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检索条件"主题词=neural combinatorial optimization"
35 条 记 录,以下是21-30 订阅
排序:
Learning Feature Embedding Refiner for Solving Vehicle Routing Problems
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IEEE TRANSACTIONS ON neural NETWORKS AND LEARNING SYSTEMS 2024年 第11期35卷 15279-15291页
作者: Li, Jingwen Ma, Yining Cao, Zhiguang Wu, Yaoxin Song, Wen Zhang, Jie Chee, Yeow Meng Sichuan Normal Univ Dept Comp Sci Chengdu 610101 Peoples R China Natl Univ Singapore Dept Ind Syst Engn & Management Coll Design & Engn Singapore 119077 Singapore Singapore Management Univ Sch Comp & Informat Syst Singapore 188065 Singapore Eindhoven Univ Technol Fac Ind Engn & Innovat Sci NL-5600 MB Eindhoven Netherlands Shandong Univ Inst Marine Sci & Technol Qingdao 266237 Peoples R China Nanyang Technol Univ Sch Comp Sci & Engn Singapore 639798 Singapore
While the encoder-decoder structure is widely used in the recent neural construction methods for learning to solve vehicle routing problems (VRPs), they are less effective in searching solutions due to deterministic f... 详细信息
来源: 评论
Machine Learning to Solve Vehicle Routing Problems: A Survey
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IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 2024年 第6期25卷 4754-4772页
作者: Bogyrbayeva, Aigerim Meraliyev, Meraryslan Mustakhov, Taukekhan Dauletbayev, Bissenbay SDU Univ Dept Comp Sci Kaskelen 040900 Kazakhstan
This paper provides a systematic overview of machine learning methods applied to solve NP-hard Vehicle Routing Problems (VRPs). Recently, there has been great interest from both the machine learning and operations res... 详细信息
来源: 评论
D2A: Operating a Service Function Chain Platform With Data-Driven Scheduling Policies
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IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT 2022年 第3期19卷 2839-2853页
作者: Kraemer, Patrick Diederich, Philip Kraemer, Corinna Pries, Rastin Kellerer, Wolfgang Blenk, Andreas Tech Univ Munich Chair Commun Networks D-80333 Munich Germany Deutsch Sparkassenverlag GmbH D-70563 Stuttgart Germany Nokia Bell Labs Nokia Strategy & Technol D-81541 Munich Germany Siemens AG Corp Technol D-80333 Munich Germany
Realizing Service Function Chaining with a micro-service-based architecture results in an increased number of computationally cheap Virtual Network Functions (VNFs). Pinning cheap VNFs to dedicated CPU cores can waste... 详细信息
来源: 评论
neural Order-First Split-Second Algorithm for the Capacitated Vehicle Routing Problem  5th
Neural Order-First Split-Second Algorithm for the Capacitate...
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4th International Conference on optimization and Learning (OLA)
作者: Yaddaden, Ali Harispe, Sebastien Vasquez, Michel Univ Montpellier IMT Mines Ales EuroMov Digital Hlth Mot Ales France
Modern machine learning, including deep learning models and reinforcement learning techniques, have proven effective for solving difficult combinatorial optimization problems without relying on handcrafted heuristics.... 详细信息
来源: 评论
Learning Heuristics for combinatorial optimization Problems on K-Partite Hypergraphs  21st
Learning Heuristics for Combinatorial Optimization Problems ...
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21st International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research (CPAIOR)
作者: Zouitine, Mehdi Berjaoui, Ahmad Lagnoux, Agnes Pellegrini, Clement Rachelson, Emmanuel IRT St Exupery Toulouse France Univ Toulouse Inst Math Toulouse CNRS UMR5219 Toulouse France UT2J F-31058 Toulouse France UT3 Toulouse France ISAE SUPAERO Toulouse France
Recently, deep neural networks have demonstrated remarkable performance in addressing combinatorial optimization challenges. The expressive power of graph neural networks combined with Reinforcement Learning (RL) enab... 详细信息
来源: 评论
Graph Representation for Learning the Traveling Salesman Problem  13th
Graph Representation for Learning the Traveling Salesman Pro...
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13th Mexican Conference on Pattern Recognition (MCPR)
作者: Gutierrez, Omar Zamora, Erik Menchaca, Ricardo Inst Politecn Nacl CIC Av Juan Dios Batiz S-NGustavo A Madero Mexico City 07738 Mexico
Training deep learning models for solving the Travelling Salesman Problem (TSP) directly on large instances is computationally challenging. An approach to tackle large-scale TSPs is through identifying elements in the... 详细信息
来源: 评论
Graph Q-learning Assisted Ant Colony optimization for Vehicle Routing Problems with Time Windows
Graph Q-learning Assisted Ant Colony Optimization for Vehicl...
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Genetic and Evolutionary Computation Conference (GECCO)
作者: Yue, Peng Liu, Shiqing Jin, Yaochu Northeastern Univ Shenyang Liaoning Peoples R China Bielefeld Univ Bielefeld Germany
Vehicle routing problem with time windows (VRPTW) is a typical class of constrained path planning problems in the field of combinatorial optimization. VRPTW considers a delivery task for a given set of customers with ... 详细信息
来源: 评论
Fragmentation-Aware VNF Placement: A Deep Reinforcement Learning Approach  59
Fragmentation-Aware VNF Placement: A Deep Reinforcement Lear...
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59th Annual IEEE International Conference on Communications (IEEE ICC)
作者: Mohamed, Ramy Avgeris, Marios Leivadeas, Aris Lambadaris, Ioannis Carleton Univ Dept Syst & Comp Engn Ottawa ON Canada Ecole Technol Super Dept Software & IT Engn Montreal PQ Canada
In this paper we address the challenge of efficiently deploying Virtual Network Functions (VNFs) in network infrastructures. This is particularly crucial when facing resource fragmentation, where available resources a... 详细信息
来源: 评论
Deep Reinforcement Learning Based Container Cluster Placement Strategy in Edge Computing Environment
Deep Reinforcement Learning Based Container Cluster Placemen...
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IEEE Global Communications Conference (GLOBECOM)
作者: Chen, Zhuo Zhu, Bowen Chongqing Univ Technol Coll Comp Sci & Engn Chongqing Peoples R China
Container-based virtualization technology has been increasingly used in edge clouds recently due to its advantages of lighter resource occupation, faster startup capability, and better resource utilization efficiency.... 详细信息
来源: 评论
Online VNF Placement using Deep Reinforcement Learning and Reward Constrained Policy optimization
Online VNF Placement using Deep Reinforcement Learning and R...
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IEEE International Mediterranean Conference on Communications and Networking (IEEE MeditCom)
作者: Mohamed, Ramy Avgeris, Marios Leivadeas, Aris Lambadaris, Ioannis Carleton Univ Dept Syst & Comp Engn Ottawa ON Canada Ecole Technol Super Dept Software & IT Engn Montreal PQ Canada
Appropriate deployment of Virtual Network Functions (VNFs) within the network infrastructure to optimize resource utilization, while fulfilling performance criteria, is critical to Network Function Virtualization (NFV... 详细信息
来源: 评论