Optimization and Data Science: Trends and Applications

图书简介

This proceedings volume collects contributions from the 5th AIRO Young Workshop and AIRO PhD School 2021 joint event on “Optimization and Data Science: Trends and Applications”, held online, from February 8 to 12, 2021. The joint event was organized by AIROYoung representatives and the Operations Research Group of the Department of Electrical Engineering and Information Technology of the University “Federico II” of Naples.The selected contributions represent the state-of-the-art knowledge related to different branches of research, such as data science, machine learning and combinatorial optimization. Therefore, this book is primarily addressed to researchers and PhD students of the operations research community. However, due to its interdisciplinary content, it will be of high interest for other closely related research communities.Moreover, this volume not only presents theoretical results but also covers real applications in computer science, engineering, economics, healthcare, and logistics, making it interesting for practitioners facing complex decision-making problems in these areas.

Part I Data Science and Machine Learning.- Reinforcement Learning for the KnapsackProblem.- Potential Sales Estimates of a New Store.- Sells optimization through product rotation.- Part II Healthcare.- Gathering avoiding centralized pedestrianadvice framework: an application for Covid-19outbreak restrictions.- A MILP formulation for the reorganization of the blood supply chain in Italian regions.- Part III Logistics.- Instance Generation Framework for GreenVehicle Routing.- An Optimization model for service requestsmanagement in a 5G network architecture.- A MIP model for freight consolidation in roadtransportation considering outsourced fleet.- Part IV Optimization for Control Systems.- Energy-Oriented Inter-Vehicle Distance Optimization for heterogeneous E-Platoons -Optimization-based assessment of Initial-State Opacity in Petri Nets.- Eco-Driving Adaptive Cruise Control via ModelPredictive Control Enhanced with Improved GreyWolfOptimization Algorithm.- Part V OR in Industry.- Optimizing and evaluating a maintenancestrategy for multi-component systems.- Metal Additive Manufacturing: Nesting vs. Scheduling.- System and methods for blockchain-inspired digital game assetmanagement.

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Optimization and Data Science: Trends and Applications（AIRO Springer Series） 优化与数据科学：趋势与应用：第5届 AIROYoung 研讨会与 AIRO PhD 学校联合活动 2021 / 会议录 数量经济学

Optimization and Data Science: Trends and Applications（AIRO Springer Series）

优化与数据科学：趋势与应用：第5届 AIROYoung 研讨会与 AIRO PhD 学校联合活动 2021 / 会议录
数量经济学