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International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications最新文献

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Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding 通过策略嵌入实现代理辅助的进化强化学习
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2023-01-31 DOI: 10.48550/arXiv.2301.13374
Lan Tang, Xiaxi Li, Jinyuan Zhang, Guiying Li, Peng Yang, Ke Tang
{"title":"Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding","authors":"Lan Tang, Xiaxi Li, Jinyuan Zhang, Guiying Li, Peng Yang, Ke Tang","doi":"10.48550/arXiv.2301.13374","DOIUrl":"https://doi.org/10.48550/arXiv.2301.13374","url":null,"abstract":"Evolutionary Reinforcement Learning (ERL) that applying Evolutionary Algorithms (EAs) to optimize the weight parameters of Deep Neural Network (DNN) based policies has been widely regarded as an alternative to traditional reinforcement learning methods. However, the evaluation of the iteratively generated population usually requires a large amount of computational time and can be prohibitively expensive, which may potentially restrict the applicability of ERL. Surrogate is often used to reduce the computational burden of evaluation in EAs. Unfortunately, in ERL, each individual of policy usually represents millions of weights parameters of DNN. This high-dimensional representation of policy has introduced a great challenge to the application of surrogates into ERL to speed up training. This paper proposes a PE-SAERL Framework to at the first time enable surrogate-assisted evolutionary reinforcement learning via policy embedding (PE). Empirical results on 5 Atari games show that the proposed method can perform more efficiently than the four state-of-the-art algorithms. The training process is accelerated up to 7x on tested games, comparing to its counterpart without the surrogate and PE.","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"41 1","pages":"233-247"},"PeriodicalIF":0.0,"publicationDate":"2023-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81501639","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
Bio-Inspired Computing: Theories and Applications: 17th International Conference, BIC-TA 2022, Wuhan, China, December 16–18, 2022, Revised Selected Papers 生物启发计算:理论与应用:第17届国际会议，bicta 2022，中国武汉，2022年12月16-18日，修订论文选集
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2023-01-01 DOI: 10.1007/978-981-99-1549-1
{"title":"Bio-Inspired Computing: Theories and Applications: 17th International Conference, BIC-TA 2022, Wuhan, China, December 16–18, 2022, Revised Selected Papers","authors":"","doi":"10.1007/978-981-99-1549-1","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"184 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80468516","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
A Self-adaptive Single-Objective Multitasking Optimization Algorithm 一种自适应单目标多任务优化算法
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_10
Xiaoyu Li, Lei Wang, Qiaoyong Jiang, Wei Li, Bin Wang
{"title":"A Self-adaptive Single-Objective Multitasking Optimization Algorithm","authors":"Xiaoyu Li, Lei Wang, Qiaoyong Jiang, Wei Li, Bin Wang","doi":"10.1007/978-981-99-1549-1_10","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_10","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"15 1","pages":"117-130"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78372054","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
Bio-Inspired Computing: Theories and Applications: 16th International Conference, BIC-TA 2021, Taiyuan, China, December 17–19, 2021, Revised Selected Papers, Part I 生物启发计算:理论与应用:第16届国际会议，bicta 2021，中国太原，12月17-19日，2021，修订论文选集，第一部分
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-19-1256-6
{"title":"Bio-Inspired Computing: Theories and Applications: 16th International Conference, BIC-TA 2021, Taiyuan, China, December 17–19, 2021, Revised Selected Papers, Part I","authors":"","doi":"10.1007/978-981-19-1256-6","DOIUrl":"https://doi.org/10.1007/978-981-19-1256-6","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"81 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78107369","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
Multi-UUV Underwater Target Cooperative Detection Task Planning and Assignment 多uuv水下目标协同探测任务规划与分配
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_38
Yongzhou Lu, Hao Zhou, Heng-chu Fang, Ziwei Zhao
{"title":"Multi-UUV Underwater Target Cooperative Detection Task Planning and Assignment","authors":"Yongzhou Lu, Hao Zhou, Heng-chu Fang, Ziwei Zhao","doi":"10.1007/978-981-99-1549-1_38","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_38","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"18 1","pages":"484-495"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72874990","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
An Analysis for Thermal Conductivity of Graphene/Polymer Nanocomposites 石墨烯/聚合物纳米复合材料的导热性能分析
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_55
Zirui Liang, Weigang Huang, Runzhe Rao, Fang Li
{"title":"An Analysis for Thermal Conductivity of Graphene/Polymer Nanocomposites","authors":"Zirui Liang, Weigang Huang, Runzhe Rao, Fang Li","doi":"10.1007/978-981-99-1549-1_55","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_55","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"86 1","pages":"684-690"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72917071","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
Research on Soil Moisture Prediction Based on LSTM-Transformer Model 基于lstm -变压器模型的土壤水分预测研究
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_26
Tao Zhou, Yuanxin He, Liang Luo, S. Ji
{"title":"Research on Soil Moisture Prediction Based on LSTM-Transformer Model","authors":"Tao Zhou, Yuanxin He, Liang Luo, S. Ji","doi":"10.1007/978-981-99-1549-1_26","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_26","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"131 1","pages":"329-342"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81795170","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
Diffusion Optimization Algorithm Based on Membrane Calculation 基于膜计算的扩散优化算法
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_50
Yanbing Zhang, Hao Wang, Liang Luo
{"title":"Diffusion Optimization Algorithm Based on Membrane Calculation","authors":"Yanbing Zhang, Hao Wang, Liang Luo","doi":"10.1007/978-981-99-1549-1_50","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_50","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"5 1","pages":"628-646"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87380707","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
Research on Helmet Wearing Detection Based on Improved YOLOv4 Algorithm 基于改进YOLOv4算法的头盔磨损检测研究
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_21
Wei Zhao, Jing Wang
{"title":"Research on Helmet Wearing Detection Based on Improved YOLOv4 Algorithm","authors":"Wei Zhao, Jing Wang","doi":"10.1007/978-981-99-1549-1_21","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_21","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"39 1","pages":"265-274"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76208490","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
Simulation of Airflow Characteristics of a Seabird Following a Ship Based on Steady State 基于稳态的海鸟跟船气流特性模拟
International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications Pub Date : 2022-01-01 DOI: 10.1007/978-981-99-1549-1_47
Chao Lu, Guangwu Liu, Wenguo Zhang, Jian Wang
{"title":"Simulation of Airflow Characteristics of a Seabird Following a Ship Based on Steady State","authors":"Chao Lu, Guangwu Liu, Wenguo Zhang, Jian Wang","doi":"10.1007/978-981-99-1549-1_47","DOIUrl":"https://doi.org/10.1007/978-981-99-1549-1_47","url":null,"abstract":"","PeriodicalId":88899,"journal":{"name":"International Conference on Bio-inspired Computing, Theories and Applications : [proceedings]. International Conference on Bio-inspired Computing, Theories and Applications","volume":"29 1","pages":"591-604"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74788460","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
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