Optimization and Data Science: Trends and Applications : 5th AIROYoung Workshop and AIRO PhD School 2021 Joint Event (Airo Springer Series) / Masone, Adriano (EDT)/ Dal Sasso, Veronica (EDT)/ Morandi, Valentina (EDT)

Optimization and Data Science: Trends and Applications : 5th AIROYoung Workshop and AIRO PhD School 2021 Joint Event (Airo Springer Series) （2021）

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Optimization and Data Science: Trends and Applications : 5th AIROYoung Workshop and AIRO PhD School 2021 Joint Event (Airo Springer Series) （2021）

Masone, Adriano (EDT)/ Dal Sasso, Veronica (EDT)/ Morandi, Valentina (EDT)

ウェブストア価格 ¥36,104（本体¥32,822）
Springer Nature Switzerland AG（2022/12発売）
外貨定価 UK£ 129.99
ポイント 328pt

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製本 Paperback:紙装版/ペーパーバック版／ページ数 188 p.
言語 ENG
商品コード 9783030862886

Full Description

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 Knapsack Problem. - Potential Sales Estimates of a New Store. - Sells Optimization Through Product Rotation. - Part II Healthcare. - Gathering Avoiding Centralized Pedestrian Advice Framework: An Application for Covid-19 Outbreak Restrictions. - A MILP Formulation for the Reorganization of the Blood Supply Chain in Italian Regions. - Part III Logistics. - Instance Generation Framework for Green Vehicle Routing. - An Optimization Model for Service Requests Management in a 5G Network Architecture. - A MIP Model for Freight Consolidation in Road Transportation 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 Opacityin Petri Nets. - Eco-Driving Adaptive Cruise Control via Model Predictive Control Enhanced with Improved Grey Wolf. - Part V OR in Industry Optimization Algorithm. - Optimizing and Evaluating a Maintenance Strategy for Multi-Component Systems. - Metal Additive Manufacturing: Nesting vs. Scheduling. - System and Methods for Blockchain-Inspired Digital Game Asset Management.