An Improved Algorithm for Product Conceptual Design based on Quality Function Deployment

Size: px
Start display at page:

Download "An Improved Algorithm for Product Conceptual Design based on Quality Function Deployment"

Transcription

1 Appl. Math. In. Sci. 9, No. 1, (2015) 289 Applied Mathematics & Inormation Sciences An International Journal An Improved Algorithm or Product Conceptual Design based on Quality Function Deployment Wei Xiong 1,, Yubing Yu 1,2, and Juanli Wang 3 1 School o Management, Zhejiang University, Hangzhou, , China 2 Department o Economics and Management, Anqing Normal University, Anqing, , China 3 Economics & Management Engineering Department, Zhejiang Water Conservancy & Hydropower College, Hangzhou, , China Received: 4 Apr. 2014, Revised: 5 Jul. 2014, Accepted: 6 Jul Published online: 1 Jan Abstract: Conceptual design is the key to product innovation and it will decide the success or ailure o the products. Quality unction deployment (QFD) provides an open ramework and systematic analytical method or product design and Kano model contributes to make dierent highlight o marketing, so the combination o the two can optimize product design and improve customer satisaction and loyalty. The author develops an improved algorithm or product conceptual design which is based on the ramework o QFD and integrated rough analytic hierarchy process (RAHP) and Kano, through the expansion o typical house o quality. The simulation application in conceptual design o steering wheel illustrates that it can transer the requirements and importance o customers into technical characteristics and importance o products. This will provide the basis o decision-making or enterprise on inal product design and innovation. Keywords: Quality Function Deployment, Kano Model, Rough Analytic Hierarchy Process, Product Conceptual Design 1 Introduction Along with the intensive market competition and diversiied requirements o the customers, the competitive advantages o enterprise increasingly rely on continuous product innovation [1], and the main stage o product innovation lies in conceptual design. Conceptual design is the process o orming conceptual products which is according to the customers requirements and using the knowledge o design science, product manuacturing and commercial operation to make an overall planning o product unction and structure [2,3]. Conceptual design is the key to product design, and the structure, perormance, quality, cost, delivery time, manuacturability, maintainability o product are all set at this stage. Although the investment costs o conceptual design accounted or 7% o the cost o product lie cycle, it can decide about 70% o the total cost o product lie cycle. Thereore, the success o conceptual design determines the quality o inal product and its market competition ability, and directly inluences the proitability o enterprise. How to ensure the quality o product design during conceptual design has become the urgent aairs or the designer at present. Quality Function Deployment (QFD) is a kind o tool or the planning o product design which directly acing the Voice o Customer (VOC), and House o Quality (HOQ) is its core tool. It transers customer requirements (CRs) into technical characteristics (TCs) by the way o multi-level deductive during the product development design process and provides an open ramework and systematic analytical method or product conceptual design [4]. At the same time, Kano model can get a systematic understanding o product requirements and provide some standards o unctional trades-os or product development stage so that it helps to make dierent highlight o marketing. Thus, the combination o QFD and Kano model has a good application prospect in the stage o product conceptual design, but there is no uniied ramework at present. In view o the above situations, the author wants to explore the theory and methods or guiding the product innovation and practice o enterprise which is in order to enhance the core competitiveness by constructing the Corresponding author wxiong@zju.edu.cn; yyb0426@gmail.com

2 290 W. Xiong et. al. : An Improved Algorithm or Product Conceptual Design... very satisied whole ramework o product conceptual design under the ramework o QFD combing with related methods. attrative quality one-dimensional quality 2 Theoretical Backgrounds 2.1 QFD The concept o QFD was irst proposed by Japanese scholar named Yoji Akao in As a customer-oriented product design and planning method, QFD can reasonably and eectively convert customer demands into technical target and operational control procedures in the phase o product development, which can make sure the design and manuacture o products indeed meet customer requirements [5]. Be dierent rom the traditional passive or reactive product development mode design-experiment-adjust, QFD has turned into a kind o active and preventive modern product design and development mode, and has become a methodology or product design and development driven by customer demands. Many scholars and experts have extensively ocused on the method research and practical application o QFD theory in product planning and design [6, 7, 8]. Some scholars integrated relevant research methods into QFD, such as Taguchi Method, TRIZ, D-FMEA, Fuzzy Set, etc., in order to discuss the problem existing in the product planning and design, and has got some important theoretical results [9, 10, 11, 12]. However, these studies mostly ocus on one part o HOQ (such as the let wall ) or improving certain step o product design (e.g., customer requirements analysis), whereas the systematic perspective o conceptual design does not yet exist. The expression and transormation o uncertainty and uzzy customer demand inormation in conceptual design is still the diiculty and hotspot in these studies, and needs to be urther discussed in order to support product R&D and innovation activities o enterprise. 2.2 Kano Model Kano model, also called attractive quality theory, is proposed by doctor Kano in 1984, which explains how the relationship between the suiciency o a given quality attribute and its resultant customer satisaction can be distinguished in ive perceived quality dimensions as shown in igure 1. According to the theory [13], quality can be classiied into ollowing ive categories. (1) Attractive quality. When the products have attractive quality attributes, customers will be very satisied. But it will not lead to dissatisaction when it is not present. These quality attributes are not usually expected and oten diicult to express by customers, which sometimes reer to the quality attributes bringing about surprise or customers. unsuicient physical condition Source: Kano et al. (1984) very unsatisied Fig. 1: Kano Model. indierent quality must-be quality suicient physical condition reverse quality (2) One-dimensional quality. When present, customer will be satisied. When it is not present, it will be dissatisied. Thus, it can also be called the more-the better attributes, that is the more this attributes, the more customers like the product, which reer to the quality attribute which will not give rise to unsatisied i not satisied [14]. (3) Must-be quality. Customers expect the must-be attributes, which are considered to be the most basic quality requirements in product design. Under this circumstance, they generally will not tell the company exactly what they want when they are asked about [15]. (4) Indierent quality. This quality attributes are neither good nor bad, and will not lead to satisied and unsatisied whether the quality is present. (5) Reverse quality. It reers to the product quality attribute which is not the the customer expected to appear. The higher the degree o implementation o this kind o quality attributes, the more unsatisied o customer. Understanding the category o the quality elements is beneicial in improving the quality management o enterprise. One can select dierent strategies or dierent quality demands in order to enhance customer satisaction and loyalty through minimizing dissatisaction [16]. Related researches on Kano model mainly involved classiication o quality type [17, 18, 19, 20], correction o Kano scale [14, 21, 22] and the application in relevant industries, etc. 2.3 Integration o QFD and Kano Model The integration o QFD and Kano Model has attracted the attention o many scholars, mostly concentrate on empirical research and mainly ocus on its application into dierent industries and veriication o its rationality. Berger et al. [21] put orward the coeicient o customer satisaction which is an important water-shed. According to Berger et al. [21], combining with Kano model, when considering the quality attribute o products, we should taking both the improvement o satisied and the damage o unsatisied about the quality attribute in customer satisaction into account. This thought has important

3 Appl. Math. In. Sci. 9, No. 1, (2015) / contribution and inluence on the ollow-up study. Matzler and Hinterhuber [23] introduced the coeicient o customer satisaction in the use o QFD, and believed that product development should satisied the must-be quality requirements o customer, and to be competitive in one-dimensional quality and to surpass competitors in attractive quality. But the study didn t speciy how to integrate Kano model into the application o QFD. Tan and Shen [24] proposed to integrate Kano model into QFD ramework in order to provide attractive product and give promotion to product R&D. Tan and Pawitra [25] integrated Kano model and SERVQUAL into QFD, and calculated the importance degree o customer requirements through assignment o dierent quality attributes. Tontini [26] introduced the adjustment actor as a row o the importance degree o customer requirements in QFD. Thus, it is not hard to see, the combination o QFD and Kano model has important application value in practice, but has not yet to orm a uniied ramework. 3 Product Conceptual Design Framework Based on the existing research [27, 28, 29], the author constructs the whole ramework o product conceptual design by the expansion o typical HOQ under the basic ramework o QFD combing with RAHP and Kano model, as shown in igure 2. requirements can be obtained by means o scenario analysis, market investigation, expert interviews, historical data and etc., and analyzed by means o 5W1H (Who, Why, When, What, Where, How) in order to orm more comprehensive understanding, which is the key input o ollow-up QFD analysis. 3.2 Hierarchical Analysis o CRs by KJ The inormation o customer requirements is oten diversiied in expressing, including advice, complaint, evaluation, want, etc. Thereore, the original data collected not only have multiarious content, but also have dierent concepts. Customer requirements inormation is o complexity and polysemy, and in order to cluster and simpliy such condition, KJ method is used to construct the hierarchical structures o customer requirements inormation. The speciic steps o KJ is omitted here or its not the ocus o the study, which can be consulted rom related literature and books. 3.3 Calculation o CRs Importance by RAHP According to [28], calculate the CRs importance by RAHP, with the steps as ollowing Build hierarchical structure o CRs Based on the questionnaire survey o AHP, unold customer requirements rom the irst level to the second level, rom the second to the third, and so on. Meanwhile, the number o sub-items o previous level must be less than nine to ensure the maneuverability and eectiveness o AHP evaluation Conduct AHP questionnaire survey and consistency inspection Fig. 2: Framework o Product Conceptual Design. 3.1 Acquisition o Customer Requirements To deeply dig and accurately grasp the customer requirements is the oundation o the success o product and service, and it is also the guarantee o successul implementation o QFD. The inormation o customer Collect and invite customers to participate in AHP questionnaire survey and obtain AHP judgment matrix. Suppose that there are l customers participating in AHP questionnaire survey, so the AHP judgment matrix can be expressed as: 1 P12 K Pk 1m P21 k 1 P k 2m P k = Pm1 k Pk m2 Pk mm in which, k=1,2,,l. Make consistency inspection o AHP judgment matrix by calculating consistency ratio CR. I CR > 0.1, judgment matrix gets adjusted; i CR 0.1, it shows that evaluation inormation o surveyed customers is o consistent.

