dc.contributor.author | Chiroma, Haruna | |
dc.contributor.author | Abdulkareem, Sameem | |
dc.contributor.author | Sari, Eka Novita | |
dc.contributor.author | Abdullah, Zailani | |
dc.contributor.author | Muaz, Sanah Abdullahi | |
dc.contributor.author | Kaynar, Oguz | |
dc.contributor.author | Shah, Habib | |
dc.contributor.author | Herawan, Tutut | |
dc.contributor.editor | Murgante, B | |
dc.contributor.editor | Misra, S | |
dc.contributor.editor | Rocha, AMAC | |
dc.contributor.editor | Torre, C | |
dc.contributor.editor | Rocha, JG | |
dc.contributor.editor | Falcao, MI | |
dc.contributor.editor | Taniar, D | |
dc.contributor.editor | Apduhan, BO | |
dc.contributor.editor | Gervasi, O | |
dc.date.accessioned | 2019-07-27T12:10:23Z | |
dc.date.accessioned | 2019-07-28T09:57:47Z | |
dc.date.available | 2019-07-27T12:10:23Z | |
dc.date.available | 2019-07-28T09:57:47Z | |
dc.date.issued | 2014 | |
dc.identifier.isbn | 978-3-319-09153-2 | |
dc.identifier.issn | 0302-9743 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12418/8376 | |
dc.description | 14th International Conference on Computational Science and Its Applications (ICCSA) -- JUN 30-JUL 03, 2014 -- Guimaraes, PORTUGAL | en_US |
dc.description | WOS: 000343870100057 | en_US |
dc.description.abstract | In this chapter, we build an intelligent model based on soft computing technologies to improve the prediction accuracy of Energy Consumption in Greece. The model is developed based on Genetic Algorithm and Co-Active Neuro Fuzzy Inference System (GACANFIS) for the prediction of Energy Consumption. For verification of the performance accuracy, the results of the propose GACANFIS model were compared with the performance of Backpropagation Neural network (BP-NN), Fuzzy Neural Network (FNN), and Co-Active Neuro Fuzzy Inference System (CANFIS). Performance analysis shows that the propose GACANFIS improve the prediction accuracy of Energy Consumption as well as CPU time. Comparison of the results with previous literature further proved the effectiveness of the proposed approach. The prediction of Energy Consumption is required for expanding capacity, strategy in Energy supply, investment in capital, analysis of revenue, and management of market research. | en_US |
dc.description.sponsorship | Univ Minho, Univ Perugia, Univ Basilicata, Monash Univ, Kyushu Sangyo Univ, Assoc Portuguesa Investigacao Operac | en_US |
dc.description.sponsorship | University of Malaya High Impact Research [UM.C/625/HIR/MOHE/SC/13/2]; Ministry of Education Malaysia | en_US |
dc.description.sponsorship | This work is supported by University of Malaya High Impact Research Grant no vote UM.C/625/HIR/MOHE/SC/13/2 from Ministry of Education Malaysia. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | SPRINGER-VERLAG BERLIN | en_US |
dc.relation.ispartofseries | Lecture Notes in Computer Science | |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Genetic algorithm | en_US |
dc.subject | Co-Active Neuro Fuzzy Inference System | en_US |
dc.subject | Energy Consumption | en_US |
dc.subject | Prediction | en_US |
dc.title | Soft Computing Approach in Modeling Energy Consumption | en_US |
dc.type | conferenceObject | en_US |
dc.relation.journal | COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, PART VI - ICCSA 2014 | en_US |
dc.contributor.department | [Chiroma, Haruna -- Abdulkareem, Sameem] Univ Malaya, Dept Artificial Intelligence, Kuala Lumpur 50603, Malaysia -- [Sari, Eka Novita -- Herawan, Tutut] AMCS Res Ctr, Yogyakarta, Indonesia -- [Abdullah, Zailani] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Malaysia -- [Muaz, Sanah Abdullahi] Univ Malaya, Kuala Lumpur, Malaysia -- [Kaynar, Oguz] Cumhuriyet Univ, Dept Management Informat Syst, Sivas TR-58140, Turkey -- [Shah, Habib] Univ Tun Hussein Onn Malaysia, Fac Comp Sci & Informat Technol, Parit Raja, Malaysia -- [Herawan, Tutut] Univ Malaya, Dept Informat Syst, Kuala Lumpur, Malaysia | en_US |
dc.contributor.authorID | kaynar, oguz -- 0000-0003-2387-4053; Abdul Kareem, Sameem -- 0000-0001-5177-8013; Chiroma, Haruna -- 0000-0003-3446-4316; Abdullah, Zailani -- 0000-0002-8424-8817 | en_US |
dc.identifier.volume | 8584 | en_US |
dc.identifier.endpage | 782 | en_US |
dc.identifier.startpage | 770 | en_US |
dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |