay. The coodination mechanisms of the online etail supply chain ae also to be investigated. The est of the pape is oganized as follows. Section outlines the model famewok and the necessay assumptions and notations. Section 3 poposes the optimal policies in Stackelbeg decentalized supply chain. Sevice contact of supply chain is discussed in Section 4. And some numeical examples ae given in Section 5 and the pape concludes with some emaks in Section 6.. Model Fomulation In an online etail supply chain, a etaile sells the poduct though self-owned channel as well as though an infomediay website. The etaile pays the infomediay fo the efeal sevice at t pe unit. The infomediay only povides the customes with poduct and pice infomation and ecommends the potential customes to the etaile. Thus, the etaile odes the poducts fom upsteam supplie, sells to his diect customes fom self maketing effot and indiect customes fom the demand efeal (Figue 1). It is easonable to expect that the infomediay gets the compensation fom the etaile fo demand efeal sevice. Futhemoe a ebate will be given to the customes as an incentive to fo ecoding thei expeiences and comments on the poducts and sevices in detail. 6 Vo. 1, Apil 014

3 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / The linea ebate function k epesents the custome incentive plan and paamete k (k>0) denotes the positive effect of ebate. Moeove the ebate indicates the quantity and quality of custome ewom, and the paamete k epesents the ecommendation effectiveness fo the efeal potential customes. As in Liu et al. (013) [18], we suppose the etaile and infomediay both face independent demand and the etaile declaes the same pice p to both two custome segments. Assume that all the potential customes influenced by the pice and the efeal customes ae also dependent on the amount of ebate. Notation Desciption D Potential customes of the whole maket D Refeal custome demand of the i infomediay Diect custome demand of the etaile D p Pice of the poduct t Pice chaged fo the demand efeal sevice Maket shae popotion of the infomediay Pice sensitivity paamete Custome ebate fo the eviews k ebate sensitivity paamete incentive cost paamete Table 1. Notation. Theefoe, the following Eqs. 1 and captue the diect demand of the etaile and the efeal demand of the infomediay espectively. D (1 ) D p (1) D D p k () i Whee 0 epesents the pice effect and k 0 denotes the positive effect of incentive ebate. They ae both constants duing the whole hoizon. Figue 1. Supply chain of the etaile and infomediay. Let Di and D be the maket demand shae of the infomediay and the etaile espectively. Assume that (1 )D popotion potential customes will buy the poduct fom the etaile, while the othe D popotion will come fom the infomediay ( 0 1). The simila linea demand functions ae fequently used in supply chains eseach [19-1]. The common concave function denotes the custome incentive cost ( 0 ) []. Assume that the puchase cost, sales cost and tanspotation cost of etaile is zeo and unfulfilled demand is lost. See Table 1 fo summay of notation. 3.The optimal sevice and sales polices in a etaile Stackelbeg game Assume that etaile is the leade of Stackelbeg game. The fims objectives can be divided into the following two-stage poblem: in stage one, the etaile detemines the sevice pice t of the efeal demand befoe the sales hoizon; in stage two, the infomediay detemines the custome ebate in accodance with the efeal pice t. Infomediay povides all the efeal demand to the etaile and gets the paid sevice fee, and the etaile undetakes the custome s ode fulfillment and gets the etailing pice. Fo fixed efeal sevice t, the infomediay s pupose is to choose the custome ebate to maximize the pofit i Jounal of Applied Reseach and Technology 63

4 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / i max( tdi ) (3) Substituting Eq. into Eq. 3 and solving the fist deivate of Eq. 3 accoding to, we can get the optimal custome ebate kt (4) The supescipt denotes the optimal decision vaiables in Stackelbeg scenaio. Next, consideing the etaile detemines the optimal etailing and efeal sevice pice the pofit function of etaile can be witten as max p( D D ) td (5) i i pt, Substituting Eqs. 1, and 4 into Eq. 5 and solving the fist deivate accoding to p, t espectively, we have the optimal etailing pice p and sevice pice t p t [ ( ) ] k k D 8 k ( k ) [( k ) 4 ] D 8 k ( k ) (6) (7) Since the optimal solution of Eq. 5, the Hessian Matix H( ) must be negative definite matix. We can deive H( ) H( ) 4 k k k If paametes k and satisfy 8 k ( k ) 0 (8) (9) The objective function must be jointly concave in ( p, t ). Hence, we pove that policies p and t ae optimal. Substituting Eqs. 6 and 7 to Eq. 4 the optimal custome ebate can be descibed as [( k ) 4 ] kd 8 k ( k ) (10) Consequently ational infomediay and etaile will commit to paticipate in the efeal demand coopeation only if the etailing pice p is highe than the pice of efeal sevice t. And we can obtain (1 ) k (1 3 ) (11) Fom Eqs. 9 and 11 the feasible egion of paametes k can be descibed as following (13 ),(3 ),if 0 (1 ) k (4 1),(3 ),if 1 4. Sevice contact coodinating the online etail supply chain If the whole online etail supply chain acts as a centalized system, the pofit of supply chain can be descibed as s max pd ( i D) (13) p, The subscipt s denotes the optimal decision vaiables in centalized scenaio. To maximize the system pofit the etailing pice p s and custome ebate s ae chosen accoding to the following p s s D 4 k kd 4 k (1) (14) (15) Based on Eqs. 14 and 15, paametes k must satisfy k min, to ensue the etaile and infomediay to paticipate in the supply chain coopeation. 64 Vo. 1, Apil 014

