UPSI Digital Repository (UDRep)
Start | FAQ | About
Menu Icon

QR Code Link :

Type :Thesis
Subject :Q Science
Main Author :Thinesswaran Muniandy
Title :Green Computing Innovation index measurement using Fuzzy inference system for young inventors
Hits :4
Place of Production :Tanjong Malim
Publisher :Fakulti Komputeran dan META-Teknologi
Year of Publication :2024
Corporate Name :Perpustakaan Tuanku Bainun
PDF Guest :Click to view PDF file
PDF Full Text :You have no permission to view this item.

Abstract : Perpustakaan Tuanku Bainun
The objective of this research is to develop a decision support system, the Green Computing Innovation (GCI) Index, using a Fuzzy Inference System to measure green computing innovativeness among young inventors. The fuzzy-based model, established for rating and herein referred to as the GCI Index, is applied to assess ten products. Thus, 13 criteria of the GCI framework can serve as a useful guideline for evaluating and fostering innovation among young inventors. The elements encompass four key innovation elements: collaboration, ideation, implementation, and value creation, as well as three green computing approaches: green design, green usage, and green disposal for young inventors. This research methodology involves four phases. First, Document Analysis led to the identification of 13 main criteria within the GCI. Following this, a Validation and Framework Development phase was conducted where the criteria were subjected to scrutiny by three experts. Through the Item Content Validity Index (I-CVI) and Scale Content Validity Index (S-CVI) methods, a perfect validation score of 1.0 lead to the acceptance of all criteria for rubric development. Subsequently, the GCI Rubric went through validation by an external expert. The final phase, Testing and Analysis, involved the application of the fully validated rubric to the evaluation of ten products utilizing the Fuzzy Inference System. In this research, the Centroid defuzzification method is observed to perform better than the Mean of Maximum, Min of Maximum, Max of Maximum, and Bisector defuzzification methods. This is because the Centroid defuzzification method, equally sensitive to all GCI criteria inputs and capable of detecting discrepancies as small as 0.001, can improve decision-making efficiency and ensure fairness in selecting the best GCI product. Thus, the Centroid defuzzification method can improve decision-making efficiency, ensuring fairness in selecting the best GCI product. The implication of this research is that the GCI Index rating mainly encourages young inventors to innovate and promote sustainable innovation practices._

References

Abellana, D. P. M. (2021). A systemic analysis of green computing adoption using genetically evolved fuzzy cognitive map: a Philippine scenario. Kybernetes, 50(9),2668–2696. 

Aka, K. G. (2019). Actor-network theory to understand, track and succeed in a sustainable innovation development process. Journal of Cleaner Production, 225, 524–540. https://www.sciencedirect.com/science/article/pii/S0959652619310674 

Altbach, P. G., & Knight, J. (2007). The internationalization of higher education: Motivationsandrealities. J. Stud. Int. Educ., 11(3–4),290–305. 

Appio, F. P., Lima, M., & Paroutis, S. (2018). Understanding Smart Cities: Innovation ecosystems, technological advancements, and societal challenges. Technol. Forecast. Soc. Change, 142, 1–14. 

Baldassarre,B., Konietzko,J., Brown,P., Calabretta, G., Bocken,N., Karpen,I. O.,& Hultink,E. J. (2020).Addressing thedesign-implementationgap of sustainable business models by prototyping:Atool for planning and executing small-scale pilots. J. Clean. Prod., 255(120295),120295. 

Bamhdi, A. (2023). FLORA: Fuzzy Logic -Objective Risk Analysis for intrusion detectionandprevention. In Research Square. 

Berchin,I.I.,deAguiar Dutra,A. R.,&Guerra,J.B.S. O.deA. (2021).Howdohigher education institutions promote sustainable development? A literature review. Sustainable Development, 29(6),1204–1222. https://doi.org/10.1002/sd.2219 

Bodolica, V., Spraggon, M., & Badi, H. (2021). Extracurricular activities and social entrepreneurial leadership of graduating youth in universities from the Middle East. The International Journal of Management Education, 19(2), 100489. https://doi.org/https://doi.org/10.1016/j.ijme.2021.100489 

Boni,A.A.,Todorova,G., &Weingart, L. R. (2020).Chapter 7 -Building, Managing, and Motivating Great Teams. In C. Shimasaki (Ed.), Biotechnology Entrepreneurship (Second Edition) (Second Edition, pp. 85–98). Academic Press. https://doi.org/https://doi.org/10.1016/B978-0-12-815585-1.00007-3 

Boyko, T., Lviv Polytechnic National University Ukraine and Ruda, M., Paslavskyi, M., Lviv Polytechnic National University Ukraine, & National Forestry Universityof Ukraine.(2023).Qualitativeassessmentof ecosystemservicesfor recreationandtourisminthespatio-temporalgeosystem.Measuring Equipment and Metrology, 84(1),37–47. 