4 292 W. Xiong et. al. : An Improved Algorithm or Product Conceptual Design Seek rough pairwise comparison matrix Build rough group decision matrix o CRs judgment inormation to get the rough number o each element in the matrix. Take l AHP judgment matrixes which have passed the consistency inspection and construct rough group decision matrix as ollows: 1 P12 P 1m P P21 1 P2m = Pm1 P m2 P mm } in which, Pe {P = e 1,P2 e,,pl e. Based on the algorithm o rough number, get rough number Pe k o each element included in Pe by: ( ) [ ] RN Pe k = Pe k,pe k+. And rough set Pe is: RN ( Pe ) ] [ ] [ ]} = {[Pe 1,Pe 1+, Pe 2,Pe 2+,, Pe l,pe l+ Based on the algorithm o rough number, seek average rough interval o P i j by: RN ( P e ) = [P e,p + e Then get the rough pairwise comparison matrix: [ [1,1] P 12,P + ] [ 12 P 1m,P + [ 1m] P 21,P 21] + [1,1] [P ] 2m P=,P+ 2m [. P m1,p m1 + ] [ P m2,p m2 + ] [1,1] [ ] in which, Pe,P+ e is a rough number, Pe is the lower limit and P e + is the upper limit Calculate the importance o CRs at all levels RN(q e )= [ ] m m m Pe, m e j=1 j=1p + ] 3.4 Adjustment o CRs Importance by Kano Model According to [24, 28], the relationship between customer satisaction and the perormance o product or service can be approximately expressed as a unction in Kano model, that is s= (k, p) with s representing customer satisaction, p representing product or service perormance, and k is the adjustment index o Kano classiication. Obviously, good product or service perormance can bring high customer satisaction. When compared with must-be quality, attractive quality can easily increase customer satisaction. Moreover, attractive attribute can increase customer satisaction quickly with the improvement o product perormance. Thereore, there is condition as: s/s> p/p in which, s and p represent customers satisaction and product perormance respectively, s and p represent increment o customers satisaction and increment o product perormance respectively or attractive attribute. In a similar way, there is condition as: s/s= p/p s/s< p/p or one-dimensional attribute and must-be attribute respectively. According to the research o Tan and Shen [24], the three relations above can be expressed with the equation by using an index k. s/s<k( p/p) in which, k > 1 or attractive attribute, k = 1 or one-dimensional attribute and 0 < k < 1 or must-be attribute [10,24]. Thereore, the equation can be urther transormed into: s=cp k in which c is constant. Suppose that s 0 and p 0 respectively represent customer satisaction and product perormance at present, s 1 and p 1 represent the target value o customer satisaction and the ideal level o product perormance respectively, thereore: s 0 = cp k 0 s 1 = cp k Get the undamental importance o CRs Multiply the importance o CRs at all levels by its corresponding importance o sub-level to get the undamental importance o CRs. Thus, we can get s 1 = cpk 1 s 0 cp k =( p 1 ) k p 0 0 R ad j =(IR 0 ) 1/k

5 Appl. Math. In. Sci. 9, No. 1, (2015) / where IR ad j represents the increasing rate o level ater adjustment, IR 0 represents the original increasing rate o level in the quality planning matrix o QFD, and k is the classiication index o Kano model. For must-be attribute, one-dimensional attribute and attractive attribute, the value o k can be 1/2, 1 and 2 respectively. 3.5 Construction o CRs-TCs Relationship Matrix It is similar to customer requirements acquisition that product technical inormation can also be obtained by scenario analysis, market investigation, and expert interviews, and etc., and then make hierarchical analysis by KJ method. Ater that, the two-dimensional HOQ matrix o CRs and TCs can be constructed. The evaluation o their relationship o each group between CRs and TCs should be completed by some experts who have a deep understanding about the company s product. Usually, strong, medium and weak are used to represent the degree o relationship between each pair o CRs and TCs. Every cell o the matrix will be scored. Then the CRs are connected with the TCs. 3.6 Transormation o TCs Importance From the above steps, the CRs have been prioritized by RAHP. Each requirement has an importance weight to indicate its order among all o the CRs. With the relationship matrix above and the methods o proportional allocation and independent distribution, the CRs importance weight can be transormed into the TCs importance weight. The importance weight o the TCs provides a guideline or designers. Then, the relatively important items can be pinpointed according to the TCs importance weight. The designers can put orward some product design solutions o product design according to the TCs priority and the technical easibility. 4 Simulation Study Veriication o the eectiveness o the product conceptual design ramework mentioned above is studied by simulation, which is built on the existing team research results o [28, 29, 30, 31], but with urther development. 4.1 Background The steering wheel is an important component o the car, which plays an important role in the control with the orward direction o the vehicle. In order to reduce later changes and shorten the development cycle, we try to apply QFD, RAHP, and Kano integrated to the design o steering wheel and transer the importance o customer requirements into the importance o technical characteristics with HOQ. Based on the evaluation o technical characteristics importance, the designers can determine which aspect should be emphasized on and take more resources. Through the new attempt above, it can improve the conceptual design quality o the steering wheel, and veriy the easibility and eectiveness o the method. Because o the specialism o steering wheel knowledge, in order to make sure to get the correct data and reliable results, we pay close attention to the ollowing work. First, we inished a lot o inormation collecting and literature studying at irst. At the same time, we conducted some interviews with car users, especially with some steering wheel designers. Besides, we consulted with some design experts to conirm the CRs and TCs. As or the prioritizing o CRs, we investigated nearly eighty our steering wheel designers to ill the AHP questionnaires. And when construct the HOQ matrix o CRs and TCs, we discuss the relationship o CRs and TCs and mark every cell o the matrix in a meeting. 4.2 Hierarchical Analysis o CRs and Determination o Importance Degree Ater repeated discussion and by use o KJ clustering method, customer requirements o steering wheel can be divided into the ollowing three levels as shown in table 1, such as the irst level customer satisaction, the second level saety, controllability, comort, reliability and durability, beautiul, and the third level which contains twenty-our items like non-slip, steering convenient, combination switch is easy to operate, etc. According to the step 3.3, we can get the importance degree o customer requirements, as shown in table 2. Here we just presented the results, and similarly hereinater. Rather than regurgitating, the calculating details is omitted which can be seen rom the previous step. In the synthesis o the contents above, we can get the HOQ o the steering wheel as shown in table 3. It is worth noting that the HOQ diagram has no ceiling. The ceiling in HOQ is mainly used to represent the relationship between technical characteristics, which is not the ocus o this study. Thereore, the ceiling is omitted in the HOQ, just customer requirements and its relative technical characteristics are represented. 4.3 Expand o TCs and Transormation o Importance Degree From table 3, ollowing the step 3.5 and 3.6, we can get the sequence o TCs importance, as shown in table 4.