5 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / It is obvious that the system optimal pice is highe than the etaile optimal pice. Theefoe, it eveals that the sevice pice-only contact can not coodinate the supply chain system. The sepaation of maketing and sales opeation between infomediay and etaile will esult in inefficiency in the supply chain. The custome incentive activities esult in consideable costs. When the demand is affected by infomediay effot, such as buy-back, ebate and etuns contact alone can not achieve channel coodination [, 3]. But the maketing cost shaing mechanism can help supply chain attain a win win goal [4, 5]. We assume the etaile povides ( [0,1] ) pecent of customes ebate cost as well as efeal pice t. The supescipt denotes the vaiables in this scenaio with custome ebate cost shaing contact. Let i be the pofit of infomediay and pofit of etaile. We can get the (1 ) i max[ tdi ] (16) Accoding to we can get the optimal custome ebate kt (1 ) (17) If the supply chains achieve coodination, the custome ebate of infomediay in decentalized scenaio equals to that in centalized scenaio. Substituting Eq. 15 into Eq. 17 we can obtain (4 k ) t (18) D So when the online infomediay povides demand efeal sevice to the etaile, the etaile must (4 k ) t shae pecent of the custome D incentive cost in addition to unit t sevice fee. This custome incentive cost shaing contact can achieve coodination of the online etail supply chain. 5. Numeical examples To exploe the effects of the efeal sevice and custome ebate of the decentalized and centalized supply chains, we give some numeical examples in this section. The basic settings with espect to the paametes ae summaized in Table. Paametes Base values The potential customes of the whole maket 100 (D) The pice sensitivity paamete ( ) The incentive cost paamete ( ) 0.5 Paametes Base values The potential customes of the whole maket 100 (D) The pice sensitivity paamete ( ) The incentive cost paamete ( ) 0.5 Table. Paametes setting in the numeical examples. Fo a given maket shae popotion, we can get the minimum lowe k and fixed uppe k. An inteesting obsevation fom Fig. is that as inceases, the ange of paamete k ( k k k ) inceases fistly and deceases subsequently, whee k indicates the feasible ange of ebate sensitivity o custome efeal effectiveness. Theefoe, it eveals that when the popotion of online efeal demand accounts fo a small maket shae (Fom Eq. 1 paamete is assumed smalle than 0.93), the possible vaiance of custome ebate sensitivity o efeal effectiveness inceases with the gowth of efeal segment. But if the maket shae of online efeal demand exceeds 0.93, the opposite change will happen. Thus, infomediay should continuously impove the featues of ewom to help shoppes make quick, easy and infomed shopping decisions, Jounal of Applied Reseach and Technology 65

6 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / theeby inceasing its efficiency of potential custome convesion. Figue. Effect of maket shae on feasible ange of paamete k. Consideing the diect demand of etaile is dominant to the efeal demand of infomediay o vice vesa, we assume 0.1 o 0.6 espectively on condition that the numeical example of must satisfy Eqs. 9 and 11. Futhemoe, the feasible egion of paametes k is (0.881,.414) while 0.1 and (1.183,.414) while 0.6. The optimal solutions of etailing pice, efeal sevice pice and custome ebate ae listed in Table 3-1 and Table 3-. Fom Table 3-1 and Table 3-, we can see that the segments of diect and efeal demand have impotant influence on feasible ebate sensitivity k and optimal decisions of etailing pice, efeal sevice pice and custome ebate. k p t Table 3-1. Optimal solutions in the numeical examples ( 0.1 ). 66 Vo. 1, Apil 014 k p t Table 3-. Optimal solutions in the numeical examples ( 0.6 ).

7 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / Figue. 4 pesents the shaing pecentage of custome incentive cost and optimal custome ebate fo diffeent values of ebate sensitivity k. Figue. 3-1 Pofit of supply chain when 0.1. Figue. 4 Optimal custome ebate and shaing pecentage of incentive cost in supply chain coodination scenaio. 6. Conclusions Figue. 3- Pofit of supply chain when 0.6 Figue 3-1 and 3- illustate how the pofits of the supply chain in decentalized and centalized scenaios depend on the diffeent paamete k. The total supply chain pofit inceases with the ebate sensitivity o the ecommendation effectiveness unde any condition of dual-maket segments. We denote 4 and t 1. The etaile povides custome incentive cost shaing contact to encouage infomediay to ecommend customes. We elaboate on the poblem of demand efeal sevice of infomediay, custome incentive effect and coodination contact in this aticle. With the shaing of customes comments and expeiences the infomediay helps to meet and match the common needs between the numeous and apidly gowing consumes and supplies. The online etail supply chain benefits fom the hoizontal efeal sevice. The highe efeal sevice pice paid by the etaile will activate the infomediay to exet its custome incentive. But the sevice pice contact alone can not achieve supply chain coodination. The custome incentive cost shaing contact besides sevice pice is poved to coodinate the Intenet supply chain. We show that efficient efeal decision bings about moe oppotunity fo supply chain coopeation. We believe that these insights will be useful fo manages in dual-channel supply chain stategy. The demand efeal and channel coopeation in the supply chain is a meaningful and inteesting field. This eseach helps us to undestand how online etaile and infomediay inteact with each othe with espect to the customes ecommendation conduct. As stated in the basic model settings, only one etaile and sole contact of incentive cost shaing is consideed. In ou futuestudy, we will Jounal of Applied Reseach and Technology 67