Catala-Perez, D., Rask, M., & de-Miguel-Molina, M. (2020). The Demola model as a public policy tool boosting collaboration in innovation: A comparative study betweenFinland andSpain. Technol. Soc., 63(101358),101358. 

Cecillia, F., & Tanamal, R. (2020). Analysis the effect of green computing on green satisfaction, green perceived quality, and green trust on theApple consumerin Surabaya. SISFORMA, 7(1),1–7. 

Chicharo, J. F., Austin, K., & Coyle Julia and Thompson, A. (2020, June). Learning outsidetheclassroom:Adistinctiveapproachtoco-curricular recognitioninthe Australian context. 6th International Conference on Higher Education Advances(HEAd’20). 

Ching, N. T., Ghobakhloo, M., Iranmanesh, M., Maroufkhani, P., &Asadi, S. (2021). Industry4.0applicationsfor sustainablemanufacturing:Asystematic literature review and a roadmap to sustainable development. Journal of Cleaner Production, 130133. https://www.sciencedirect.com/science/article/pii/S0959652621042992 

Compagnucci,L., Spigarelli,F.,Coelho,J.,&Duarte, C. (2021).Living Labsanduser engagement for innovation and sustainability. Journal of Cleaner Production, 289,125721. https://doi.org/https://doi.org/10.1016/j.jclepro.2020.125721 

Dell’Era,C.,DiMinin,A.,Ferrigno,G.,Frattini,F.,Landoni,P.,&Verganti,R.(2020). Value capture in open innovation processes with radical circles:A qualitative analysisof firms’collaborationswithSlow Food,Memphis,andFreeSoftware Foundation. Technol. Forecast. Soc. Change, 158(120128),120128. 

Diaz Vidal, D., Pittz, T. G., Hertz, G., & White, R. (2021). Enhancing entrepreneurial competencies through intentionally-designed podcasts. The International Journal of Management Education, 19(3), 100537. https://www.sciencedirect.com/science/article/pii/S1472811721000860 

Dkhil, A., Dammak, H., & Mouatassim Marouane and Gardoni, M. (2022). A new approach to ideation based on linkography combined with graph theory. Int. J. Interact. Des. Manuf. (IJIDeM), 16(2),627–642. 

Dwivedi,Y. K., Ismagilova,E., HughesDLaurieandCarlson,J.,Filieri, R., Jacobson, J.,Jain,V.,Karjaluoto,H.,Kefi,H.,Krishen,A. S.,Kumar,V.,Rahman,M. M., Raman, R., Rauschnabel, P. A., Rowley, J., Salo, J., Tran, G. A., & Wang, Y. (2021). Setting the future of digital and social media marketing research: Perspectives and research propositions. Int. J. Inf. Manage., 59(102168), 102168. 

Farhan Naeem, M., Hashmi, K., Rahman Kashif, S. A., Khan, M. M., Alghaythi MamdouhLandAymen,F.,Ali,S. G.,AboRas,K. M.,&BenDhaou,I.(2022). A novel method for life estimation of power transformers using fuzzy logic systems:An intelligent predictive maintenance approach. Front. Energy Res., 10. 

Fissi, S., Romolini, A., Gori, E., & Contri, M. (2021). The path toward a sustainable green university: The case of the University of Florence. Journal of Cleaner Production, 279,123655. https://doi.org/10.1016/j.jclepro.2020.123655 

Franca,R. P., Iano,Y., Monteiro,A. C. B.,&Arthur,R. (2021).Better transmission of informationfocused ongreencomputingthroughdatatransmissionchannelsin cloudenvironmentswithRayleighfading.In Green Computing in Smart Cities: Simulation and Techniques (pp. 71–93).Springer InternationalPublishing. 