6 294 W. Xiong et. al. : An Improved Algorithm or Product Conceptual Design... Table 1: Hierarchical structure o CRs First-level Second-level Third-level saety [1] material ireproo [2] steering wheel don t block the combination instrument [3] damage light when collision customer satisaction good controllability good comort reliability and durability beautiul [4] non-slip [5] steering convenient [6] combination switch is easy to operate [7] steering wheel don t run into other parts [8] operation o unction key is comortable and convenient [9] honk the horn any position are ringing [10] honk the horn eel even [11] good material tactility [12] grip comortably [13] no abnormal noise in use [14] steering wheel can absorb sweat [15] wear resistance [16] corrosion preventive [17] components don t loose [18] unction key not ailure [19] steering wheel don t drop epidermal [20] surace material do not ade [21] color coordinate with interior [22] good it between parts [23] good-looking surace material [24] attractive appearance Table 2: Importance degree o CRs Customer Fundamental Kano classiication Rate increase o level Product Importance requirements importance o CRs ater adjustment characteristic point degree o CRs [1] [0.18, 0.36] M [0.09, 0.18] [2] [0.52, 0.98] M [0.27, 0.52] [3] [0.22, 0.25] A [0.21, 0.24] [4] [0.04, 0.15] M [0.02, 0.08] [5] [0.63, 0.99] M [0.53, 0.98] [6] [0.24, 0.49] A [0.16, 0.33] [7] [0.30, 0.54] M [0.15, 0.29] [8] [0.06, 0.33] O [0.05, 0.26] [9] [0.15, 0.61] M [0.14, 0.57] [10] [0.05, 0.13] I [0.03, 0.09] [11] [0.17, 0.37] A [0.12, 0.26] [12] [0.12, 0.40] A [0.08, 0.27] [13] [0.31, 0.57] O [0.21, 0.40] [14] [0.05, 0.17] I [0.04, 0.14] [15] [0.06, 0.30] O [0.05, 0.24] [16] [0.02, 0.11] A [0.01, 0.08] [17] [0.40, 0.98] M [0.25, 0.61] [18] [0.16, 0.77] M [0.13, 0.63] [19] [0.05, 0.15] M [0.03, 0.08] [20] [0.04, 0.12] O [0.03, 0.08] [21] [0.09, 0.33] M [0.05, 0.17] [22] [0.18, 0.38] O [0.13, 0.27] [23] [0.04, 0.26] A [0.02, 0.17] [24] [0.08, 0.32] A [0.07, 0.23]

7 Appl. Math. In. Sci. 9, No. 1, (2015) / Table 3: HOQ diagram o steering wheel (partial) TCs CRs Steering convenient 3 3 Combination switch is easy to operate 1 5 Steering wheel don t run into other parts 3 5 Operation o unction key is comortable and convenient Honk the horn any position are ringing Honk the horn eel even Good material tactility 3 No abnormal noise in use Exterior Dimensions Mating dimensions Moment o inertia Vibration noise General arrangement Operating orce o speaker Operational direction o speaker Button itinerary Surace hardness Table 4: Importance order o TCs (top 15) Importance Technical Characteristics RN(w j) Order 1 Dimensions [0.43, 0.92] 2 Skeleton structure [0.34, 0.56] 3 Exterior [0.18, 0.50] 4 Skeleton weight [0.22, 0.46] 5 General arrangement [0.19, 0.49] 6 Button damping [0.12, 0.44] 7 Contact structure o horn [0.08, 0.36] 8 Vibration noise [0.12, 0.33] 9 Surace quality [0.09, 0.28] 10 Mating dimensions [0.10, 0.27] 11 Moment o inertia [0.13, 0.25] 12 Operational direction o speaker [0.05, 0.23] 13 Button itinerary [0.01, 0.21] 14 Operating orce o speaker [0.07, 0.17] 15 Weather-ability [0.05, 0.16] According to the importance sequence o technical characteristics, we can determine the conceptual design scheme o one kind o steering wheel. The designer should be ocus on the design index which has a high importance weight and put time and energy into them. For example, in this example, the top 10 TCs (dimensions, skeleton structure, exterior, skeleton weight, general arrangement, button damping, contact structure o horn, vibration noise, surace quality, mating dimensions) should be satisied irstly in the process o steering wheel designing. Obviously, the designers can put orward a new product design solution according to the data rom Table 4. And the new product design can ully meet the customer requirements, which was acknowledged by the very experienced designers and experts in the company and market. 5 Conclusions and Suggestions This research constructs the ramework o product conceptual design, being based on QFD and integrating with RAHP and Kano model. The application o product conceptual design in steering wheel illustrates that it can reasonably and eectively transer customer requirements and its importance into product technical characteristics and its importance, and help the designer determine the scheme o product design. The ramework o product conceptual design can help to stimulate the creativity o product concept, build the marketing highlight o products, and improve the development level o product concept. Moreover, it can improve the adaptability o the product, reduce the later design change, and shorten the period o research and development. Meanwhile, it is inspirational to the management practice o enterprise. Conceptual design is the key decision linking with the enterprise and market. On the one hand, the decision-making o conceptual design tightly coupling with market development strategy through the target orientation, which can not only avoid the product development with unclear target orientation, but also can eectively support the achievement o the strategic target o enterprise. On the other hand, through evaluation o conceptual design scheme, it can connect with the decision-making o detailed design, assembly design and manuacturing, and try to resolve the problem in the conceptual design phase.

8 296 W. Xiong et. al. : An Improved Algorithm or Product Conceptual Design... However, the model o product conceptual design has not been widely used in the practice o product development because o some restrictions. Its practical value has been aected certainly, and it still needs to be urther expansion. In the uture, we can urther expand the house o quality, transer the technical characteristics into process requirements, and inally converted it into the requirements o manuacturing stage. Thereby, the basis or decision-making can be provided in production. Nevertheless, the decision-making o conceptual design is not only a technical decision problem, but also an economic decision problem. Thereore, it needs the support o systematic analytical method combining with technical and economic measures. In the uture, it should also consider the economic easibility o the conceptual design scheme. Only then can we ind the best solutions to product conceptual design. Acknowledgement This work was supported by the Major Project o the National Social Science Foundation o China under Grant No. 12&ZD206, the Major Research Project o the National Natural Science Foundation o China under Grant No and the Natural Science Foundation o Zhejiang Province under Grant No. Y Reerences [1] B.K. Jr. Simpson, D. Schaeer, Systematic design method or large-scale manuacturing o abricated polymers. San Diego, United states: American Society o Mechanical Engineers, (2010). [2] S. Aungst, R. Barton, D. Wilson, The virtual integrated design method: institute or study o business markets. Pennsylvania State University, Pennsylvania State, (2001). [3] M.J. French (1985) Conceptual design or engineers. London, UK: The Design Council (1-97). [4] J.J. Cristiano, J.K. Liker, C.C. White, Customer-driven product development through quality unction deployment in the U.S. and Japan, Journal o Product Innovation Management, 17, (2000). [5] L.P. Sullivan, Quality unction deployment. Quality Progress, 19, (1986). [6] K. Bergquist, J. Abeysekera, Quality unction deployment (QFD)-A means or developing usable products. International Journal o Industrial Ergonomics, 18, (1996). [7] M. Benner, A.R. Linnemann, W.M. F. Jongen, P. Folstar, Quality Function Deployment (QFD)-can it be used to develop ood products?. Food Quality and Preerence, 14, (2003). [8] M. Bevilacqua, F.E. Ciarapica, G. Giacchetta, A uzzy-qfd approach to supplier selection. Journal o Purchasing and Supply Management, 12, (2006). [9] N. Leon, I.H. Aguayo, A new model o the conceptual design process using QFD/FA/TRIZ. TRIZ Journal, 3-15 (1998). [10] K.C. Tan, M. Xie, X.X. Shen, Development o innovative products using Kano s model quality unction deployment. International Journal o Innovation Management, 3, (1999). [11] E. Domb, QFD and TIPS/TRIZ. TRIZ Journal, 11, (2001). [12] L. Chen, W. Ko, A uzzy nonlinear model or quality unction deployment considering Kano s concept. Mathematical and Computer Modelling, 48, (2008). [13] N. Kano, N. Seraku, F. Takahashi, Attractive quality and must-be quality. Journal o the Japanese Society or Quality Control, 14, (1984). [14] M.C. Lee, J.F. Newcomb, Applying the Kano methodology to meet customer requirements: NASA s Microgravity science program. Quality Management Journal, 4, (1997). [15] G.H. Watson, Customer ocus and competitiveness, in Stephens, K.S, (Ed.), Six Sigmaand Related Studies in the Quality Disciplines. ASQ Quality Press, Milwaukee, WI (2003). [16] Y. Kuo, Integrating Kano s Model into Web-community Service Quality, Total Quality Management, 15, (2004). [17] P. Moura e Sa, P. Saraiva, The development o an ideal kindergarten through concept engineering/quality unction deployment. Total Quality Management, 12, (2001). [18] T.A. Pawitra, K.C. Tan, Tourist satisaction in Singaporea perspective rom Indonesian tourists. Managing Service Quality, 13, (2003). [19] C.C. Yang, Establishment and applications o the integrated model o service quality measurement. Managing Service Quality, 13, (2003). [20] L. Witell, M. Logren, Classiication o quality attributes. Managing Service Quality, 17, (2007). [21] C. Berger, R. Blauth, D. Boger, C. Bolster, G. Burchill, W. DuMouchel, F. Pouliot, R. Richter, A. Rubino, D. Shen, M. Timko, D. Walden, Kano s methods or understanding customer-deined quality. The Center or Quality Management Journal, 2, 1-37 (1993). [22] M. Logren, L. Witell, Kano s theory o attractive quality and packaging. Quality Management Journal, 12, 7-20 (2005). [23] K. Matzler, H.H. Hinterhuber, How to make product development projects more successul by integrating Kano s model o customer satisaction into quality unction deployment. Technovation, 18, (1998). [24] K.C. Tan, X.X. Shen, Integrating Kano s model in the planning matrix o quality unction deployment. Total Quality Management, 11, (2000). [25] K.C. Tan, T.A. Pawitra, Integrating SERVQUAL and Kano s model into QFD or service excellence development. Managing Service Quality, 11, (2001). [26] G. Tontini, Integrating the Kano Model and QFD or Designing New Products. Total Quality Management & Business Excellence, 18, (2007). [27] X.T. Wang, W. Xiong, Rough AHP approach or determining the importance ratings o customer requirements in QFD. Computer Integrated Manuacturing Systems, 16, (2010).