8 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / exploe the diffeent mechanisms of sevic ecommendation and vaious stuctues of supply chain coodination contact. Acknowledgements This eseach was patially suppoted by the Zhejiang Povincial Natual Science Foundation of China unde Gant No. LY1G0006, the Humanity and Social Science Youth Foundation of the Ministy of Education of the Republic of China unde Gand No. 11YJC63008 and 13YJC63003, and the Philosophy and Social Science Reseach Poject of Zhejiang Povince unde Gant No. 13NDJC054YB. This wok was also suppoted by the Key Soft Science Reseach Poject of Zhejiang Povince unde Gant No. 013C5045 and the National Natual Science Foundation of China unde Gant No and Refeences [1] CNNIC, "The 31th Statistical Repot on Intenet Development_in_China,"_http:// /www1.cnni c.cn/idr/repotdownloads/0130/p pdf, Febuay 8, 013. [] J. M. Swaminathan and S. R. Tayu, "Models fo Supply Chains in E-Business," Management Science, vol. 49, no. 10, pp , 003. [3] M. Fathollah et al., "Developing a Conceptual Famewok fo Simulation Analysis in a Supply Chain Based on Common Platfom (Scbcp)," Jounal of Applied Reseach and Technology, vol. 7, no., pp , 009. [4] S. M. Disney et al., "Assessing the Impact of E- Business on Supply Chain Dynamics," Intenational Jounal of Poduction Economics, vol. 89, no., pp , 004. [5] M. G. Helande and H. M. Khalid, "Modeling the Custome_in_Electonic_Commece,"_Applied_Egono mics, vol. 31, no. 6, pp , 000. [6] W. Chu et al., "The Role of on-line Retaile Band and Infomediay Reputation in Inceasing Consume Puchase Intention," Intenational Jounal of Electonic Commece, vol. 9, no. 3, pp , 005. [7] Viswanathan et al., "Online Infomediaies and Pice Discimination: Evidence fom the Automotive Retailing Secto," Jounal of Maketing, vol. 71, no. 3, pp , 007. [8] J. Y. Son et al., "Consume Adoption of Net-Enabled Infomediaies: Theoetical Explanations and an Empiical Test," Jounal of the Association fo Infomation Systems, vol. 7, no. 7, pp , 006. [9] Y. Chen et al., "Refeal Infomediaies," Maketing Science, vol. 1, no. 4, pp , 00. [10]_Y. Chen and J. Yao, "Refeal Sevice of Infomediay in Bc Supply Chain," Intenational Jounal of Netwoking and Vitual Oganisations, vol. 10, no. 3/4, pp , 01. [11] M. Tusov et al., "Effects of Wod-of-Mouth Vesus Taditional Maketing: Findings fom an Intenet Social Netwoking Site," Jounal of Maketing, vol. 73, no. 5, pp , 009. [1] C. C. Yang and A. Chung, "Intelligent Infomediay fo Web Financial Infomation," Decision Suppot Systems, vol. 38, no. 1, pp , 004. [13] A. Ghose et al., "The Impact of Intenet Refeal Sevices on a Supply Chain," Infomation Systems Reseach, vol. 18, no. 3, pp , Sep 007. [14] Y. Chen and J. Xie, "Online Consume Review: Wod-of-Mouth as a New Element of Maketing Communication Mix," Management Science, vol. 54, no. 3, pp , 008. [15]_X. Luo, "Quantifying the Long-Tem Impact of Negative Wod of Mouth on Cash Flows and Stock Pices," Maketing Science, vol. 8, no. 1, pp , 009. [16] C. M. K. Cheung and M. K. O. Lee, "What Dives Consumes to Spead Electonic Wod of Mouth in Online Consume-Opinion Platfoms," Decision Suppot Systems, vol. 53, no. 1, pp. 18-5, 01. [17]_H. Dai and A. F. Salam, "Antecedents and Consequents of Sevice Consumption Expeience in Electonic Mediated Envionment: Empiical Evidence fom Electonic Sevice Industy in China," Jounal of System and Management Sciences, vol. 1, no. 1, pp , 011. [18] Y. Liu et al., "Channel Selection in E-Commece Age: A Stategic Analysis of Co-Op Advetising Models," Jounal of Industial Engineeing and Management, vol. 6, no. 1, pp , 013. [19] A. A. Tsay and N. Agawal, "Channel Conflict and Coodination in the E-Commece Age," Poduction and 68 Vo. 1, Apil 014

9 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / Opeations Management, vol. 13, no. 1, pp , Sping 004. [0]_M. Elizondo-Cotés and R. Aceves-Gacía, "Stategy of Solution fo the Inventoy Routing Poblem Based on Sepaable Coss Decomposition," Jounal of Applied Reseach and Technology, vol. 3, no., pp , 005. [1] R. Yan and Z. Pei, "Retail Sevices and Fim Pofit in a Dual-Channel Maket," Jounal of Retailing and Consume Sevices, vol. 16, no. 4, pp , 009. [] H. Kishnan et al., "Coodinating Contacts fo Decentalized Supply Chains with Retaile Pomotional Effot," Management Science, vol. 50, no. 1, pp , 004. [3] T. A. Taylo, "Supply Chain Coodination unde Channel Rebates with Sales Effot Effects," Management Science, vol. 48, no. 8, pp , 00. [4] S. X. Li et al., "Coopeative Advetising, Game Theoy and Manufactue Retaile Supply Chains," Omega, vol. 30, no. 5, pp , 00. [5] A. H. L. Lau et al., "Usefulness of Resale Pice Maintenance unde Diffeent Levels of Sales-Effot Cost and System-Paamete Uncetainties," Euopean Jounal of Opeational Reseach, vol. 03, no., pp , 010. Jounal of Applied Reseach and Technology 69

10 Refeal sevice and custome incentive in online etail supply Chain, Y. G. Chen et al. / Vo. 1, Apil 014

Channel selection in e-commerce age: A strategic analysis of co-op advertising models

Channel selection in e-commerce age: A strategic analysis of co-op advertising models Jounal of Industial Engineeing and Management JIEM, 013 6(1):89-103 Online ISSN: 013-0953 Pint ISSN: 013-843 http://dx.doi.og/10.396/jiem.664 Channel selection in e-commece age: A stategic analysis of

More information

The transport performance evaluation system building of logistics enterprises

The transport performance evaluation system building of logistics enterprises Jounal of Industial Engineeing and Management JIEM, 213 6(4): 194-114 Online ISSN: 213-953 Pint ISSN: 213-8423 http://dx.doi.og/1.3926/jiem.784 The tanspot pefomance evaluation system building of logistics

More information

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates 9:6.4 INITIAL PUBLIC OFFERINGS 9:6.4 Sample Questions/Requests fo Managing Undewite Candidates Recent IPO Expeience Please povide a list of all completed o withdawn IPOs in which you fim has paticipated

More information

HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING

HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING U.P.B. Sci. Bull., Seies C, Vol. 77, Iss. 2, 2015 ISSN 2286-3540 HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING Roxana MARCU 1, Dan POPESCU 2, Iulian DANILĂ 3 A high numbe of infomation systems ae available

More information

A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods

A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods A famewok fo the selection of entepise esouce planning (ERP) system based on fuzzy decision making methods Omid Golshan Tafti M.s student in Industial Management, Univesity of Yazd Omidgolshan87@yahoo.com

More information

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS ON THE R POLICY IN PRODUCTION-INVENTORY SYSTEMS Saifallah Benjaafa and Joon-Seok Kim Depatment of Mechanical Engineeing Univesity of Minnesota Minneapolis MN 55455 Abstact We conside a poduction-inventoy

More information

Dual channel closed-loop supply chain coordination with a reward-driven remanufacturing policy

Dual channel closed-loop supply chain coordination with a reward-driven remanufacturing policy Intenational Jounal of Poduction Reseach ISSN: -753 Pint 1366-588X Online Jounal homepage: http://www.tandfonline.com/loi/tps Dual channel closed-loop supply chain coodination with a ewad-diven emanufactuing

