Machine Learning for Energy Load Prediction and its Interpretation

被引:0
|
作者
Charytanowicz, Malgorzata [1 ]
Olwert, Anna [2 ]
Radziszewska, Weronika [3 ]
Jarnicka, Jolanta [3 ]
Gajowniczek, Krzysztof [4 ]
Zabkowski, Tomasz [4 ]
Brozyna, Jacek [5 ]
Mentel, Grzegorz [5 ]
Matejko, Grzegorz [6 ]
机构
[1] Research Institute Pas, Center for Methods of Data Analysis Systems, Warsaw, Poland
[2] Research Institute Pas, Department of Computer Science Systems, Warsaw, Poland
[3] Research Institute Pas, Center for Computer Modelling Systems, Warsaw, Poland
[4] Warsaw University of Life Sciences, Institute of Information Technology, Warsaw, Poland
[5] Rzeszow University of Technology, Department of Quantitative Methods, Rzeszów, Poland
[6] Polskie Towarzystwo Cyfrowe, Lublin, Poland
关键词
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I
11th IEEE International Conference on Intelligent Systems, IS 2022
中图分类号
学科分类号
摘要
Adaptive boosting - Additives - Electric load forecasting - Electric power plant loads - Machine learning - Regression analysis
引用
收藏
相关论文
共 50 条
  • [1] Prediction of Tropical Cyclogenesis Based on Machine Learning Methods and Its SHAP Interpretation
    Loi, Chi Lok
    Wu, Chun-Chieh
    Liang, Yu-Chiao
    [J]. JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2024, 16 (03)
  • [2] Automated machine learning-based building energy load prediction method
    Zhang, Chaobo
    Tian, Xiangning
    Zhao, Yang
    Lu, Jie
    [J]. JOURNAL OF BUILDING ENGINEERING, 2023, 80
  • [3] Smart Building Energy Management: Load Profile Prediction using Machine Learning
    Revati, G.
    Hozefa, J.
    Shadab, S.
    Sheikh, A.
    Wagh, S. R.
    Singh, N. M.
    [J]. 2021 29TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2021, : 380 - 385
  • [4] Prediction and Interpretation Microglia Cytotoxicity by Machine Learning
    Liu, Qing
    He, Dakuo
    Fan, Mengmeng
    Wang, Jinpeng
    Cui, Zeyu
    Wang, Hao
    Mi, Yan
    Li, Ning
    Meng, Qingqi
    Hou, Yue
    [J]. JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2024,
  • [5] A review of machine learning in building load prediction
    Zhang, Liang
    Wen, Jin
    Li, Yanfei
    Chen, Jianli
    Ye, Yunyang
    Fu, Yangyang
    Livingood, William
    [J]. APPLIED ENERGY, 2021, 285
  • [6] Delirium Prediction Using Machine Learning Interpretation Method and Its Incorporation into a Clinical Workflow
    Matsumoto, Koutarou
    Nohara, Yasunobu
    Sakaguchi, Mikako
    Takayama, Yohei
    Fukushige, Shota
    Soejima, Hidehisa
    Nakashima, Naoki
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (03):
  • [7] Prediction of Cooling Load of Tropical Buildings with Machine Learning
    Bekdas, Gebrail
    Aydin, Yaren
    Isikdag, Umit
    Sadeghifam, Aidin Nobahar
    Kim, Sanghun
    Geem, Zong Woo
    [J]. SUSTAINABILITY, 2023, 15 (11)
  • [8] Prediction of Heating and Cooling Load to improve Energy Efficiency of Buildings Using Machine Learning Techniques
    Srihari, J.
    Santhi, B.
    [J]. JOURNAL OF MECHANICS OF CONTINUA AND MATHEMATICAL SCIENCES, 2018, 13 (05): : 97 - 113
  • [9] Machine Learning for Prediction of Energy in Wheat Production
    Mostafaeipour, Ali
    Fakhrzad, Mohammad Bagher
    Gharaat, Sajad
    Jahangiri, Mehdi
    Dhanraj, Joshuva Arockia
    Band, Shahab S.
    Issakhov, Alibek
    Mosavi, Amir
    [J]. AGRICULTURE-BASEL, 2020, 10 (11): : 1 - 18
  • [10] Machine learning prediction and interpretation of the impact of microplastics on soil properties
    Withana, Piumi Amasha
    Li, Jie
    Senadheera, Sachini Supunsala
    Fan, Chuanfang
    Wang, Yin
    Ok, Yong Sik
    [J]. ENVIRONMENTAL POLLUTION, 2024, 341