9 Appl. Math. In. Sci. 9, No. 1, (2015) / [28] J.L. Wang, Methodological research o conceptual design based on quality unction deployment. Zhejiang University Hangzhou China, (2011). [29] J.L. Wang, Product concept generation and evaluation based on QFD and Rough Set Theory. International Conerence on Industrial and Intelligent Inormation Yunnan China, (2010). [30] W. Xiong, Quality Function Deployment. Chemical Industry Press Beijing China, (2005). [31] W. Xiong, Quality Function Deployment-rom theory to practice. Science Press Beijing China, (2009). Wei Xiong is a proessor o Business Management at Zhejiang University. He is also the director o the Institute o Quality and Perormance Management. His research interests include quality unction deployment, quality innovation, ecological quality and health quality. Yubing Yu is a PhD student in Business Management at School o Management in Zhejiang University. He is also a researcher in the Institute o Quality and Perormance Management. His research interests mainly include regional quality evaluation, supply chain quality management and the application o QFD in supply chain. Juanli Wang is a teacher in Economics & Management Engineering Department, Zhejiang Water Conservancy & Hydropower College. She received her PhD degree in Business Management at Zhejiang University. Her research interests involve quality management and quality unction deployment.

Integrating Kano's Model into Quality Function Deployment to Facilitate Decision Analysis for Service Quality

Integrating Kano's Model into Quality Function Deployment to Facilitate Decision Analysis for Service Quality Proceedings of the 8th WSEAS Int. Conference on Mathematics and Computers in Business and Economics, Vancouver, Canada, June 19-21, 2007 226 Integrating Kano's Model into Quality Function Deployment to

More information

A MPCP-Based Centralized Rate Control Method for Mobile Stations in FiWi Access Networks

A MPCP-Based Centralized Rate Control Method for Mobile Stations in FiWi Access Networks A MPCP-Based Centralized Rate Control Method or Mobile Stations in FiWi Access Networks 215 IEEE. Personal use o this material is permitted. Permission rom IEEE must be obtained or all other uses, in any

More information

Maintenance Scheduling Optimization for 30kt Heavy Haul Combined Train in Daqin Railway

Maintenance Scheduling Optimization for 30kt Heavy Haul Combined Train in Daqin Railway 5th International Conerence on Civil Engineering and Transportation (ICCET 2015) Maintenance Scheduling Optimization or 30kt Heavy Haul Combined Train in Daqin Railway Yuan Lin1, a, Leishan Zhou1, b and

More information

Why focus on assessment now?

Why focus on assessment now? Assessment in th Responding to your questions. Assessment is an integral part o teaching and learning I this sounds amiliar to you it s probably because it is one o the most requently quoted lines rom

More information

An Evaluation Model for Determining Insurance Policy Using AHP and Fuzzy Logic: Case Studies of Life and Annuity Insurances

An Evaluation Model for Determining Insurance Policy Using AHP and Fuzzy Logic: Case Studies of Life and Annuity Insurances Proceedings of the 8th WSEAS International Conference on Fuzzy Systems, Vancouver, British Columbia, Canada, June 19-21, 2007 126 An Evaluation Model for Determining Insurance Policy Using AHP and Fuzzy

More information

FIXED INCOME ATTRIBUTION

FIXED INCOME ATTRIBUTION Sotware Requirement Speciication FIXED INCOME ATTRIBUTION Authors Risto Lehtinen Version Date Comment 0.1 2007/02/20 First Drat Table o Contents 1 Introduction... 3 1.1 Purpose o Document... 3 1.2 Glossary,

More information

!!! Technical Notes : The One-click Installation & The AXIS Internet Dynamic DNS Service. Table of contents

!!! Technical Notes : The One-click Installation & The AXIS Internet Dynamic DNS Service. Table of contents Technical Notes: One-click Installation & The AXIS Internet Dynamic DNS Service Rev: 1.1. Updated 2004-06-01 1 Table o contents The main objective o the One-click Installation...3 Technical description

More information

CREATING MENTOR NETWORKS IN THE OSCE REGION: A Practical Roadmap. Organization for Security and Co-operation in Europe

CREATING MENTOR NETWORKS IN THE OSCE REGION: A Practical Roadmap. Organization for Security and Co-operation in Europe CREATING MENTOR NETWORKS IN THE OSCE REGION: A Practical Roadmap. Organization or Security and Co-operation in Europe table o contents Project Partners: The Organization or Security and Co-operation in

More information

Is the trailing-stop strategy always good for stock trading?

Is the trailing-stop strategy always good for stock trading? Is the trailing-stop strategy always good or stock trading? Zhe George Zhang, Yu Benjamin Fu December 27, 2011 Abstract This paper characterizes the trailing-stop strategy or stock trading and provides

More information

Study of data structure and algorithm design teaching reform based on CDIO model

Study of data structure and algorithm design teaching reform based on CDIO model Study of data structure and algorithm design teaching reform based on CDIO model Li tongyan, Fu lin (Chengdu University of Information Technology, 610225, China) ABSTRACT CDIO is a new and innovative engineering

More information

Financial Services [Applications]

Financial Services [Applications] Financial Services [Applications] Tomáš Sedliačik Institute o Finance University o Vienna tomas.sedliacik@univie.ac.at 1 Organization Overall there will be 14 units (12 regular units + 2 exams) Course

More information

A logistic regression approach to estimating customer profit loss due to lapses in insurance

A logistic regression approach to estimating customer profit loss due to lapses in insurance Insurance Markets and Companies: Analyses and Actuarial Computations, Volume, Issue, Montserrat Guillén Estany (Spain), Ana María Pérez-Marín (Spain), Manuela Alcañiz Zanón (Spain) A logistic regression

More information

A RAPID METHOD FOR WATER TARGET EXTRACTION IN SAR IMAGE

A RAPID METHOD FOR WATER TARGET EXTRACTION IN SAR IMAGE A RAPI METHO FOR WATER TARGET EXTRACTION IN SAR IMAGE WANG ong a, QIN Ping a ept. o Surveying and Geo-inormatic Tongji University, Shanghai 200092, China. - wangdong75@gmail.com ept. o Inormation, East

More information

THE DIFFERENCE BETWEEN COEFFICIENT-OF-FRICTION AND DRAG FACTOR

THE DIFFERENCE BETWEEN COEFFICIENT-OF-FRICTION AND DRAG FACTOR THE DIERECE BETWEE COEICIET-O-RICTIO AD DRAG ACTOR Mark George, Am SAE-A Director, Accident Investigation Services Pty Ltd, Sydney, Australia. May 2005 The terms coeicient-o-riction (µ) and drag actor

More information

Risk Arbitrage Performance for Stock Swap Offers with Collars

Risk Arbitrage Performance for Stock Swap Offers with Collars Risk Arbitrage Perormance or Stock Swap Oers with Collars Ben Branch Isenberg School o Management University o Massachusetts at Amherst, MA 01003 Phone: 413-5455690 Email: branchb@som.umass.edu Jia Wang

More information

THE MODELING AND CALCULATION OF SOUND RADIATION FROM FACILITIES WITH GAS FLOWED PIPES INTRODUCTION

THE MODELING AND CALCULATION OF SOUND RADIATION FROM FACILITIES WITH GAS FLOWED PIPES INTRODUCTION THE MODELING AND CALCULATION OF SOUND ADIATION FOM FACILITIES WITH GAS FLOWED PIPES INTODUCTION Analysis o the emission caused by industrial acilities like chemical plants, reineries or other production