More information

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes How Much Should a Fim Boow Chapte 19 Capital Stuctue & Copoate Taxes Financial Risk - Risk to shaeholdes esulting fom the use of debt. Financial Leveage - Incease in the vaiability of shaeholde etuns that

More information

Software Engineering and Development

Software Engineering and Development I T H E A 67 Softwae Engineeing and Development SOFTWARE DEVELOPMENT PROCESS DYNAMICS MODELING AS STATE MACHINE Leonid Lyubchyk, Vasyl Soloshchuk Abstact: Softwae development pocess modeling is gaining

More information

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION Page 1 STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION C. Alan Blaylock, Hendeson State Univesity ABSTRACT This pape pesents an intuitive appoach to deiving annuity fomulas fo classoom use and attempts

More information

Chapter 3 Savings, Present Value and Ricardian Equivalence

Chapter 3 Savings, Present Value and Ricardian Equivalence Chapte 3 Savings, Pesent Value and Ricadian Equivalence Chapte Oveview In the pevious chapte we studied the decision of households to supply hous to the labo maket. This decision was a static decision,

More information

883 Brochure A5 GENE ss vernis.indd 1-2

883 Brochure A5 GENE ss vernis.indd 1-2 ess x a eu / u e a. p o.eu c e / :/ http EURAXESS Reseaches in Motion is the gateway to attactive eseach caees in Euope and to a pool of wold-class eseach talent. By suppoting the mobility of eseaches,

More information

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system Electicity tansmission netwok optimization model of supply and demand the case in Taiwan electicity tansmission system Miao-Sheng Chen a Chien-Liang Wang b,c, Sheng-Chuan Wang d,e a Taichung Banch Gaduate

More information

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers Concept and Expeiences on using a Wiki-based System fo Softwae-elated Semina Papes Dominik Fanke and Stefan Kowalewski RWTH Aachen Univesity, 52074 Aachen, Gemany, {fanke, kowalewski}@embedded.wth-aachen.de,

More information

Exam #1 Review Answers

Exam #1 Review Answers xam #1 Review Answes 1. Given the following pobability distibution, calculate the expected etun, vaiance and standad deviation fo Secuity J. State Pob (R) 1 0.2 10% 2 0.6 15 3 0.2 20 xpected etun = 0.2*10%

More information

Ilona V. Tregub, ScD., Professor

Ilona V. Tregub, ScD., Professor Investment Potfolio Fomation fo the Pension Fund of Russia Ilona V. egub, ScD., Pofesso Mathematical Modeling of Economic Pocesses Depatment he Financial Univesity unde the Govenment of the Russian Fedeation

More information

Promised Lead-Time Contracts Under Asymmetric Information

Promised Lead-Time Contracts Under Asymmetric Information OPERATIONS RESEARCH Vol. 56, No. 4, July August 28, pp. 898 915 issn 3-364X eissn 1526-5463 8 564 898 infoms doi 1.1287/ope.18.514 28 INFORMS Pomised Lead-Time Contacts Unde Asymmetic Infomation Holly

More information

An Analysis of Manufacturer Benefits under Vendor Managed Systems

An Analysis of Manufacturer Benefits under Vendor Managed Systems An Analysis of Manufactue Benefits unde Vendo Managed Systems Seçil Savaşaneil Depatment of Industial Engineeing, Middle East Technical Univesity, 06531, Ankaa, TURKEY secil@ie.metu.edu.t Nesim Ekip 1

More information

PRICING MODEL FOR COMPETING ONLINE AND RETAIL CHANNEL WITH ONLINE BUYING RISK

PRICING MODEL FOR COMPETING ONLINE AND RETAIL CHANNEL WITH ONLINE BUYING RISK PRICING MODEL FOR COMPETING ONLINE AND RETAIL CHANNEL WITH ONLINE BUYING RISK Vaanya Vaanyuwatana Chutikan Anunyavanit Manoat Pinthong Puthapon Jaupash Aussaavut Dumongsii Siinhon Intenational Institute

More information

A Capacitated Commodity Trading Model with Market Power

A Capacitated Commodity Trading Model with Market Power A Capacitated Commodity Tading Model with Maket Powe Victo Matínez-de-Albéniz Josep Maia Vendell Simón IESE Business School, Univesity of Navaa, Av. Peason 1, 08034 Bacelona, Spain VAlbeniz@iese.edu JMVendell@iese.edu

More information

Review Graph based Online Store Review Spammer Detection

Review Graph based Online Store Review Spammer Detection Review Gaph based Online Stoe Review Spamme Detection Guan Wang, Sihong Xie, Bing Liu, Philip S. Yu Univesity of Illinois at Chicago Chicago, USA gwang26@uic.edu sxie6@uic.edu liub@uic.edu psyu@uic.edu

More information

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years.

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years. 9.2 Inteest Objectives 1. Undestand the simple inteest fomula. 2. Use the compound inteest fomula to find futue value. 3. Solve the compound inteest fomula fo diffeent unknowns, such as the pesent value,

More information

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter Evaluating the impact of and Vitualization Softwae Technologies on the RIT Datacente Chistophe M Butle Vitual Infastuctue Administato Rocheste Institute of Technology s Datacente Contact: chis.butle@it.edu

More information

Optimal Peer Selection in a Free-Market Peer-Resource Economy

Optimal Peer Selection in a Free-Market Peer-Resource Economy Optimal Pee Selection in a Fee-Maket Pee-Resouce Economy Micah Adle, Rakesh Kuma, Keith Ross, Dan Rubenstein, David Tune and David D Yao Dept of Compute Science Univesity of Massachusetts Amhest, MA; Email:

More information

Supply chain information sharing in a macro prediction market

Supply chain information sharing in a macro prediction market Decision Suppot Systems 42 (2006) 944 958 www.elsevie.com/locate/dss Supply chain infomation shaing in a maco pediction maket Zhiling Guo a,, Fang Fang b, Andew B. Whinston c a Depatment of Infomation

More information

An Epidemic Model of Mobile Phone Virus

An Epidemic Model of Mobile Phone Virus An Epidemic Model of Mobile Phone Vius Hui Zheng, Dong Li, Zhuo Gao 3 Netwok Reseach Cente, Tsinghua Univesity, P. R. China zh@tsinghua.edu.cn School of Compute Science and Technology, Huazhong Univesity

