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CNN-LSTM based Wind Power Prediction System to Improve Accuracy 基于CNN-LSTM的风电预测系统提高预测精度
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2022.0001
Rae-Jin Park, Sungwoo Kang, Jaehyeong Lee, Seungmin Jung
{"title":"CNN-LSTM based Wind Power Prediction System to Improve Accuracy","authors":"Rae-Jin Park, Sungwoo Kang, Jaehyeong Lee, Seungmin Jung","doi":"10.7849/ksnre.2022.0001","DOIUrl":"https://doi.org/10.7849/ksnre.2022.0001","url":null,"abstract":"In this study, we propose a wind power generation prediction system that applies machine learning and data mining to predict wind power generation. This system increases the utilization rate of new and renewable energy sources. For time-series data, the data set was established by measuring wind speed, wind generation, and environmental factors influencing the wind speed. The data set was pre-processed so that it could be applied appropriately to the model. The prediction system applied the CNN (Convolutional Neural Network) to the data mining process and then used the LSTM (Long Short-Term Memory) to learn and make predictions. The preciseness of the proposed system is verified by comparing the prediction data with the actual data, according to the presence or absence of data mining in the model of the prediction system.","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129552467","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}
引用次数: 0
Mid- and Long-term Forecast of Forest Biomass Energy in South Korea, and Analysis of the Alternative Effects of Fossil Fuel 韩国森林生物质能源中长期预测及化石燃料替代效应分析
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2022.0021
Seung-Rok Lee, Hee Han, Yoon-Seong Chang, Hanseob Jeong, Soo Min Lee, Gyu-Seong Han
{"title":"Mid- and Long-term Forecast of Forest Biomass Energy in South Korea, and Analysis of the Alternative Effects of Fossil Fuel","authors":"Seung-Rok Lee, Hee Han, Yoon-Seong Chang, Hanseob Jeong, Soo Min Lee, Gyu-Seong Han","doi":"10.7849/ksnre.2022.0021","DOIUrl":"https://doi.org/10.7849/ksnre.2022.0021","url":null,"abstract":"","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123899050","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}
引用次数: 1
Electrical Energy Production Using Biomass 利用生物质生产电能
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2023.0003
Jongseo Lee, Sang-Soo Han, Doyeun Kim, JuHyun Kim, Sang-Bong Park
{"title":"Electrical Energy Production Using Biomass","authors":"Jongseo Lee, Sang-Soo Han, Doyeun Kim, JuHyun Kim, Sang-Bong Park","doi":"10.7849/ksnre.2023.0003","DOIUrl":"https://doi.org/10.7849/ksnre.2023.0003","url":null,"abstract":"","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"104 9","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132948915","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}
引用次数: 0
Analysis of Factors Driving the Participation of Small Scale Renewable Power Providers in the Power Brokerage Market 小型可再生能源供应商参与电力经纪市场的驱动因素分析
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2022.0016
L. Dmitriy, J. Bae
{"title":"Analysis of Factors Driving the Participation of Small Scale Renewable Power Providers in the Power Brokerage Market","authors":"L. Dmitriy, J. Bae","doi":"10.7849/ksnre.2022.0016","DOIUrl":"https://doi.org/10.7849/ksnre.2022.0016","url":null,"abstract":"","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130640132","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}
引用次数: 1
Characteristics of Landfill Gas Generation by Separate Landfill of Construction Waste and Mixed Landfill with Household Waste 建筑垃圾分类填埋与生活垃圾混合填埋产气特性研究
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2022.0029
Jong-Keun Park, Seung-Kyu Chun
{"title":"Characteristics of Landfill Gas Generation by Separate Landfill of Construction Waste and Mixed Landfill with Household Waste","authors":"Jong-Keun Park, Seung-Kyu Chun","doi":"10.7849/ksnre.2022.0029","DOIUrl":"https://doi.org/10.7849/ksnre.2022.0029","url":null,"abstract":"","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121833240","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}
引用次数: 0
S. Korea’s Approach Strategy through Policy Analysis of Major Countries to Promote the Use of Forest Biomass as Renewable Energy 从主要国家的政策分析看韩国促进森林生物质可再生能源利用的方法策略
New & Renewable Energy Pub Date : 1900-01-01 DOI: 10.7849/ksnre.2022.0020
Seung-Rok Lee, Sehun Park, Moon-Hyun Koh, Gyu-Seong Han
{"title":"S. Korea’s Approach Strategy through Policy Analysis of Major Countries to Promote the Use of Forest Biomass as Renewable Energy","authors":"Seung-Rok Lee, Sehun Park, Moon-Hyun Koh, Gyu-Seong Han","doi":"10.7849/ksnre.2022.0020","DOIUrl":"https://doi.org/10.7849/ksnre.2022.0020","url":null,"abstract":"","PeriodicalId":178528,"journal":{"name":"New & Renewable Energy","volume":"134 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134066619","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}
引用次数: 2
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