More information

Quality assurance of solar thermal systems with the ISFH- Input/Output-Procedure

Quality assurance of solar thermal systems with the ISFH- Input/Output-Procedure Quality assurance o solar thermal systems with the ISFH- Input/Output-Procedure Peter Paerisch * and Klaus Vanoli Institut uer Solarenergieorschung Hameln (ISFH), Am Ohrberg 1, 31860 Emmerthal, Germany

More information

Information Technology and Knowledge Management

Information Technology and Knowledge Management Information Technology and Knowledge Management E. Shimemura and Y. Nakamori Japan Advanced Institute of Science and Technology 1-1 Asahidai, Tatsunokuchi, Ishikawa 923-1292, Japan Abstract This paper

More information

Options on Stock Indices, Currencies and Futures

Options on Stock Indices, Currencies and Futures Options on Stock Indices, Currencies and utures It turns out that options on stock indices, currencies and utures all have something in common. In each o these cases the holder o the option does not get

More information

Manufacturing and Fractional Cell Formation Using the Modified Binary Digit Grouping Algorithm

Manufacturing and Fractional Cell Formation Using the Modified Binary Digit Grouping Algorithm Proceedings o the 2014 International Conerence on Industrial Engineering and Operations Management Bali, Indonesia, January 7 9, 2014 Manuacturing and Fractional Cell Formation Using the Modiied Binary

More information

MULTI ATTRIBUTE DECISION MAKING FOR MOBILE PHONE SELECTION

MULTI ATTRIBUTE DECISION MAKING FOR MOBILE PHONE SELECTION MULTI ATTRIBUTE DECISION MAKING FOR MOBILE PHONE SELECTION Sandeepak Saket 1, Vidyapati Purbey 2, Jagadish 3, Amitava Ray 4 1 B.Tech, Mechanical Engineering, NIT Silchar, Assam, India 2 B.Tech, Mechanical

More information

Power functions: f(x) = x n, n is a natural number The graphs of some power functions are given below. n- even n- odd

Power functions: f(x) = x n, n is a natural number The graphs of some power functions are given below. n- even n- odd 5.1 Polynomial Functions A polynomial unctions is a unction o the orm = a n n + a n-1 n-1 + + a 1 + a 0 Eample: = 3 3 + 5 - The domain o a polynomial unction is the set o all real numbers. The -intercepts

More information

Calibration and Uncertainties of Pipe Roughness Height

Calibration and Uncertainties of Pipe Roughness Height 9 th IWA/IAHR Conerence on Urban Drainage Modelling Calibration and Uncertainties o Pipe Roughness Height Kailin Yang, Yongxin Guo, Xinlei Guo,Hui Fu and Tao Wang China Institute o Water Resources and

More information

THE EFFECT OF THE SPINDLE SYSTEM ON THE POSITION OF CIRCULAR SAW TEETH A STATIC APPROACH

THE EFFECT OF THE SPINDLE SYSTEM ON THE POSITION OF CIRCULAR SAW TEETH A STATIC APPROACH TRIESKOVÉ A BEZTRIESKOVÉ OBRÁBANIE DREVA 2006 12. - 14. 10. 2006 305 THE EFFECT OF THE SPINDLE SYSTEM ON THE POSITION OF CIRCULAR SAW TEETH A STATIC APPROACH Roman Wasielewski - Kazimierz A. Orłowski Abstract

More information

AM Receiver. Prelab. baseband

AM Receiver. Prelab. baseband AM Receiver Prelab In this experiment you will use what you learned in your previous lab sessions to make an AM receiver circuit. You will construct an envelope detector AM receiver. P1) Introduction One

More information

How To Improve Training

How To Improve Training Integration of SERVQUAL and KANO Model Into QFD To Improve Quality of Simulation-Based Training on Project Management Arief Rahmana 1, Mustofa Kamil 2, Endang Soemantri 3, Ayi Olim 4 1 Industrial Engineering,

More information

QUALITY FUNCTION DEPLOYMENT (QFD) FOR SERVICES HANDBOOK MBA Luis Bernal Dr. Utz Dornberger MBA Alfredo Suvelza MBA Trevor Byrnes

QUALITY FUNCTION DEPLOYMENT (QFD) FOR SERVICES HANDBOOK MBA Luis Bernal Dr. Utz Dornberger MBA Alfredo Suvelza MBA Trevor Byrnes International SEPT Program QUALITY FUNCTION DEPLOYMENT (QFD) FOR SERVICES HANDBOOK MBA Luis Bernal Dr. Utz Dornberger MBA Alfredo Suvelza MBA Trevor Byrnes SEPT Program March 09 Contents DEFINITION...

More information

Public Policy and Market Competition: How the Master Settlement Agreement Changed the Cigarette Industry

Public Policy and Market Competition: How the Master Settlement Agreement Changed the Cigarette Industry Public Policy and Market Competition: How the Master Settlement Agreement Changed the Cigarette Industry Berkeley Electronic Journal o Economic Analysis and Policy: Advances SUPPLEMENTAL APPENDIX Federico

More information

How To Find Out What Your Needs And Wants Are From Your Job

How To Find Out What Your Needs And Wants Are From Your Job MBA STUDENTS WANTS AND NEEDS: A KANO APPROACH Ajay K. Aggarwal, Else School of Management, Millsaps College, Jackson, MS 39210-0001, (601) 974-1270, aggarak@millsaps.edu Raymond A. Phelps, Else School

More information

A performance analysis of EtherCAT and PROFINET IRT

A performance analysis of EtherCAT and PROFINET IRT A perormance analysis o EtherCAT and PROFINET IRT Conerence paper by Gunnar Prytz ABB AS Corporate Research Center Bergerveien 12 NO-1396 Billingstad, Norway Copyright 2008 IEEE. Reprinted rom the proceedings

More information

Factors Affecting the Adoption of Global Sourcing: A Case Study of Tuskys Supermarkets, Kenya

Factors Affecting the Adoption of Global Sourcing: A Case Study of Tuskys Supermarkets, Kenya IOSR Journal o Business and Management (IOSR-JBM) e-issn: 2278-487X, p-issn: 2319-7668. Volume 16, Issue 4. Ver. V (Apr. 214), PP 72-76 Factors Aecting the Adoption o Global Sourcing: A Case Study o Tuskys

More information

Copyright 2005 IEEE. Reprinted from IEEE MTT-S International Microwave Symposium 2005

Copyright 2005 IEEE. Reprinted from IEEE MTT-S International Microwave Symposium 2005 Copyright 2005 IEEE Reprinted rom IEEE MTT-S International Microwave Symposium 2005 This material is posted here with permission o the IEEE. Such permission o the IEEE does t in any way imply IEEE endorsement

More information

Using quantum computing to realize the Fourier Transform in computer vision applications

Using quantum computing to realize the Fourier Transform in computer vision applications Using quantum computing to realize the Fourier Transorm in computer vision applications Renato O. Violin and José H. Saito Computing Department Federal University o São Carlos {renato_violin, saito }@dc.uscar.br

More information

The Tangled Web of Agricultural Insurance: Evaluating the Impacts of Government Policy

The Tangled Web of Agricultural Insurance: Evaluating the Impacts of Government Policy The Tangled Web o Agricultural Insurance: Evaluating the Impacts o Government Policy Jason Pearcy Vincent Smith July 7, 2015 Abstract This paper examines the eects o changes in major elements o the U.S.

More information

The Application of ANP Models in the Web-Based Course Development Quality Evaluation of Landscape Design Course

The Application of ANP Models in the Web-Based Course Development Quality Evaluation of Landscape Design Course , pp.291-298 http://dx.doi.org/10.14257/ijmue.2015.10.9.30 The Application of ANP Models in the Web-Based Course Development Quality Evaluation of Landscape Design Course Xiaoyu Chen 1 and Lifang Qiao

More information

How To Write A Paper On The Brain Reaction Index During Mental Calculation Rom The Ew

How To Write A Paper On The Brain Reaction Index During Mental Calculation Rom The Ew , pp.123-132 http://dx.doi.org/10.14257/ijbsbt.2014.6.4.12 Suggestion o a ew Brain Reaction Index or the EEG Signal Identiication and Analysis Jungeun Lim 1, Bohyeok Seo 2 and Soonyong Chun * 1 School

More information

Retrospective Test for Loss Reserving Methods - Evidence from Auto Insurers

Retrospective Test for Loss Reserving Methods - Evidence from Auto Insurers Retrospective Test or Loss Reserving Methods - Evidence rom Auto Insurers eng Shi - Northern Illinois University joint work with Glenn Meyers - Insurance Services Oice CAS Annual Meeting, November 8, 010