More information

Financial Planning and Risk-return profiles

Financial Planning and Risk-return profiles Financial Planning and Risk-etun pofiles Stefan Gaf, Alexande Kling und Jochen Russ Pepint Seies: 2010-16 Fakultät fü Mathematik und Witschaftswissenschaften UNIERSITÄT ULM Financial Planning and Risk-etun

More information

Research on Risk Assessment of the Transformer Based on Life Cycle Cost

Research on Risk Assessment of the Transformer Based on Life Cycle Cost ntenational Jounal of Smat Gid and lean Enegy eseach on isk Assessment of the Tansfome Based on Life ycle ost Hui Zhou a, Guowei Wu a, Weiwei Pan a, Yunhe Hou b, hong Wang b * a Zhejiang Electic Powe opoation,

More information

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty An application of stochastic pogamming in solving capacity allocation and migation planning poblem unde uncetainty Yin-Yann Chen * and Hsiao-Yao Fan Depatment of Industial Management, National Fomosa Univesity,

More information

Office of Family Assistance. Evaluation Resource Guide for Responsible Fatherhood Programs

Office of Family Assistance. Evaluation Resource Guide for Responsible Fatherhood Programs Office of Family Assistance Evaluation Resouce Guide fo Responsible Fathehood Pogams Contents Intoduction........................................................ 4 Backgound..........................................................

More information

The impact of migration on the provision. of UK public services (SRG.10.039.4) Final Report. December 2011

The impact of migration on the provision. of UK public services (SRG.10.039.4) Final Report. December 2011 The impact of migation on the povision of UK public sevices (SRG.10.039.4) Final Repot Decembe 2011 The obustness The obustness of the analysis of the is analysis the esponsibility is the esponsibility

More information

Questions for Review. By buying bonds This period you save s, next period you get s(1+r)

Questions for Review. By buying bonds This period you save s, next period you get s(1+r) MACROECONOMICS 2006 Week 5 Semina Questions Questions fo Review 1. How do consumes save in the two-peiod model? By buying bonds This peiod you save s, next peiod you get s() 2. What is the slope of a consume

More information

GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS

GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS (FROM BERK AND DEMARZO S CORPORATE FINANCE ) LICENCIATURA UNDERGRADUATE COURSE 1 ST SEMESTER 2010-2011 Chapte 1 The Copoation 1-13. What is the diffeence

More information

SUPPLY CHAIN STRUCTURES ON THE INTERNET and the role of marketing-operations interaction 1

SUPPLY CHAIN STRUCTURES ON THE INTERNET and the role of marketing-operations interaction 1 Chapte 19 SUPPLY CHAIN STRUCTURES ON THE INTERNET and the ole of maketing-opeations inteaction 1 Seguei Netessine Univesity of Pennsylvania Philadelphia, PA 19104 netessine@haton.upenn.edu Nils Rudi Univesity

More information

The Predictive Power of Dividend Yields for Stock Returns: Risk Pricing or Mispricing?

The Predictive Power of Dividend Yields for Stock Returns: Risk Pricing or Mispricing? The Pedictive Powe of Dividend Yields fo Stock Retuns: Risk Picing o Mispicing? Glenn Boyle Depatment of Economics and Finance Univesity of Cantebuy Yanhui Li Depatment of Economics and Finance Univesity

More information

Public Health and Transportation Coalition (PHiT) Vision, Mission, Goals, Objectives, and Work Plan August 2, 2012

Public Health and Transportation Coalition (PHiT) Vision, Mission, Goals, Objectives, and Work Plan August 2, 2012 Public Health and Tanspotation Coalition (PHiT) Vision, Mission, Goals, Objectives, and Wok Plan 2, 2012 Vision We envision Maine as a place whee people of all ages and abilities can move about in ways

More information

Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes

Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes Give me all I pay fo Execution Guaantees in Electonic Commece Payment Pocesses Heiko Schuldt Andei Popovici Hans-Jög Schek Email: Database Reseach Goup Institute of Infomation Systems ETH Zentum, 8092

More information

Problem Set # 9 Solutions

Problem Set # 9 Solutions Poblem Set # 9 Solutions Chapte 12 #2 a. The invention of the new high-speed chip inceases investment demand, which shifts the cuve out. That is, at evey inteest ate, fims want to invest moe. The incease

More information

Firstmark Credit Union Commercial Loan Department

Firstmark Credit Union Commercial Loan Department Fistmak Cedit Union Commecial Loan Depatment Thank you fo consideing Fistmak Cedit Union as a tusted souce to meet the needs of you business. Fistmak Cedit Union offes a wide aay of business loans and

More information

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS Vesion:.0 Date: June 0 Disclaime This document is solely intended as infomation fo cleaing membes and othes who ae inteested in

More information

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications JOURNL OF ECONOMICS ND FINNCE EDUCTION Volume 7 Numbe 2 Winte 2008 39 The Supply of Loanable Funds: Comment on the Misconception and Its Implications. Wahhab Khandke and mena Khandke* STRCT Recently Fields-Hat

More information

Comparing Availability of Various Rack Power Redundancy Configurations

Comparing Availability of Various Rack Power Redundancy Configurations Compaing Availability of Vaious Rack Powe Redundancy Configuations White Pape 48 Revision by Victo Avela > Executive summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance

More information

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request.

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request. Retiement Benefit 1 Things to Remembe Complete all of the sections on the Retiement Benefit fom that apply to you equest. If this is an initial equest, and not a change in a cuent distibution, emembe to

More information

METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION

METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION ETHODOOGICA APPOACH TO STATEGIC PEFOANCE OPTIIZATION ao Hell * Stjepan Vidačić ** Željo Gaača *** eceived: 4. 07. 2009 Peliminay communication Accepted: 5. 0. 2009 UDC 65.02.4 This pape pesents a matix

More information

Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency Network Analysis

Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency Network Analysis Send Odes fo Repints to epints@benthamscience.ae 678 The Open Cybenetics & Systemics Jounal, 2015, 9, 678-682 Open Access Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency

More information

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN*

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN* Automatic Testing of Neighbo Discovey Potocol Based on FSM and TTCN* Zhiliang Wang, Xia Yin, Haibin Wang, and Jianping Wu Depatment of Compute Science, Tsinghua Univesity Beijing, P. R. China, 100084 Email:

More information

Database Management Systems

Database Management Systems Contents Database Management Systems (COP 5725) D. Makus Schneide Depatment of Compute & Infomation Science & Engineeing (CISE) Database Systems Reseach & Development Cente Couse Syllabus 1 Sping 2012