Francis, G. L., Regester, A., & Reed, A. S. (2019). Barriers and supports to parent involvement and collaboration during transition to adulthood. Career Dev. Transit. Except. Individ., 42(4),235–245. 

Frishammar, J., Richtnér, A., Brattström, A., Magnusson, M., & Björk, J. (2019). Opportunitiesand challengesinthenewinnovationlandscape:Implicationsfor innovation auditing and innovation management. Eur. Manag. J., 37(2), 151– 164. 

Ghantous, N., & Alnawas, I. (2021). Zooming in on co-creation practices of internationalfranchisors. Ind. Mark. Manag., 92, 1–13. 

Giang,L.T.,Son,L. H.,Giang,N. L.,VanLuong,N.,Lan,L.T.H.,&TuanTranManh andThang,N.T.(2023).Adaptivespatialcomplexfuzzyinferencesystemswith complexfuzzymeasures. IEEE Access, 11,39333–39350. 

Gonzalez-Ramirez, J., Cheng, H., & Arral, S. (2021). Funding campus sustainability through a green fee—estimating students’ willingness to pay. Sustainability, 13(5),2528. 

Graesser,A. C., Fiore, S. M.,Greiff,S.,Andrews-Todd,J., Foltz,P. W.,&Hesse,F. W. (2018).Advancing the science of collaborative problem solving. Psychol. Sci. Public Interest, 19(2),59–92. 

Greco, A., Eikelenboom, M., & Long, T. B. (2021). Innovating for sustainability through collaborative innovation contests. J. Clean. Prod., 311(127628), 127628. 

Hermawan,A.,Yusran,H. L., &Nugrahanti,A. (2018).Exploring theantecedentsand consequents of student experience in higher education settings. J. Intercult. Manag., 10(1),63–82. 

Holdsworth, C., & Mendonça, M. (2020). Young entrepreneurs and non-teleological temporalityinPortugalandtheUK. Time Soc., 29(1),103–123. 

Ibrahim, M. Q., &Al-Dikhil, N. K. H. (2022). Optimization of interval type-2 fuzzy logic system by usingAnew hybrid method of Whale Optimization algorithm andExtremeLearning Machine. Tikrit J. Pure Sci., 26(2),126–136. 

Karthikeyan,D.,RajivKhiani,S.,AliceHepzibah,A.,Jothilingam,U.,Ramkumar,R., Venkadasamy Prathaban, A., & Vijayakumar, K. (2023). PI controller for photovoltaic-fed novel multilevel inverter topologies. Indones. J. Electr. Eng. Comput. Sci., 29(3),1268. 

Kousar, S.,Afzal, M.,Ahmed, F., & Bojnec, Š. (2022). Environmental awareness and air quality: The mediating role of environmental protective behaviors. Sustainability, 14(6),3138. 

Lindsay, C., Pearson, S., Batty, E., Cullen,A. M., & Eadson, W. (2021). Collaborative innovation and activation in urban labour markets. European Urban and Regional Studies,28(3),282–297.https://doi.org/10.1177/09697764211003649 

Lucca,G., Sanz,J.A.,Dimuro,G. P.,Borges,E. N., & SantosHelidaandBustince,H. (2019, June). Analyzing the performance of different fuzzy measures with generalizations of the Choquet integral in classification problems. 2019 IEEE International Conference on Fuzzy Systems(FUZZ-IEEE). 

Martinez, I., Viles, E., & G. Olaizola, I. (2021). Data Science Methodologies: Current Challenges and Future Approaches. Big Data Research, 24, 100183. https://www.sciencedirect.com/science/article/pii/S2214579620300514 

Martinez, I., Viles, E., & Olaizola, I. G. (2021). Data science methodologies: Current challenges and future approaches. 

Murshid,A. M. (2023).Center of sumsbaseddefuzzifier unitVLSI architecture. Tikrit J. Pure Sci., 21(1),87–94. 

Naderi, M., Mahdaee, K., & Rahmani, P. (2023). Hierarchical traffic light-aware routing via fuzzy reinforcement learning in software-defined vehicular networks. Peer Peer Netw. Appl., 16(2), 1174–1198. 