More information

Thermal Management of OSRAM OSTAR Projection Light Source Application Note

Thermal Management of OSRAM OSTAR Projection Light Source Application Note Thermal Management o OSRAM OSTAR Projection Light Source Application Note Abstract This application note provides an introduction to the thermal undamentals o the compact LED high power light source OSRAM

More information

Labor Demand. 1. The Derivation of the Labor Demand Curve in the Short Run:

Labor Demand. 1. The Derivation of the Labor Demand Curve in the Short Run: CON 361: Labor conomics 1. The Derivation o the Curve in the Short Run: We ill no complete our discussion o the components o a labor market by considering a irm s choice o labor demand, beore e consider

More information

Software Test Project Management - Tools & Techniques

Software Test Project Management - Tools & Techniques Software Test Project Management - Tools & Techniques A software development project typically has 5-0% effort spent on testing the system. This article talks about nine different phases of a testing project

More information

A NOVEL ALGORITHM WITH IM-LSI INDEX FOR INCREMENTAL MAINTENANCE OF MATERIALIZED VIEW

A NOVEL ALGORITHM WITH IM-LSI INDEX FOR INCREMENTAL MAINTENANCE OF MATERIALIZED VIEW A NOVEL ALGORITHM WITH IM-LSI INDEX FOR INCREMENTAL MAINTENANCE OF MATERIALIZED VIEW 1 Dr.T.Nalini,, 2 Dr. A.Kumaravel, 3 Dr.K.Rangarajan Dept o CSE, Bharath University Email-id: nalinicha2002@yahoo.co.in

More information

Development and application of lightweight cloud platform workflow system

Development and application of lightweight cloud platform workflow system Abstract Development and application o lightweight cloud platorm worklow system Qing Hou *, Qingsheng Xie, Shaobo Li Key Laboratory o Advanced Manuacturing Technology, Ministry o Education, Guizhou University,

More information

A Proposal for Estimating the Order Level for Slow Moving Spare Parts Subject to Obsolescence

A Proposal for Estimating the Order Level for Slow Moving Spare Parts Subject to Obsolescence usiness, 2010, 2, 232-237 doi:104236/ib201023029 Published Online September 2010 (http://wwwscirporg/journal/ib) A Proposal or Estimating the Order Level or Slow Moving Spare Parts Subject to Obsolescence

More information

The Analysis of Two-Phase Condensation Heat Transfer Models Based on the Comparison of the Boundary Condition

The Analysis of Two-Phase Condensation Heat Transfer Models Based on the Comparison of the Boundary Condition Acta Polytechnica Hungarica Vol. 9, No. 6, 2012 The Analysis o Two-Phase Condensation Heat Transer Models Based on the Comparison o the Boundary Condition Róbert Sánta College o Applied Sciences Subotica

More information

Quality Function Deployment

Quality Function Deployment PRODUCT BRIEF DEVELOPMENT TOOLS Quality Function Deployment In a few words: The voice of the customer translated into the voice of the engineer. To design a product well, a design teams needs to know what

More information

The Tangled Web of Agricultural Insurance: Evaluating the Impacts of Government Policy

The Tangled Web of Agricultural Insurance: Evaluating the Impacts of Government Policy Journal o Agricultural and Resource Economics 40(1):80 111 ISSN 1068-5502 Copyright 2015 Western Agricultural Economics Association The Tangled Web o Agricultural Insurance: Evaluating the Impacts o Government

More information

A Tabu Search Algorithm for the Parallel Assembly Line Balancing Problem

A Tabu Search Algorithm for the Parallel Assembly Line Balancing Problem G.U. Journal o Science (): 33-33 (9) IN PRESS www.gujs.org A Tabu Search Algorithm or the Parallel Assembly Line Balancing Problem Uğur ÖZCAN, Hakan ÇERÇĐOĞLU, Hadi GÖKÇEN, Bilal TOKLU Selçuk University,

More information

Offshore Oilfield Development Planning under Uncertainty and Fiscal Considerations

Offshore Oilfield Development Planning under Uncertainty and Fiscal Considerations Oshore Oilield Development Planning under Uncertainty and Fiscal Considerations Vijay Gupta 1 and Ignacio E. Grossmann 2 Department o Chemical Engineering, Carnegie Mellon University Pittsburgh, PA 15213

More information

A comprehensive framework for selecting an ERP system

A comprehensive framework for selecting an ERP system International Journal of Project Management 22 (2004) 161 169 www.elsevier.com/locate/ijproman A comprehensive framework for selecting an ERP system Chun-Chin Wei, Mao-Jiun J. Wang* Department of Industrial

More information

Investment Analysis (FIN 670) Fall 2009. Homework 5

Investment Analysis (FIN 670) Fall 2009. Homework 5 Investment Analysis (FIN 670) Fall 009 Homework 5 Instructions: please read careully You should show your work how to get the answer or each calculation question to get ull credit The due date is Tuesday,

More information

Small Cell Traffic Balancing Over Licensed and Unlicensed Bands

Small Cell Traffic Balancing Over Licensed and Unlicensed Bands 1 Small Cell Traic Balancing Over Licensed and Unlicensed Bands Feilu Liu, Erdem Bala, Elza Erkip, Mihaela C. Beluri and Rui Yang arxiv:1501.00203v1 [cs.ni] 31 Dec 2014 Abstract The 3rd Generation Partnership

More information

MULTIPLE-OBJECTIVE DECISION MAKING TECHNIQUE Analytical Hierarchy Process

MULTIPLE-OBJECTIVE DECISION MAKING TECHNIQUE Analytical Hierarchy Process MULTIPLE-OBJECTIVE DECISION MAKING TECHNIQUE Analytical Hierarchy Process Business Intelligence and Decision Making Professor Jason Chen The analytical hierarchy process (AHP) is a systematic procedure

More information

THE EFFECTIVENESS OF INTEGRATING KANO MODEL AND SERVQUAL INTO QUALITY FUNCTION DEPLOYMENT (QFD) FOR DEVELOPING TRAINING COURSES MODEL

THE EFFECTIVENESS OF INTEGRATING KANO MODEL AND SERVQUAL INTO QUALITY FUNCTION DEPLOYMENT (QFD) FOR DEVELOPING TRAINING COURSES MODEL THE EFFECTIVENESS OF INTEGRATING KANO MODEL AND SERVQUAL INTO QUALITY FUNCTION DEPLOYMENT (QFD) FOR DEVELOPING TRAINING COURSES MODEL Mohd Saiful Izwaan bin Saadon Malaysian Institute of Industrial Technology,

More information

SIMPLIFIED CBA CONCEPT AND EXPRESS CHOICE METHOD FOR INTEGRATED NETWORK MANAGEMENT SYSTEM

SIMPLIFIED CBA CONCEPT AND EXPRESS CHOICE METHOD FOR INTEGRATED NETWORK MANAGEMENT SYSTEM SIMPLIFIED CBA CONCEPT AND EXPRESS CHOICE METHOD FOR INTEGRATED NETWORK MANAGEMENT SYSTEM Mohammad Al Rawajbeh 1, Vladimir Sayenko 2 and Mohammad I. Muhairat 3 1 Department o Computer Networks, Al-Zaytoonah

More information

Credit Risk Comprehensive Evaluation Method for Online Trading

Credit Risk Comprehensive Evaluation Method for Online Trading Credit Risk Comprehensive Evaluation Method for Online Trading Company 1 *1, Corresponding Author School of Economics and Management, Beijing Forestry University, fankun@bjfu.edu.cn Abstract A new comprehensive

More information

Darcy Friction Factor Formulae in Turbulent Pipe Flow

Darcy Friction Factor Formulae in Turbulent Pipe Flow Darcy Friction Factor Formulae in Turbulent Pipe Flow Jukka Kiijärvi Lunowa Fluid Mechanics Paper 110727 July 29, 2011 Abstract The Darcy riction actor in turbulent pipe low must be solved rom the Colebrook

More information

Eye Gaze Tracking Under Natural Head Movements

Eye Gaze Tracking Under Natural Head Movements Eye Gaze Tracking Under Natural Head Movements Zhiwei Zhu and Qiang Ji Department o ECE, Rensselaer Polytechnic Institute, Troy, NY,12180 {zhuz,jiq}@rpi.edu Abstract Most available remote eye gaze trackers

More information

QoS EVALUATION OF CLOUD SERVICE ARCHITECTURE BASED ON ANP

QoS EVALUATION OF CLOUD SERVICE ARCHITECTURE BASED ON ANP QoS EVALUATION OF CLOUD SERVICE ARCHITECTURE BASED ON ANP Mingzhe Wang School of Automation Huazhong University of Science and Technology Wuhan 430074, P.R.China E-mail: mingzhew@gmail.com Yu Liu School

