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检索条件"主题词=Dynamic workflow scheduling"
17 条 记 录,以下是1-10 订阅
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Transformer-Enhanced DQN Approach for Energy and Cost-Efficient Large-Scale dynamic workflow scheduling in Heterogeneous Environment
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IEEE INTERNET OF THINGS JOURNAL 2024年 第22期11卷 37351-37367页
作者: Ding, Fan Yuan, Yaqian Lv, Lizhi Zhang, Rui Zhou, Wenbo Lanzhou Univ Technol Coll Comp & Commun Engn Lanzhou 50070 Peoples R China
In a heterogeneous workflow environment, the uncertainty of task execution times, dynamic resource changes, and task dependencies' evolution pose significant scheduling challenges. This article investigates how to... 详细信息
来源: 评论
Transfer Learning Based Multi-Objective Evolutionary Algorithm for dynamic workflow scheduling in the Cloud
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IEEE TRANSACTIONS ON CLOUD COMPUTING 2024年 第4期12卷 1200-1217页
作者: Xie, Huamao Ding, Ding Zhao, Lihong Kang, Kaixuan Beijing Jiaotong Univ Sch Comp Sci & Technol Beijing 100044 Peoples R China Minist Educ Key Lab Big Data & Artificial Intelligence Transpo Beijing 100044 Peoples R China
Managing scientific applications in the Cloud poses many challenges in terms of workflow scheduling, especially in handling multi-objective workflow scheduling under quality of service (QoS) constraints. However, most... 详细信息
来源: 评论
Genetic Programming for dynamic workflow scheduling in Fog Computing
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IEEE TRANSACTIONS ON SERVICES COMPUTING 2023年 第4期16卷 2657-2671页
作者: Xu, Meng Mei, Yi Zhu, Shiqiang Zhang, Beibei Xiang, Tian Zhang, Fangfang Zhang, Mengjie Victoria Univ Wellington Sch Engn & Comp Sci Evolutionary Computat Res Grp Wellington 6140 New Zealand Zhejiang Lab Intelligent Robot Res Ctr Hangzhou 311121 Peoples R China
dynamic workflow scheduling in Fog Computing (DWSFC) is an important optimisation problem with many real-world applications. The current workflow scheduling problems only consider cloud servers but ignore the roles of... 详细信息
来源: 评论
Evolving scheduling Heuristics for Energy-Efficient dynamic workflow scheduling in Cloud via Genetic Programming Hyper-Heuristics  20th
Evolving Scheduling Heuristics for Energy-Efficient Dynamic ...
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20th International Conference on Intelligent Computing (ICIC)
作者: Sun, Zaixing Zhang, Fangfang Mei, Yi Huang, Hejiao Gu, Chonglin Qian, Bin Zhang, Mengjie Harbin Inst Technol Shenzhen Shenzhen 518000 Peoples R China Victoria Univ Wellington Wellington 6140 New Zealand Kunming Univ Sci & Technol Kunming 650500 Yunnan Peoples R China
With the rapid development of cloud computing, the issue of how to reduce energy consumption has attracted a great deal of attention. Especially for dynamic workflow scheduling, dependency constraints between tasks an... 详细信息
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Enhancing generalization in genetic programming hyper-heuristics through mini-batch sampling strategies for dynamic workflow scheduling
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INFORMATION SCIENCES 2024年 678卷
作者: Yang, Yifan Chen, Gang Ma, Hui Hartmann, Sven Zhang, Mengjie Victoria Univ Wellington Ctr Data Sci & Artificial Intelligence Wellington 6012 New Zealand Victoria Univ Wellington Sch Engn & Comp Sci Wellington 6012 New Zealand Tech Univ Clausthal Dept Informat D-38678 Clausthal Zellerfeld Germany
Genetic Programming Hyper -heuristics (GPHH) have been successfully used to evolve scheduling rules for dynamic workflow scheduling (DWS) as well as other challenging combinatorial optimization problems. The method of... 详细信息
来源: 评论
A Genetic Programming-Based Hyper-Heuristic Approach for Multi-Objective dynamic workflow scheduling in Cloud Environment
A Genetic Programming-Based Hyper-Heuristic Approach for Mul...
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IEEE Congress on Evolutionary Computation (CEC)
作者: Yu, Yongbo Shi, Tao Ma, Hui Chen, Gang Victoria Univ Wellington Sch Engn & Comp Sci Wellington New Zealand
With the popularity of cloud computing, many organizations process their workflow tasks in cloud resources based on the Pay-As-Per-Use model. dynamic workflow scheduling (DWS) aims to allocate dynamically arriving wor... 详细信息
来源: 评论
Dual-Tree Genetic Programming for Deadline-Constrained dynamic workflow scheduling in Cloud  20th
Dual-Tree Genetic Programming for Deadline-Constrained Dynam...
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20th International Conference on Service-Oriented Computing (ICSOC)
作者: Yang, Yifan Chen, Gang Ma, Hui Zhang, Mengjie Victoria Univ Wellington Sch Engn & Comp Sci Wellington 6140 New Zealand
dynamic workflow scheduling (DWS) aims to allocate abundant cloud resources to process a large number of heterogeneous workflows in order to minimize total operation cost and the penalty for violating deadline constra... 详细信息
来源: 评论
Multi-Tree Genetic Programming Hyper-Heuristic for dynamic Flexible workflow scheduling in Multi-Clouds
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IEEE TRANSACTIONS ON SERVICES COMPUTING 2024年 第5期17卷 2687-2703页
作者: Sun, Zaixing Mei, Yi Zhang, Fangfang Huang, Hejiao Gu, Chonglin Zhang, Mengjie Harbin Inst Technol Shenzhen Sch Comp Sci & Technol Shenzhen 518000 Peoples R China Guangdong Prov Key Lab Novel Secur Intelligence Te Shenzhen 518000 Peoples R China Victoria Univ Wellington Ctr Data Sci & Artificial Intelligence Evolutionary Computat Res Grp Wellington 6140 New Zealand Victoria Univ Wellington Sch Engn & Comp Sci Wellington New Zealand
Multi-cloud is a promising paradigm due to its advantages such as avoiding vendor lock-in and optimising costs. This article focuses on dynamic flexible workflow scheduling with minimum total monetary cost in multi-cl... 详细信息
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Budget and SLA Aware dynamic workflow scheduling in Cloud Computing with Heterogeneous Resources
Budget and SLA Aware Dynamic Workflow Scheduling in Cloud Co...
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IEEE Congress on Evolutionary Computation (IEEE CEC)
作者: Yang, Yifan Chen, Gang Ma, Hui Zhang, Mengjie Huang, Victoria Victoria Univ Wellington Sch Engn & Comp Sci Wellington 6140 New Zealand Univ Waikato Sch Comp & Math Sci Hamilton 3240 New Zealand
workflow with different patterns and sizes arrive at a cloud data center dynamically to be processed at virtual machines in the data center, with the aim to minimize overall cost and makespan while satisfying Service ... 详细信息
来源: 评论
Cooperative Coevolutionary Genetic Programming Hyper-Heuristic for Budget Constrained dynamic Multi-workflow scheduling in Cloud Computing  1
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23rd European Conference on Evolutionary Computation in Combinatorial Optimisation (EvoCOP) Held as Part of EvoStar Conference
作者: Escott, Kirita-Rose Ma, Hui Chen, Gang Victoria Univ Wellington Wellington 6012 New Zealand
dynamic Multi-workflow scheduling (DMWS) in cloud computing is a well-known combinatorial optimisation problem. It is a great challenge to tackle this problem by scheduling multiple workflows submitted at different ti... 详细信息
来源: 评论