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Memetic Computing最新文献

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Multi-objective LSTM ensemble model for household short-term load forecasting 家庭短期负荷预测的多目标LSTM集成模型
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2022-01-25 DOI: 10.1007/s12293-022-00355-y
Fan, Chaodong, Li, Yunfan, Yi, Lingzhi, Xiao, Leyi, Qu, Xilong, Ai, Zhaoyang
{"title":"Multi-objective LSTM ensemble model for household short-term load forecasting","authors":"Fan, Chaodong, Li, Yunfan, Yi, Lingzhi, Xiao, Leyi, Qu, Xilong, Ai, Zhaoyang","doi":"10.1007/s12293-022-00355-y","DOIUrl":"https://doi.org/10.1007/s12293-022-00355-y","url":null,"abstract":"<p>With the development of smart grid, household load forecasting played an important role in power system operations. However, the household load forecasting is often inefficient due to its high volatility and uncertainty. Consequently, a multi-objective LSTM ensemble model based on the DBN combination strategy, is proposed in this paper. This method first builds a deep learning framework based on the LSTM network in order to generate several sub-models. With the diversity and accuracy of the sub-models as the objective functions, the improved MOEA/D algorithm is then used to optimize the parameters, in order to enhance the overall performance of the sub-models and ensure their differences. Finally, a DBN-based combination strategy is used to combine the single forecasts in order to form the ensemble forecast, and reduce the adverse effects of model uncertainty and data noise on the prediction accuracy. The experimental results show that the proposed method has several advantages in prediction accuracy and generalization capacity, compared with several current intelligent prediction methods.</p>","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 10","pages":""},"PeriodicalIF":4.7,"publicationDate":"2022-01-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138524893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A novel multimodal multiobjective memetic algorithm with a local detection mechanism and a clustering-based selection strategy 一种基于局部检测机制和聚类选择策略的多模态多目标模因算法
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2022-01-21 DOI: 10.1007/s12293-022-00353-0
Naili Luo, Yulong Ye, Wu Lin, Qiuzhen Lin, Victor C. M. Leung
{"title":"A novel multimodal multiobjective memetic algorithm with a local detection mechanism and a clustering-based selection strategy","authors":"Naili Luo, Yulong Ye, Wu Lin, Qiuzhen Lin, Victor C. M. Leung","doi":"10.1007/s12293-022-00353-0","DOIUrl":"https://doi.org/10.1007/s12293-022-00353-0","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"15 1","pages":"31-43"},"PeriodicalIF":4.7,"publicationDate":"2022-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42733928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Solving vehicle routing problem by memetic search with evolutionary multitasking 基于进化多任务的模因搜索求解车辆路径问题
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2022-01-18 DOI: 10.1007/s12293-021-00352-7
Qingxia Shang, Yuxiao Huang, Yu Wang, Min Li, Liang Feng
{"title":"Solving vehicle routing problem by memetic search with evolutionary multitasking","authors":"Qingxia Shang, Yuxiao Huang, Yu Wang, Min Li, Liang Feng","doi":"10.1007/s12293-021-00352-7","DOIUrl":"https://doi.org/10.1007/s12293-021-00352-7","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"14 1","pages":"31 - 44"},"PeriodicalIF":4.7,"publicationDate":"2022-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52806681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
A framework for expensive many-objective optimization with Pareto-based bi-indicator infill sampling criterion 基于Pareto的双指标填充采样准则的代价高昂的多目标优化框架
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-11-27 DOI: 10.1007/s12293-021-00351-8
Zhenshou Song, Handing Wang, Hongbin Xu
{"title":"A framework for expensive many-objective optimization with Pareto-based bi-indicator infill sampling criterion","authors":"Zhenshou Song, Handing Wang, Hongbin Xu","doi":"10.1007/s12293-021-00351-8","DOIUrl":"https://doi.org/10.1007/s12293-021-00351-8","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"14 1","pages":"179 - 191"},"PeriodicalIF":4.7,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46468890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Dynamic grid-based uniform search for solving constrained multiobjective optimization problems 基于动态网格的均匀搜索求解约束多目标优化问题