More information

A FRAMEWORK FOR AUTOMATIC FUNCTION POINT COUNTING

A FRAMEWORK FOR AUTOMATIC FUNCTION POINT COUNTING A FRAMEWORK FOR AUTOMATIC FUNCTION POINT COUNTING FROM SOURCE CODE Vinh T. Ho and Alain Abran Sotware Engineering Management Research Laboratory Université du Québec à Montréal (Canada) vho@lrgl.uqam.ca

More information

Comparative Analysis of FAHP and FTOPSIS Method for Evaluation of Different Domains

Comparative Analysis of FAHP and FTOPSIS Method for Evaluation of Different Domains International Journal of Research Studies in Computer Science and Engineering (IJRSCSE) August 2015, PP 58-62 ISSN 2349-4840 (Print) & ISSN 2349-4859 (Online) www.arcjournals.org Comparative Analysis of

More information

Chinese Automobile Brand International Marketing Target Market Selection Model Based on AHP

Chinese Automobile Brand International Marketing Target Market Selection Model Based on AHP Chinese Automobile Brand International Marketing Target Market Selection Model Based on AHP Xiaoming-Tao School of Management Shanghai University of Engineering Science Shanghai, China Yubin-Qian Shanghai

More information

High School Students Who Take Acceleration Mechanisms Perform Better in SUS Than Those Who Take None

High School Students Who Take Acceleration Mechanisms Perform Better in SUS Than Those Who Take None May 2008 Dr. Eric J. Smith, Commissioner Dr. Willis N. Holcombe, Chancellor High School Who Take Acceleration Mechanisms Perorm Better in SUS Than Those Who Take None Edition 2008-01 Introduction. is one

More information

Risk and Return: Estimating Cost of Capital

Risk and Return: Estimating Cost of Capital Lecture: IX 1 Risk and Return: Estimating Cost o Capital The process: Estimate parameters or the risk-return model. Estimate cost o equity. Estimate cost o capital using capital structure (leverage) inormation.

More information

Problem Set 5 Work and Kinetic Energy Solutions

Problem Set 5 Work and Kinetic Energy Solutions MASSACHUSETTS INSTITUTE OF TECHNOLOGY Department o Physics Physics 8.1 Fall 1 Problem Set 5 Work and Kinetic Energy Solutions Problem 1: Work Done by Forces a) Two people push in opposite directions on

More information

Measuring the 2D Vector Aspect of Momentum Using Only One Dimension. Andrew Ferstl and Nathan Moore Winona State University, Winona, MN

Measuring the 2D Vector Aspect of Momentum Using Only One Dimension. Andrew Ferstl and Nathan Moore Winona State University, Winona, MN Measuring the D Vector Aspect o Momentum Using Only One Dimension Andrew Ferstl and Nathan Moore Winona State University, Winona, MN Without the use o cameras to record D motion and an appropriate analysis

More information

Table 1 Mechanical Properties of Pipe Table 2 Section Properties of Pipe and Reinforcing Dowel The Fitting with the Rib

Table 1 Mechanical Properties of Pipe Table 2 Section Properties of Pipe and Reinforcing Dowel The Fitting with the Rib Table 1 Mechanical Properties o Pipe Material Minimum Minimum Allowable Modulus Tensile Yield Yield o trength trength trength* Elasticity (psi) (psi) (psi) (ksi) Aluminum 6063-T6 Pipe ATM429 30,000 25,000

More information

Pattern recognition using multilayer neural-genetic algorithm

Pattern recognition using multilayer neural-genetic algorithm Neurocomputing 51 (2003) 237 247 www.elsevier.com/locate/neucom Pattern recognition using multilayer neural-genetic algorithm Yas Abbas Alsultanny, Musbah M. Aqel Computer Science Department, College o

More information

Vendor Evaluation and Rating Using Analytical Hierarchy Process

Vendor Evaluation and Rating Using Analytical Hierarchy Process Vendor Evaluation and Rating Using Analytical Hierarchy Process Kurian John, Vinod Yeldho Baby, Georgekutty S.Mangalathu Abstract -Vendor evaluation is a system for recording and ranking the performance

More information

An approach of detecting structure emergence of regional complex network of entrepreneurs: simulation experiment of college student start-ups

An approach of detecting structure emergence of regional complex network of entrepreneurs: simulation experiment of college student start-ups An approach of detecting structure emergence of regional complex network of entrepreneurs: simulation experiment of college student start-ups Abstract Yan Shen 1, Bao Wu 2* 3 1 Hangzhou Normal University,

More information

EFFECTIVE ASSESSMENTS OF INTEGRATED ANIMATIONS -- EXPLORING DYNAMIC PHYSICS INSTRUCTION FOR COLLEGE STUDENTS LEARNING AND ATTITUDES

EFFECTIVE ASSESSMENTS OF INTEGRATED ANIMATIONS -- EXPLORING DYNAMIC PHYSICS INSTRUCTION FOR COLLEGE STUDENTS LEARNING AND ATTITUDES EFFECTIVE ASSESSMENTS OF INTEGRATED ANIMATIONS -- EXPLORING DYNAMIC PHYSICS INSTRUCTION FOR COLLEGE STUDENTS LEARNING AND ATTITUDES King-Dow Su* 1, Shih-Chuan Yeh 2 Department o Hospitality Management

More information

INVOLVING STAKEHOLDERS IN THE SELECTION OF A PROJECT AND PORTFOLIO MANAGEMENT TOOL

INVOLVING STAKEHOLDERS IN THE SELECTION OF A PROJECT AND PORTFOLIO MANAGEMENT TOOL INVOLVING STAKEHOLDERS IN THE SELECTION OF A PROJECT AND PORTFOLIO MANAGEMENT TOOL Vassilis C. Gerogiannis Department of Project Management, Technological Research Center of Thessaly, Technological Education

More information

Call Tracking & Google Analytics Integration

Call Tracking & Google Analytics Integration Call Tracking & Google Analytics Integration A How to Guide Table o contents Integrating call tracking with web data Why? The beneits What you need to get started Virtual Telephone Numbers A Google Analytics

More information

EN 13445-5:2002 (E) Issue 27 (2007-06)

EN 13445-5:2002 (E) Issue 27 (2007-06) Issue 27 (2007-06) Annex A (normative) Inspection and testing o serially produced pressure vessels Model acceptance...48 A.1 Introduction...48 A.2 Limitations or vessels permitted to be clasiied as serially

More information

Research on supply chain risk evaluation based on the core enterprise-take the pharmaceutical industry for example

Research on supply chain risk evaluation based on the core enterprise-take the pharmaceutical industry for example Available online www.jocpr.com Journal of Chemical and Pharmaceutical Research, 2014, 6(6):593-598 Research Article ISSN : 0975-7384 CODEN(USA) : JCPRC5 Research on supply chain risk evaluation based on

More information

The Systems Engineering Tool Box

The Systems Engineering Tool Box The ystems Engineering Tool Box Dr tuart Burge Give us the tools and we will finish the job Winston Churchill Pugh Matrix (PM) What is it and what does it do? The Pugh Matrix (PM) is a type of Matrix Diagram

More information

Integrated airline scheduling

Integrated airline scheduling Computers & Operations Research 36 (2009) 176 195 www.elsevier.com/locate/cor Integrated airline scheduling Nikolaos Papadakos a,b, a Department o Computing, Imperial College London, 180 Queen s Gate,

More information

Frequency Range Extension of Spectrum Analyzers with Harmonic Mixers

Frequency Range Extension of Spectrum Analyzers with Harmonic Mixers Products FSEM21/31 and FSEK21/31 or FSEM20/30 and FSEK20/30 with FSE-B21 Frequency Range Extension o Spectrum Analyzers with Harmonic Mixers This application note describes the principle o harmonic mixing

More information

Case Study on Improving Quality Management of W Company s New Product Development Project *

Case Study on Improving Quality Management of W Company s New Product Development Project * Technology and Investment, 2013, 4, 153-163 http://dx.doi.org/10.4236/ti.2013.43018 Published Online August 2013 (http://www.scirp.org/journal/ti) Case Study on Improving Quality Management of W Company

More information

The Complex Step Method Applied to Waterflooding Optimization

The Complex Step Method Applied to Waterflooding Optimization JOSE L. CARBALLAL JR. and BERNARDO HOROWITZ. THE COMPLEX STEP METHOD APPLIED TO WATERFLOODING 45 The Complex Step Method Applied to Waterlooding Optimization José L. Carballal Jr. 1, Bernardo Horowitz

More information

IMPROVING MOBILE SERVICES DESIGN: A QFD APPROACH. Xiaosong Zheng, Petri Pulli

IMPROVING MOBILE SERVICES DESIGN: A QFD APPROACH. Xiaosong Zheng, Petri Pulli Computing and Informatics, Vol. 26, 2007, 369 381 IMPROVING MOBILE SERVICES DESIGN: A QFD APPROACH Xiaosong Zheng, Petri Pulli Department of Information Processing Science University of Oulu, FIN-90570

More information

ARCHITECTURE OF INDUSTRIAL AUTOMATION SYSTEMS

ARCHITECTURE OF INDUSTRIAL AUTOMATION SYSTEMS ARCHITECTURE OF INDUSTRIAL AUTOMATION SYSTEMS Abdu Idris Omer Taleb M.M., PhD Majmaah University, Kingdom of Saudia Arabia Abstract This article is aimed to name the levels of industrial automation, describes

More information

Define conversion and space time. Write the mole balances in terms of conversion for a batch reactor, CSTR, PFR, and PBR.

Define conversion and space time. Write the mole balances in terms of conversion for a batch reactor, CSTR, PFR, and PBR. CONERSION ND RECTOR SIZING Objectives: Deine conversion and space time. Write the mole balances in terms o conversion or a batch reactor, CSTR, PR, and PBR. Size reactors either alone or in series once

More information

Time-Optimal Online Trajectory Generator for Robotic Manipulators

Time-Optimal Online Trajectory Generator for Robotic Manipulators Time-Optimal Online Trajectory Generator or Robotic Manipulators Francisco Ramos, Mohanarajah Gajamohan, Nico Huebel and Raaello D Andrea Abstract This work presents a trajectory generator or time-optimal

More information

Rainfall generator for the Meuse basin

Rainfall generator for the Meuse basin KNMI publication; 196 - IV Rainall generator or the Meuse basin Description o 20 000-year simulations R. Leander and T.A. Buishand De Bilt, 2008 KNMI publication = KNMI publicatie; 196 - IV De Bilt, 2008

More information

INTEGRATION OF ANALYTICAL TECHNIQUES FOR SERVICE MANAGEMENT LOGISTICAL COORDINATION AT THE COLOMBIAN SHIPBUILDING INDUSTRY WILSON ADARME JAIMES 1

INTEGRATION OF ANALYTICAL TECHNIQUES FOR SERVICE MANAGEMENT LOGISTICAL COORDINATION AT THE COLOMBIAN SHIPBUILDING INDUSTRY WILSON ADARME JAIMES 1 INTEGRATION OF ANALYTICAL TECHNIQUES FOR SERVICE MANAGEMENT LOGISTICAL COORDINATION AT THE COLOMBIAN SHIPBUILDING INDUSTRY WILSON ADARME JAIMES 1 1 Industrial Engineering, Production Specialist, MSc Industrial

More information

Keeping the Dream Scholarship 2015 For 2014 Cal-SOAP Scholarship Recipients

Keeping the Dream Scholarship 2015 For 2014 Cal-SOAP Scholarship Recipients Keeping the Dream Scholarship 2015 For 2014 Cal-SOAP Scholarship Recipients Sponsored by: College Access Foundation o Caliornia San Diego and Imperial Counties Cal-SOAP has received $250,000 to award in

More information

Working Paper Relational goods, monitoring and non-pecuniary compensations in the nonprofit sector: the case of the Italian social services

Working Paper Relational goods, monitoring and non-pecuniary compensations in the nonprofit sector: the case of the Italian social services econstor www.econstor.eu Der Open-Access-Publikationsserver der ZBW Leibniz-Inormationszentrum Wirtschat The Open Access Publication Server o the ZBW Leibniz Inormation Centre or Economics Mosca, Michele;

More information

A THEORETICAL FRAMEWORK FOR CHILD FOSTERING ARRANGEMENTS IN SUB-SAHARAN AFRICA

A THEORETICAL FRAMEWORK FOR CHILD FOSTERING ARRANGEMENTS IN SUB-SAHARAN AFRICA A TEORETICAL FRAMEWORK FOR CILD FOSTERING ARRANGEMENTS IN SB-SAARAN AFRICA Renata Serra (Please send comments to renataserra99@yahoo.com) June 2000 (Revised October 2000) Abstract The paper provides a

More information

Research on On-card Bytecode Verifier for Java Cards

Research on On-card Bytecode Verifier for Java Cards 502 JOURNAL OF COMPUTERS, VOL. 4, NO. 6, JUNE 2009 Research on On-card Bytecode Veriier or Java Cards Tongyang Wang, Pengei Yu, Jun-jun Wu and Xin-long Ma Institute o Inormation & System Technology,Huazhong

More information

A Fuzzy AHP based Multi-criteria Decision-making Model to Select a Cloud Service

A Fuzzy AHP based Multi-criteria Decision-making Model to Select a Cloud Service Vol.8, No.3 (2014), pp.175-180 http://dx.doi.org/10.14257/ijsh.2014.8.3.16 A Fuzzy AHP based Multi-criteria Decision-making Model to Select a Cloud Service Hong-Kyu Kwon 1 and Kwang-Kyu Seo 2* 1 Department

More information

Exchange Rate Volatility and the Timing of Foreign Direct Investment: Market-seeking versus Export-substituting

Exchange Rate Volatility and the Timing of Foreign Direct Investment: Market-seeking versus Export-substituting Exchange Rate Volatility and the Timing o Foreign Direct Investment: Market-seeking versus Export-substituting Chia-Ching Lin, Kun-Ming Chen, and Hsiu-Hua Rau * Department o International Trade National

More information

GUIDE TO LISTING ON NASDAQ OMX FIRST NORTH

GUIDE TO LISTING ON NASDAQ OMX FIRST NORTH GUIDE TO LISTING ON NASDAQ OMX FIRST NORTH FIRST NORTH* IS NASDAQ OMX S EUROPEAN GROWTH MARKET FOR COMPANIES LOOKING FOR A FIRST STEP INTO THE FINANCIAL MARKET FIRST NORTH OPERATES PARALLEL TO THE MAIN

More information

A Differential Evolution Approach for Software Testing Effort Allocation

A Differential Evolution Approach for Software Testing Effort Allocation Journal o Industrial and Intelligent Inormation Vol., No., June 03 A Dierential Evolution Approach or Sotare Testing Eort Allocation Md. Nasar and Prashant Johri School o Computing Science & Engineering,

More information

Adaptive Demand-Forecasting Approach based on Principal Components Time-series an application of data-mining technique to detection of market movement

Adaptive Demand-Forecasting Approach based on Principal Components Time-series an application of data-mining technique to detection of market movement Adaptive Demand-Forecasting Approach based on Principal Components Time-series an application of data-mining technique to detection of market movement Toshio Sugihara Abstract In this study, an adaptive

More information

6 Analytic Hierarchy Process (AHP)

6 Analytic Hierarchy Process (AHP) 6 Analytic Hierarchy Process (AHP) 6.1 Introduction to Analytic Hierarchy Process The AHP (Analytic Hierarchy Process) was developed by Thomas L. Saaty (1980) and is the well-known and useful method to

More information

WASHINGTON, THURSDAY, MARCH 15, 2001

WASHINGTON, THURSDAY, MARCH 15, 2001 UR IB U U E PL NU Congressional Record M S United States o America PROCEEDINGS AND DEBATES OF THE Vol. 147 107 th CONGRESS, FIRST SESSION WASHINGTON, THURSDAY, MARCH 15, 2001 No. 35 House o Representatives

More information

Stakeholder Analysis: The Key to Balanced Performance Measures

Stakeholder Analysis: The Key to Balanced Performance Measures Stakeholder Analysis: The Key to Balanced Performance Measures Robert M. Curtice Vice President, Performance Improvement Associates The Need for Balanced Performance Measures Traditional business performance

More information

International Journal of Combinatorial Optimization Problems and Informatics. E-ISSN: 2007-1558 editor@ijcopi.org

International Journal of Combinatorial Optimization Problems and Informatics. E-ISSN: 2007-1558 editor@ijcopi.org International Journal of Combinatorial Optimization Problems and Informatics E-ISSN: 2007-1558 editor@ijcopi.org International Journal of Combinatorial Optimization Problems and Informatics México Ruiz-Vanoye,

More information

System-Level Security for Network Processors with Hardware Monitors

System-Level Security for Network Processors with Hardware Monitors System-Level Security or Network Processors with Hardware Monitors Kekai Hu, Tilman Wol, Thiago Teixeira and Russell Tessier Department o Electrical and Computer Engineering University o Massachusetts,

More information

Implementation Approach of ERP with Mass Customization

Implementation Approach of ERP with Mass Customization Implementation Approach of ERP with Mass Customization Yu ZHAO, Yushun FAN CIMS Engineering Research Center, Department of Automation, Tsinghua University, Beijing, China 100084 zhaoyu96@ tsinghua.org.cn,

More information