Samuel Vega-Zuñiga, J. Rueda-Bayona, Adalberto Ospino-Castro
{"title":"DOE-ANOVA Analysis to Estimate the Effect of Ambient Temperature, Pressure and Humidity on Surface Wind Speed","authors":"Samuel Vega-Zuñiga, J. Rueda-Bayona, Adalberto Ospino-Castro","doi":"10.18280/mmep.110309","DOIUrl":"https://doi.org/10.18280/mmep.110309","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"58 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140368969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Optimizing Energy Consumption in Buildings: Intelligent Power Management Through Machine Learning","authors":"M. M. Talib, M. Croock","doi":"10.18280/mmep.110321","DOIUrl":"https://doi.org/10.18280/mmep.110321","url":null,"abstract":"In the realm of energy conservation, managing power consumption within buildings emerges as a pivotal challenge. This study introduces sophisticated models that optimize energy usage by intelligently managing power distribution in various zones of a building. To achieve this, four machine learning classifiers, Random Forest (RF), Support Vector Machine (SVM), K-Nearest Neighbor (KNN) algorithm, and Naive Bayes (NB), were employed. These classifiers were integrated with feature reduction techniques, namely Boruta and Principal Component Analysis (PCA), to diminish model complexity. The study delineates three distinct power management strategies: Full, Selected, and Shutdown. The effectiveness of these models was evaluated using a dataset obtained from a building's energy consumption measurements. A comparative analysis revealed that the integration of the RF classifier with the Boruta feature reduction method significantly excelled, achieving a classification accuracy of 98%. Additionally, this combination demonstrated an execution time of merely 0.4549 seconds. The findings of this research not only underscore the efficacy of combining specific machine learning classifiers with feature reduction techniques but also highlight the potential of such integrations in optimizing energy consumption in building environments. This approach paves the way for more energy-efficient and sustainable building management practices.","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"110 22","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140370404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ol'ga Kunickaya, Michael Zyryanov, Sergey Medvedev, A. Mokhirev, Anastasia Spiridonova, Pavel Perfiliev, Aleksei Teppoev
{"title":"Efficient Technologies for Harvesting and Reutilizing Logging Residues in Russia: A Sustainable Forestry Approach","authors":"Ol'ga Kunickaya, Michael Zyryanov, Sergey Medvedev, A. Mokhirev, Anastasia Spiridonova, Pavel Perfiliev, Aleksei Teppoev","doi":"10.18280/mmep.110319","DOIUrl":"https://doi.org/10.18280/mmep.110319","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"109 23","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140370506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analysis of Regional Potential in Merauke Regency Based on Superior Livestock Population Using a Hybrid Algorithm","authors":"Lilik Sumaryanti, Michael Nurcholis, D. Muchlis","doi":"10.18280/mmep.110320","DOIUrl":"https://doi.org/10.18280/mmep.110320","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"136 38","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140369481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enhancing Artificial Ventilator Systems: A Comparative Analysis of Traditional and Nonlinear PID Controllers","authors":"Dhiyaa Sheltag, S. Kadhim","doi":"10.18280/mmep.110303","DOIUrl":"https://doi.org/10.18280/mmep.110303","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"57 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140368977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Dynamical Behaviour of a Stochastic Mathematical Model and Optimal Control for Type 2 Diabetes","authors":"Saravana Moorthy Anusha, S. Athithan","doi":"10.18280/mmep.110324","DOIUrl":"https://doi.org/10.18280/mmep.110324","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"141 29","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140369222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alfian Pramudita Putra, Lolita Hapsari Dwi Syahananta, A. Rahmatillah, Pujiyanto, O. Rahma, I. P. A. Pawana, F. Qulub, Esti Andarini
{"title":"Finite Element Analysis of Ventral Ankle-Foot Orthosis Under Cuff and Ground Reaction Force Loading","authors":"Alfian Pramudita Putra, Lolita Hapsari Dwi Syahananta, A. Rahmatillah, Pujiyanto, O. Rahma, I. P. A. Pawana, F. Qulub, Esti Andarini","doi":"10.18280/mmep.110311","DOIUrl":"https://doi.org/10.18280/mmep.110311","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"130 27","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140369904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Salam O. Dahi, Ahmed Ali A. Al-Shawk, Hussein Al-Gburi
{"title":"Effect of Friction Stir Spot Welding with a Rotating Anvil on the Microstructure of Aluminum AA6061-T4 Alloy","authors":"Salam O. Dahi, Ahmed Ali A. Al-Shawk, Hussein Al-Gburi","doi":"10.18280/mmep.110316","DOIUrl":"https://doi.org/10.18280/mmep.110316","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"24 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140372749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hazim Jassim Jaber, S. T. M. Al-Musawi, A. R. Abdullah, Sadoon K. Ayed, H. S. Majdi, Nabeh N. Alderoubi
{"title":"Increasing Photovoltaic Panel Thermal Efficiency Using Phase Change Materials and Heatsinks: A Numerical and Analytical Study","authors":"Hazim Jassim Jaber, S. T. M. Al-Musawi, A. R. Abdullah, Sadoon K. Ayed, H. S. Majdi, Nabeh N. Alderoubi","doi":"10.18280/mmep.110304","DOIUrl":"https://doi.org/10.18280/mmep.110304","url":null,"abstract":"","PeriodicalId":37338,"journal":{"name":"Mathematical Modelling of Engineering Problems","volume":"109 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140370568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}