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-11-13 DOI: 10.1007/s12293-021-00349-2
Jiawei Yuan
{"title":"Dynamic grid-based uniform search for solving constrained multiobjective optimization problems","authors":"Jiawei Yuan","doi":"10.1007/s12293-021-00349-2","DOIUrl":"https://doi.org/10.1007/s12293-021-00349-2","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 1","pages":"497 - 508"},"PeriodicalIF":4.7,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48812672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
A multipopulation evolutionary framework with Steffensen’s method for dynamic multiobjective optimization problems 动态多目标优化问题的多种群进化框架与Steffensen方法
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-11-13 DOI: 10.1007/s12293-021-00348-3
Tianyu Liu, Lei Cao, Zhuo Wang
{"title":"A multipopulation evolutionary framework with Steffensen’s method for dynamic multiobjective optimization problems","authors":"Tianyu Liu, Lei Cao, Zhuo Wang","doi":"10.1007/s12293-021-00348-3","DOIUrl":"https://doi.org/10.1007/s12293-021-00348-3","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 1","pages":"477 - 495"},"PeriodicalIF":4.7,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43226447","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Parameter adaptation in multifactorial evolutionary algorithm for many-task optimization 多任务优化多因子进化算法中的参数自适应
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-10-05 DOI: 10.1007/s12293-021-00347-4
T. Thang, Tran Cong Dao, Nguyen Hoang Long, Huynh Thi Thanh Binh
{"title":"Parameter adaptation in multifactorial evolutionary algorithm for many-task optimization","authors":"T. Thang, Tran Cong Dao, Nguyen Hoang Long, Huynh Thi Thanh Binh","doi":"10.1007/s12293-021-00347-4","DOIUrl":"https://doi.org/10.1007/s12293-021-00347-4","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 1","pages":"433 - 446"},"PeriodicalIF":4.7,"publicationDate":"2021-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46377361","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
System-in-package design using multi-task memetic learning and optimization 使用多任务模因学习和优化的系统包内设计
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-09-23 DOI: 10.1007/s12293-021-00346-5
Weijing Dai, Zhenkun Wang, Ke Xue
{"title":"System-in-package design using multi-task memetic learning and optimization","authors":"Weijing Dai, Zhenkun Wang, Ke Xue","doi":"10.1007/s12293-021-00346-5","DOIUrl":"https://doi.org/10.1007/s12293-021-00346-5","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"14 1","pages":"45 - 59"},"PeriodicalIF":4.7,"publicationDate":"2021-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42086150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Multi-lingual character handwriting framework based on an integrated deep learning based sequence-to-sequence attention model 基于集成深度学习的序列到序列注意力模型的多语言字符手写框架
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-09-18 DOI: 10.1007/s12293-021-00345-6
Besma Rabhi, A. Elbaati, H. Boubaker, Y. Hamdi, Amir Hussain, A. Alimi
{"title":"Multi-lingual character handwriting framework based on an integrated deep learning based sequence-to-sequence attention model","authors":"Besma Rabhi, A. Elbaati, H. Boubaker, Y. Hamdi, Amir Hussain, A. Alimi","doi":"10.1007/s12293-021-00345-6","DOIUrl":"https://doi.org/10.1007/s12293-021-00345-6","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 1","pages":"459 - 475"},"PeriodicalIF":4.7,"publicationDate":"2021-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49488241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Solving binary multi-objective knapsack problems with novel greedy strategy 用新型贪心策略求解二元多目标背包问题
IF 4.7 2区 计算机科学
Memetic Computing Pub Date : 2021-08-21 DOI: 10.1007/s12293-021-00344-7
Jiawei Yuan, Yifan Li
{"title":"Solving binary multi-objective knapsack problems with novel greedy strategy","authors":"Jiawei Yuan, Yifan Li","doi":"10.1007/s12293-021-00344-7","DOIUrl":"https://doi.org/10.1007/s12293-021-00344-7","url":null,"abstract":"","PeriodicalId":48780,"journal":{"name":"Memetic Computing","volume":"13 1","pages":"447 - 458"},"PeriodicalIF":4.7,"publicationDate":"2021-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s12293-021-00344-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49071289","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
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