More information

Effect of Contention Window on the Performance of IEEE 802.11 WLANs

Effect of Contention Window on the Performance of IEEE 802.11 WLANs Effect of Contention Window on the Pefomance of IEEE 82.11 WLANs Yunli Chen and Dhama P. Agawal Cente fo Distibuted and Mobile Computing, Depatment of ECECS Univesity of Cincinnati, OH 45221-3 {ychen,

More information

Optimal Capital Structure with Endogenous Bankruptcy:

Optimal Capital Structure with Endogenous Bankruptcy: Univesity of Pisa Ph.D. Pogam in Mathematics fo Economic Decisions Leonado Fibonacci School cotutelle with Institut de Mathématique de Toulouse Ph.D. Dissetation Optimal Capital Stuctue with Endogenous

More information

The Impacts of Congestion on Commercial Vehicle Tours

The Impacts of Congestion on Commercial Vehicle Tours Figliozzi 1 The Impacts of Congestion on Commecial Vehicle Tous Miguel Andes Figliozzi Potland State Univesity Maseeh College of Engineeing and Compute Science figliozzi@pdx.edu 5124 wods + 7 Tables +

More information

Mean-Reverting-Ebit-Based Stock Option Evaluation: Theory and Practice

Mean-Reverting-Ebit-Based Stock Option Evaluation: Theory and Practice Jounal of Applied Finance & aning, vol. 3, no. 5, 03, 35-36 ISSN: 79-6580 pint vesion, 79-6599 online Scienpess Ltd, 03 Mean-Reveting-bit-ased Stoc Option valuation: Theoy and Pactice Hassan l Ibami Abstact

More information

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract Tading Volume and Seial Coelation in Stock Retuns in Pakistan Khalid Mustafa Assistant Pofesso Depatment of Economics, Univesity of Kaachi e-mail: khalidku@yahoo.com and Mohammed Nishat Pofesso and Chaiman,

More information

Controlling the Money Supply: Bond Purchases in the Open Market

Controlling the Money Supply: Bond Purchases in the Open Market Money Supply By the Bank of Canada and Inteest Rate Detemination Open Opeations and Monetay Tansmission Mechanism The Cental Bank conducts monetay policy Bank of Canada is Canada's cental bank supevises

More information

Comparing Availability of Various Rack Power Redundancy Configurations

Comparing Availability of Various Rack Power Redundancy Configurations Compaing Availability of Vaious Rack Powe Redundancy Configuations By Victo Avela White Pape #48 Executive Summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance the availability

More information

STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL DATA 1. INTRODUCTION

STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL DATA 1. INTRODUCTION Jounal of Machine Engineeing, Vol. 11, No. 4, 211 Batosz POWALKA 1 Macin CHODZKO 1 Kzysztof JEMIELNIAK 2 milling, chatte, opeational modal analysis STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL

More information

PAN STABILITY TESTING OF DC CIRCUITS USING VARIATIONAL METHODS XVIII - SPETO - 1995. pod patronatem. Summary

PAN STABILITY TESTING OF DC CIRCUITS USING VARIATIONAL METHODS XVIII - SPETO - 1995. pod patronatem. Summary PCE SEMINIUM Z PODSTW ELEKTOTECHNIKI I TEOII OBWODÓW 8 - TH SEMIN ON FUNDMENTLS OF ELECTOTECHNICS ND CICUIT THEOY ZDENĚK BIOLEK SPŠE OŽNO P.., CZECH EPUBLIC DLIBO BIOLEK MILITY CDEMY, BNO, CZECH EPUBLIC

More information

Personal Saving Rate (S Households /Y) SAVING AND INVESTMENT. Federal Surplus or Deficit (-) Total Private Saving Rate (S Private /Y) 12/18/2009

Personal Saving Rate (S Households /Y) SAVING AND INVESTMENT. Federal Surplus or Deficit (-) Total Private Saving Rate (S Private /Y) 12/18/2009 1 Pesonal Saving Rate (S Households /Y) 2 SAVING AND INVESTMENT 16.0 14.0 12.0 10.0 80 8.0 6.0 4.0 2.0 0.0-2.0-4.0 1959 1961 1967 1969 1975 1977 1983 1985 1991 1993 1999 2001 2007 2009 Pivate Saving Rate

More information

ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM

ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM Computing and Infomatics, Vol. 29, 2010, 537 555 ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM Gaia Tecaichi, Veonica Rizzi, Mauizio Machese Depatment of

More information

How do investments in heat pumps affect household energy consumption?

How do investments in heat pumps affect household energy consumption? Discussion Papes Statistics Noway Reseach depatment No. 737 Apil 203 Bente Halvosen and Bodil Meethe Lasen How do investments in heat pumps affect household enegy consumption? Discussion Papes No. 737,

More information

Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning

Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning Gavitational Mechanics of the Mas-Phobos System: Compaing Methods of Obital Dynamics Modeling fo Exploatoy Mission Planning Alfedo C. Itualde The Pennsylvania State Univesity, Univesity Pak, PA, 6802 This

More information

Statistics and Data Analysis

Statistics and Data Analysis Pape 274-25 An Extension to SAS/OR fo Decision System Suppot Ali Emouznead Highe Education Funding Council fo England, Nothavon house, Coldhabou Lane, Bistol, BS16 1QD U.K. ABSTRACT This pape exploes the

More information

Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques

Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques Loyalty Rewads and Gift Cad Pogams: Basic Actuaial Estimation Techniques Tim A. Gault, ACAS, MAAA, Len Llaguno, FCAS, MAAA and Matin Ménad, FCAS, MAAA Abstact In this pape we establish an actuaial famewok

More information

Improving Network Security Via Cyber-Insurance A Market Analysis

Improving Network Security Via Cyber-Insurance A Market Analysis 1 Impoving Netwok Secuity Via Cybe-Insuance A Maket Analysis RANJAN PAL, LEANA GOLUBCHIK, KONSTANTINOS PSOUNIS Univesity of Southen Califonia PAN HUI Hong Kong Univesity of Science and Technology Recent

More information

Valuation of Floating Rate Bonds 1

Valuation of Floating Rate Bonds 1 Valuation of Floating Rate onds 1 Joge uz Lopez us 316: Deivative Secuities his note explains how to value plain vanilla floating ate bonds. he pupose of this note is to link the concepts that you leaned

More information

Cloud Service Reliability: Modeling and Analysis

Cloud Service Reliability: Modeling and Analysis Cloud Sevice eliability: Modeling and Analysis Yuan-Shun Dai * a c, Bo Yang b, Jack Dongaa a, Gewei Zhang c a Innovative Computing Laboatoy, Depatment of Electical Engineeing & Compute Science, Univesity

More information

CHAPTER 10 Aggregate Demand I

CHAPTER 10 Aggregate Demand I CHAPTR 10 Aggegate Demand I Questions fo Review 1. The Keynesian coss tells us that fiscal policy has a multiplied effect on income. The eason is that accoding to the consumption function, highe income

More information

ARE BROKERS' COMMISSION RATES ON HOME SALES TOO HIGH? A CONCEPTUAL ANALYSIS. Paul Anglin. and. Richard Arnott. September 1995.

ARE BROKERS' COMMISSION RATES ON HOME SALES TOO HIGH? A CONCEPTUAL ANALYSIS. Paul Anglin. and. Richard Arnott. September 1995. ARE ROKERS' COMMISSION RATES ON HOME SALES TOO HIGH? A CONCEPTUAL ANALYSIS Paul Anglin and Richad Anott Septembe 1995 Abstact Many people believe that pevailing commission ates fo esidential eal estate

More information

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing M13914 Questions & Answes Chapte 10 Softwae Reliability Pediction, Allocation and Demonstation Testing 1. Homewok: How to deive the fomula of failue ate estimate. λ = χ α,+ t When the failue times follow

More information

The LCOE is defined as the energy price ($ per unit of energy output) for which the Net Present Value of the investment is zero.

The LCOE is defined as the energy price ($ per unit of energy output) for which the Net Present Value of the investment is zero. Poject Decision Metics: Levelized Cost of Enegy (LCOE) Let s etun to ou wind powe and natual gas powe plant example fom ealie in this lesson. Suppose that both powe plants wee selling electicity into the

More information

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it.

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it. Candidates should be able to : Descibe how a mass ceates a gavitational field in the space aound it. Define gavitational field stength as foce pe unit mass. Define and use the peiod of an object descibing

More information

Efficient Redundancy Techniques for Latency Reduction in Cloud Systems

Efficient Redundancy Techniques for Latency Reduction in Cloud Systems Efficient Redundancy Techniques fo Latency Reduction in Cloud Systems 1 Gaui Joshi, Emina Soljanin, and Gegoy Wonell Abstact In cloud computing systems, assigning a task to multiple seves and waiting fo

More information

Deflection of Electrons by Electric and Magnetic Fields

Deflection of Electrons by Electric and Magnetic Fields Physics 233 Expeiment 42 Deflection of Electons by Electic and Magnetic Fields Refeences Loain, P. and D.R. Coson, Electomagnetism, Pinciples and Applications, 2nd ed., W.H. Feeman, 199. Intoduction An

More information

Patent renewals and R&D incentives

Patent renewals and R&D incentives RAND Jounal of Economics Vol. 30, No., Summe 999 pp. 97 3 Patent enewals and R&D incentives Fancesca Conelli* and Mak Schankeman** In a model with moal hazad and asymmetic infomation, we show that it can

More information

COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS

COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS Highe Education Cente fo Alcohol and Othe Dug Abuse and Violence Pevention Education Development Cente, Inc. 55 Chapel Steet Newton, MA 02458-1060 COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS

More information

Uncertain Version Control in Open Collaborative Editing of Tree-Structured Documents

Uncertain Version Control in Open Collaborative Editing of Tree-Structured Documents Uncetain Vesion Contol in Open Collaboative Editing of Tee-Stuctued Documents M. Lamine Ba Institut Mines Télécom; Télécom PaisTech; LTCI Pais, Fance mouhamadou.ba@ telecom-paistech.f Talel Abdessalem

More information

IBM Research Smarter Transportation Analytics

IBM Research Smarter Transportation Analytics IBM Reseach Smate Tanspotation Analytics Laua Wynte PhD, Senio Reseach Scientist, IBM Watson Reseach Cente lwynte@us.ibm.com INSTRUMENTED We now have the ability to measue, sense and see the exact condition

More information

Money Market Funds Intermediation and Bank Instability

Money Market Funds Intermediation and Bank Instability Fedeal Reseve Bank of New Yok Staff Repots Money Maket Funds Intemediation and Bank Instability Maco Cipiani Antoine Matin Buno M. Paigi Staff Repot No. 599 Febuay 013 Revised May 013 This pape pesents

More information

Multicriteria analysis in telecommunications

Multicriteria analysis in telecommunications Poceedings of the 37th Hawaii Intenational Confeence on System Sciences - 2004 Multiciteia analysis in telecommunications Janusz Ganat and Andze P. Wiezbicki National Institute of Telecommunications Szachowa

More information

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation (213) 1 28 Data Cente Demand Response: Avoiding the Coincident Peak via Wokload Shifting and Local Geneation Zhenhua Liu 1, Adam Wieman 1, Yuan Chen 2, Benjamin Razon 1, Niangjun Chen 1 1 Califonia Institute

More information

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis Available online at www.sciencediect.com Pocedia Engineeing 41 (2012 ) 1360 1366 Intenational Symposium on Robotics and Intelligent Sensos 2012 (IRIS 2012) Modal Chaacteistics study of CEM-1 Single-Laye

More information

Epdf Sulf petroleum, Eflecti and Eeflecti

Epdf Sulf petroleum, Eflecti and Eeflecti ANALYSIS OF GLOBAL WARMING MITIGATION BY WHITE REFLECTING SURFACES Fedeico Rossi, Andea Nicolini Univesity of Peugia, CIRIAF Via G.Duanti 67 0615 Peugia, Italy T: +9-075-585846; F: +9-075-5848470; E: fossi@unipg.it

More information

The Role of Gravity in Orbital Motion

The Role of Gravity in Orbital Motion ! The Role of Gavity in Obital Motion Pat of: Inquiy Science with Datmouth Developed by: Chistophe Caoll, Depatment of Physics & Astonomy, Datmouth College Adapted fom: How Gavity Affects Obits (Ohio State

More information

Spirotechnics! September 7, 2011. Amanda Zeringue, Michael Spannuth and Amanda Zeringue Dierential Geometry Project

Spirotechnics! September 7, 2011. Amanda Zeringue, Michael Spannuth and Amanda Zeringue Dierential Geometry Project Spiotechnics! Septembe 7, 2011 Amanda Zeingue, Michael Spannuth and Amanda Zeingue Dieential Geomety Poject 1 The Beginning The geneal consensus of ou goup began with one thought: Spiogaphs ae awesome.