Nygaard, K., Graversgaard, M., Dalgaard Tommy and Jacobsen, B. H., & Schaper, S. (2021).Theroleof stakeholder engagementindevelopingnewtechnologiesand innovationfor nitrogenreductioninwaters:Alongitudinalstudy. Water (Basel), 13(22),3313. 

Ozdogru, U., Pagano,A. M., & Liotine, M. (2020). Chapter 3 -Impact of exponential technologies on global supply chain management. 37–56. https://www.sciencedirect.com/science/article/pii/B978012815956900003X 

Parjanen, S., & Hyypia, M. (2019). Innotin game supporting collective creativity in innovationactivities. J. Bus. Res., 96,26–34. 

Phuyal, S., Bista, D., & Bista, R. (2020). Challenges, Opportunities and Future Directionsof SmartManufacturing:AStateof ArtReview. Sustainable Futures, 2,100023. https://doi.org/https://doi.org/10.1016/j.sftr.2020.100023 

Purzer, S., Quintana-Cifuentes, J., & Menekse, M. (2022). The honeycomb of engineering framework: Philosophy of engineering guiding precollege engineeringeducation. J. Eng. Educ., 111(1),19–39. 

Rahmani,A. M.,Ali,S.,Yousefpoor,M. S.,Yousefpoor,E.,Naqvi,R.A.,Siddique,K., &Hosseinzadeh,M.(2021).Anareacoverageschemebasedonfuzzylogicand shuffled frog-leaping algorithm (SFLA) in heterogeneous wireless sensor networks. Mathematics, 9(18),2251. 

Randhawa, K., Wilden, R., & Gudergan, S. (2021). How to innovate toward an ambidextrous business model? The role of dynamic capabilities and market orientation. Journal of Business Research, 130, 618–634. https://doi.org/https://doi.org/10.1016/j.jbusres.2020.05.046 

Roehrich, J. K., Davies, A., Frederiksen, L., & Sergeeeva, N. (2019). Management innovation in complex products and systems: The case of integrated project teams. Ind. Mark. Manag., 79,84–93. 

Ryabov, V.,Ananishnev, V., Fursov, V., Tkachenko,A., Osmolovskaya, S., & Frolova, 

T. (2022). Modernization of Higher Vocational Education on the Example of Medical Universities: Features of IT Implementation. World Journal on Educational Technology: Current Issues, 14(1),42–55. 

Saad, J., Martinelli, S., Machado, L. S., de Souza, C. R. B., Alvaro,A., & Zaina, L. (2021a). UX work in software startups: A thematic analysis of the literature. Information and Software Technology, 140, 106688. https://doi.org/https://doi.org/10.1016/j.infsof.2021.106688 

Saad, J., Martinelli, S., Machado, L. S., de Souza, C. R. B., Alvaro,A., & Zaina, L. (2021b). UX work in software startups: A thematic analysis of the literature. Information and Software Technology, 140, 106688. https://www.sciencedirect.com/science/article/pii/S0950584921001452 

Santa-Maria, T., Vermeulen, W. J. V, & Baumgartner, R. J. (2021). Framing and assessing the emergent field of business model innovation for the circular economy: A combined literature review and multiple case study approach. Sustain. Prod. Consum., 26,872–891. 

Secundo, G., Del Vecchio, P., Simeone, L., & Schiuma, G. (2020). Creativity and stakeholders’engagementinopeninnovation:Designfor knowledgetranslation in technology-intensive enterprises. Journal of Business Research, 119, 272 – 282. https://doi.org/10.1016/j.jbusres.2019.02.072 

Sehnem,S.,Queiroz,A.A. F. S. L., Pereira, S. C. F., Santos Correia,G., & Kuzma,E. (2022). Circular economy and innovation: A look from the perspective of organizationalcapabilities. Bus. Strat. Environ., 31(1),236–250. 

Slashchova,O.,Yalanskyi,O.,Slashchov,I.,Kurinnyi,V.,&Kulbach,A.(2023).Fuzzy logicmethodsfor risk managementatminingenterprises. IOP Conf. Ser. Earth Environ. Sci., 1156(1),12015. 

