A hybrid approach combining the multi-dimensional time series k-means algorithm and long short-term memory networks to predict the monthly water demand according to the uncertainty in the dataset
Author:
Publisher
Springer Science and Business Media LLC
Subject
General Earth and Planetary Sciences
Link
https://link.springer.com/content/pdf/10.1007/s12145-023-00976-y.pdf
Reference45 articles.
1. Aghabozorgi S, Ying Wah T, Herawan T, Jalab HA, Shaygan MA, Jalali A (2014) A hybrid algorithm for clustering of time series data based on affinity search technique. Sci World J 2014
2. Altunkaynak A, Nigussie TA (2017) Monthly water consumption prediction using season algorithm and wavelet transform–based models. J Water Resour Plan Manag 143(6):04017011
3. Amiri M, Jensen R (2016) Missing data imputation using fuzzy-rough methods. Neurocomputing 205:152–164
4. Antunes A, Andrade-Campos A, Sardinha-Lourenço A, Oliveira M (2018) Short-term water demand forecasting using machine learning techniques. J Hydroinf 20(6):1343–1366
5. Aristiawati K, Siswantining T, Sarwinda D, Soemartojo SM (2019). Missing values imputation based on fuzzy C-Means algorithm for classification of chronic obstructive pulmonary disease (COPD). In AIP Conference Proceedings (Vol. 2192, No. 1, p. 060003). AIP Publishing LLC
Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. A novel VMD-LHPO-KELM machine learning-based TBM boring parameter prediction;Earth Science Informatics;2023-07-01
2. Urban Water Supply Forecasting Based on CNN-LSTM-AM Spatiotemporal Deep Learning Model;IEEE Access;2023
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3