More information

An Introduction to Omega

An Introduction to Omega An Intoduction to Omega Con Keating and William F. Shadwick These distibutions have the same mean and vaiance. Ae you indiffeent to thei isk-ewad chaacteistics? The Finance Development Cente 2002 1 Fom

More information

Over-encryption: Management of Access Control Evolution on Outsourced Data

Over-encryption: Management of Access Control Evolution on Outsourced Data Ove-encyption: Management of Access Contol Evolution on Outsouced Data Sabina De Capitani di Vimecati DTI - Univesità di Milano 26013 Cema - Italy decapita@dti.unimi.it Stefano Paaboschi DIIMM - Univesità

More information

YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH

YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH nd INTERNATIONAL TEXTILE, CLOTHING & ESIGN CONFERENCE Magic Wold of Textiles Octobe 03 d to 06 th 004, UBROVNIK, CROATIA YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH Jana VOBOROVA; Ashish GARG; Bohuslav

More information

Continuous Compounding and Annualization

Continuous Compounding and Annualization Continuous Compounding and Annualization Philip A. Viton Januay 11, 2006 Contents 1 Intoduction 1 2 Continuous Compounding 2 3 Pesent Value with Continuous Compounding 4 4 Annualization 5 5 A Special Poblem

More information

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN Modeling and Veifying a Pice Model fo Congestion Contol in Compute Netwoks Using PROMELA/SPIN Clement Yuen and Wei Tjioe Depatment of Compute Science Univesity of Toonto 1 King s College Road, Toonto,

More information

AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM

AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM Main Golub Faculty of Electical Engineeing and Computing, Univesity of Zageb Depatment of Electonics, Micoelectonics,

More information

Cost/Benefit Analysis of Aquaponic Systems

Cost/Benefit Analysis of Aquaponic Systems Cost/Benefit Analysis of Aquaponic Systems Richad Chiang 1 PURPOSE pupose of this pape is to analyse the costs and benefits of aquaponic systems designed fo home use. Howeve, one can easily extapolate

More information

Ignorance is not bliss when it comes to knowing credit score

Ignorance is not bliss when it comes to knowing credit score NET GAIN Scoing points fo you financial futue AS SEEN IN USA TODAY SEPTEMBER 28, 2004 Ignoance is not bliss when it comes to knowing cedit scoe By Sanda Block USA TODAY Fom Alabama comes eassuing news

More information

An Approach to Optimized Resource Allocation for Cloud Simulation Platform

An Approach to Optimized Resource Allocation for Cloud Simulation Platform An Appoach to Optimized Resouce Allocation fo Cloud Simulation Platfom Haitao Yuan 1, Jing Bi 2, Bo Hu Li 1,3, Xudong Chai 3 1 School of Automation Science and Electical Engineeing, Beihang Univesity,

More information

NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING?

NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING? NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING? Daia Bunes David Neumak Michelle J. White Woking Pape 16932 http://www.nbe.og/papes/w16932

More information

A formalism of ontology to support a software maintenance knowledge-based system

A formalism of ontology to support a software maintenance knowledge-based system A fomalism of ontology to suppot a softwae maintenance knowledge-based system Alain Apil 1, Jean-Mac Deshanais 1, and Reine Dumke 2 1 École de Technologie Supéieue, 1100 Note-Dame West, Monteal, Canada

More information

RETAINING TALENT: ASSESSING JOB SATISFACTION FACETS MOST SIGNIFICANTLY RELATED TO SOFTWARE DEVELOPER TURNOVER INTENTIONS

RETAINING TALENT: ASSESSING JOB SATISFACTION FACETS MOST SIGNIFICANTLY RELATED TO SOFTWARE DEVELOPER TURNOVER INTENTIONS Jounal of Infomation Technology Management ISS #042-39 A Publication of the Association of Management RETAIIG TALET: ASSESSIG JOB SATISFACTIO FACETS MOST SIGIFICATLY RELATED TO SOFTWARE DEVELOPER TUROVER

More information

Towards Automatic Update of Access Control Policy

Towards Automatic Update of Access Control Policy Towads Automatic Update of Access Contol Policy Jinwei Hu, Yan Zhang, and Ruixuan Li Intelligent Systems Laboatoy, School of Computing and Mathematics Univesity of Westen Sydney, Sydney 1797, Austalia

More information

College of Engineering Bachelor of Computer Science

College of Engineering Bachelor of Computer Science 2 0 0 7 w w w. c n u a s. e d u College of Engineeing Bachelo of Compute Science This bochue Details the BACHELOR OF COMPUTER SCIENCE PROGRAM available though CNU s College of Engineeing. Fo ou most up-to-date

More information

30 H. N. CHIU 1. INTRODUCTION. Recherche opérationnelle/operations Research

30 H. N. CHIU 1. INTRODUCTION. Recherche opérationnelle/operations Research RAIRO Rech. Opé. (vol. 33, n 1, 1999, pp. 29-45) A GOOD APPROXIMATION OF THE INVENTORY LEVEL IN A(Q ) PERISHABLE INVENTORY SYSTEM (*) by Huan Neng CHIU ( 1 ) Communicated by Shunji OSAKI Abstact. This

More information

Strength Analysis and Optimization Design about the key parts of the Robot

Strength Analysis and Optimization Design about the key parts of the Robot Intenational Jounal of Reseach in Engineeing and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Pint): 2320-9356 www.ijes.og Volume 3 Issue 3 ǁ Mach 2015 ǁ PP.25-29 Stength Analysis and Optimization Design

More information

Peer-to-Peer File Sharing Game using Correlated Equilibrium

Peer-to-Peer File Sharing Game using Correlated Equilibrium Pee-to-Pee File Shaing Game using Coelated Equilibium Beibei Wang, Zhu Han, and K. J. Ray Liu Depatment of Electical and Compute Engineeing and Institute fo Systems Reseach, Univesity of Mayland, College

More information