Sudiharto, I., Wahjono, E., & Lugiana, L. N. F. R. (2022). Design and simulation of utilizationof solar cellsasbatterychargersCC-CV(ConstantCurrent-Constant Voltage) method with Fuzzy Control. Kinet. Game Technol. Inf. Syst. Comput. Netw. Comput. Electron. Control. 

Syed, H.A., Schorch, M., & Pipek, V. (2020). Disaster learning aid:Achatbot centric approach for improved organizational disaster resilience. In Information Systems for Crisis Response and Management Conference (pp. 448–457). 

Tan,J. S. Y., Sidhu,A. S.,Tan,J. S. Y., & Sidhu,A. S. (2019). Fuzzy inference system. Real-time Knowledge-based Fuzzy Logic Model for Soft Tissue Deformation. 49–61. 

Tang, Y., Zhou, D., & Jiang, W. (2016). A new fuzzy-evidential controller for stabilization of the planar inverted pendulum system. PLoS One, 11(8), e0160416. 

Tasopoulou, K., & Tsiotras, G. (2017). Benchmarking towards excellence in higher education. Benchmarking, 24(3),617–634. 

Terenchuk, S., Riabchun, Y., & Delembovskyi, M. (2022). IDENTIFICATION OF ENTRANT’S ABILITIES ON THE BASIS OF SUGENO-TYPE FUZZY INFERENCE SYSTEMS. Aviation, 26(4), 176–182. https://doi.org/10.3846/aviation.2022.17636 

Vallance, P., Tewdwr-Jones, M., & Kempton, L. (2020). Building collaborative platforms for urban innovation: Newcastle City Futures as a quadruple helix intermediary. Eur. Urban Reg. Stud., 27(4),325–341. 

Van Looy, A. (2021). How the COVID-19 pandemic can stimulate more radical business process improvements: Using the metaphor of a tree (Vol. 28). Knowledgeand ProcessManagement. 

Veleva, V. (2021). The role of entrepreneurs in advancing sustainable lifestyles: Challenges, impacts, and future opportunities. Journal of Cleaner Production, 283, 124658. https://www.sciencedirect.com/science/article/pii/S0959652620347028 

Wang, W. (2022). Toward economic growth and value creation through social entrepreneurship: Modelling the mediating role of innovation. Front. Psychol., 13,914700. 

Warner, K. S. R., & Wäger, M. (2019). Building dynamic capabilities for digital transformation:An ongoing process of strategic renewal. Long Range Plann., 52(3),326–349. 

Wei, C. (2020). Agroecology, Information and Communications Technology, and Smallholders’ Food Security in Sub-Saharan Africa. Journal of Asian and African Studies, 55(8),1194–1208. https://doi.org/10.1177/0021909620912784 

Wiek, A., Withycombe, L., & Redman, C. L. (2011). Key competencies in sustainability: a reference framework for academic program development. Sustain. Sci., 6(2),203–218. 

Xiao, Q., & Li, J. (2022).Asocial force evacuation model with guides based on fuzzy clustering and a two-layer fuzzy inference. Comput. Intell. Neurosci., 2022, 7700511. 

Yang, S., Pan, Y., & Zeng, S. (2022). Decision making framework based Fermatean fuzzy integrated weighted distance and TOPSIS for green low-carbon port evaluation. Eng. Appl. Artif. Intell., 114(105048),105048. 

Ziyadullaev, D., Mukhamedieva, D., Xoliyorov, U., Shanasirova, N., Hudayberdiyev, U.,Eshmuradov,D.,&Dzholdasbaeva,A.(2023).Soilfertilityevaluationbased on the sugeno fuzzy logical model. In BIO Web of Conferences (Vol. 67). EDP Sciences. 

Zufall, J., Norris, S., Schaltegger, S., Revellio, F., & Hansen, E. G. (2020). Business model patterns of sustainability pioneers-Analyzing cases across the smartphonelifecycle. Journal of Cleaner Production, 244. 

 


This material may be protected under Copyright Act which governs the making of photocopies or reproductions of copyrighted materials.
You may use the digitized material for private study, scholarship, or research.

Back to previous page

Installed and configured by Bahagian Automasi, Perpustakaan Tuanku Bainun, Universiti Pendidikan Sultan Idris
If you have enquiries, kindly contact us at pustakasys@upsi.edu.my or 016-3630263. Office hours only.