{"title":"[ICSCGE 2021 Copyright notice]","authors":"","doi":"10.1109/icscge53744.2021.9654391","DOIUrl":"https://doi.org/10.1109/icscge53744.2021.9654391","url":null,"abstract":"","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127586216","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":"Machine Learning for Estimation of State-of-Charge of Energy Storage System","authors":"D. H. C. Lam, Y. Lim, J. Wong, L. Hau","doi":"10.1109/ICSCGE53744.2021.9654400","DOIUrl":"https://doi.org/10.1109/ICSCGE53744.2021.9654400","url":null,"abstract":"This paper presents a long short-term memory (LSTM) network for battery state-of-charge (SoC) estimation. At present, there is limited research on machine learning techniques for the SoC estimation of batteries in grid applications. Therefore, this paper studies the use of the LSTM network for battery SoC estimation during peak demand reduction. The LSTM network is compared with other existing SoC estimation methods such as empirical method, coulomb counting, extended Kalman filter, and unscented Kalman filter, along with another machine learning algorithm, namely the feedforward neural network. The LSTM network achieves an average mean absolute error of 0.10 and a root mean square error of 0.12.","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121817378","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":"[ICSCGE 2021 Title page]","authors":"","doi":"10.1109/icscge53744.2021.9654338","DOIUrl":"https://doi.org/10.1109/icscge53744.2021.9654338","url":null,"abstract":"","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115410678","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}
David Osigwar Okomol, G. Adwek, J. Ngoret, Moses Arowo
{"title":"Sustainable Energy Planning Based on the Electrical Grid and Green Energy Transition in Kenya between 2019-2030","authors":"David Osigwar Okomol, G. Adwek, J. Ngoret, Moses Arowo","doi":"10.1109/ICSCGE53744.2021.9654364","DOIUrl":"https://doi.org/10.1109/ICSCGE53744.2021.9654364","url":null,"abstract":"This research article is a strategic and well holistic document to guide both national and county governments to achieve 100% energy access and prioritize sustainable energy transition besides creating many green jobs and enterprises. It shall also form a very primary document and basis for every investor across the various opportunities and, in particular, energy generation and distribution. Energy is the prime engine of economic growth; its planning signals a direct positive impact on social welfare, economic activities, socio-political development, environmental sustainability. This article uses Low Emissions Analysis Platform (LEAP) software to provide the respective Medium-Term Plan (MTP) & Long-Term Plan (LTP) Update for the period 2019 (base year) to 2030. This MTP is the identification and analysis of suitable expansion paths of the country’s power system for that period, complying with the defined planning criteria and framework. This encompasses (i) examining of yesteryear electricity demand and advancement of future insistence scenarios; (ii) analysis of favorable expansion candidate fuels and technologies plus their scheduling; (iii) modeling of their anticipated addition to the prospective power generation and the expedient operation of the generation system for the year 2030. The key recommendation is that the Government of Kenya ought to determine means to sustainably expedite broad-based development in the MTP - implying stable and sufficient energy (including but not limited to grid electricity) supply to cater to growing demand.","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116461070","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":"Research on the Influence of Water Body on the Temperature and Relative Humidity of its Surrounding Environment in Winter","authors":"Wenqiang Li, Yu Liu, Ruchuan Zhang, Jingbo Tan","doi":"10.1109/ICSCGE53744.2021.9654377","DOIUrl":"https://doi.org/10.1109/ICSCGE53744.2021.9654377","url":null,"abstract":"As a special underlying surface, water body can be used to improve the thermal environment around buildings. In this paper, the artificial lake in an university in Xi’an was taken as a case for analysing the influence of artificial water body on its surrounding environment in winter. ENVI-met simulation was carried out as a key method in the study. The feasibility of such method was verified by comparing the simulation results with the actual measurement results. In the case of changes in solar radiation during the day, overall results of the study show that under the influence of the water body in Xi’an in winter, the temperature of the downwind area of the water body decreases and the relative humidity increases during 10:30am and 4:30pm, the temperature of such area increases and the relative humidity decreases during 5pm and 9am in the next day. Such effects persist as the distance to the water body is larger. The study also shows that, ENVI-met simulate on the impact of water bodies on its surrounding environment could be validated on daytime; however, the results on nighttime could not fully validated.","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130350193","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":"ICSCGE 2021 Author Index","authors":"","doi":"10.1109/icscge53744.2021.9654382","DOIUrl":"https://doi.org/10.1109/icscge53744.2021.9654382","url":null,"abstract":"","PeriodicalId":329321,"journal":{"name":"2021 International Conference on Smart City and Green Energy (ICSCGE)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129829169","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}