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Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part I

Conference proceedings info: APMS 2021.

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Softcover Book USD 219.99
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Table of contents (83 papers)

  1. Front Matter

    Pages i-xxvi
  2. Artificial Intelligence Based Optimization Techniques for Demand-Driven Manufacturing

    1. Front Matter

      Pages 1-1
    2. Goods and Activities Tracking Through Supply Chain Network Using Machine Learning Models

      • Lahcen Tamym, Ahmed Nait Sidi Moh, Lyes Benyoucef, Moulay Driss El Ouadghiri
      Pages 3-12
    3. Long Term Demand Forecasting System for Demand Driven Manufacturing

      • Sleiman Rita, Tran Kim-Phuc, Thomassey Sébastien
      Pages 13-20
    4. Data-Driven Approach for Credit Card Fraud Detection with Autoencoder and One-Class Classification Techniques

      • Abdoul-Fatao Ouedraogo, Cédric Heuchenne, Quoc-Thông Nguyen, Hien Tran
      Pages 31-38
    5. A Model for a Multi-level Disassembly System Under Random Disassembly Lead Times

      • Ilhem Slama, Oussama Ben-Ammar, Alexandre Dolgui
      Pages 39-47
  3. Hybrid Approaches for Production Planning and Scheduling

    1. Front Matter

      Pages 49-49
    2. Scheduling of Parallel 3D-Printing Machines with Incompatible Job Families: A Matheuristic Algorithm

      • Mohammad Rohaninejad, Zdeněk Hanzálek, Reza Tavakkoli-Moghaddam
      Pages 51-61
    3. An Iterated Greedy Matheuristic for Scheduling in Steelmaking-Continuous Casting Process

      • Juntaek Hong, Kwansoo Lee, Kangbok Lee, Kyungduk Moon
      Pages 62-72
    4. An Unrelated Parallel Machines Rescheduling Problem: An Industrial Case Study

      • Alice Berthier, Alice Yalaoui, Hicham Chehade, Farouk Yalaoui, Lionel Amodeo, Christian Bouillot
      Pages 81-91
  4. Intelligent Systems for Manufacturing Planning and Control in the Industry 4.0

    1. Front Matter

      Pages 103-103
    2. Industry 4.0: An Indian Perspective

      • Anbesh Jamwal, Rajeev Agrawal, Monica Sharma, Saurabh Pratap
      Pages 113-123
    3. Demand Forecasting for an Automotive Company with Neural Network and Ensemble Classifiers Approaches

      • Eleonora Bottani, Monica Mordonini, Beatrice Franchi, Mattia Pellegrino
      Pages 134-142
    4. A Deep Learning Algorithm for the Throughput Estimation of a CONWIP Line

      • Silvestro Vespoli, Andrea Grassi, Guido Guizzi, Valentina Popolo
      Pages 143-151
    5. Dynamic Scheduling in a Flow Shop Using Deep Reinforcement Learning

      • Maria Grazia Marchesano, Guido Guizzi, Liberatina Carmela Santillo, Silvestro Vespoli
      Pages 152-160

Other Volumes

  1. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

    IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part I
  2. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

    IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part II
  3. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

    IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part III
  4. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

    IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part IV
  5. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems

    IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part V

About this book

The five-volume set IFIP AICT 630, 631, 632, 633, and 634 constitutes the refereed proceedings of the International IFIP WG 5.7 Conference on Advances in Production Management Systems, APMS 2021, held in Nantes, France, in September 2021.*

The 378 papers presented were carefully reviewed and selected from 529 submissions. They discuss artificial intelligence techniques, decision aid and new and renewed paradigms for sustainable and resilient production systems at four-wall factory and value chain levels. The papers are organized in the following topical sections:

Part I: artificial intelligence based optimization techniques for demand-driven manufacturing; hybrid approaches for production planning and scheduling; intelligent systems for manufacturing planning and control in the industry 4.0; learning and robust decision support systems for agile manufacturing environments; low-code and model-driven engineering for production system; meta-heuristics and optimization techniques for energy-oriented manufacturing systems; metaheuristics for production systems; modern analytics and new AI-based smart techniques for replenishment and production planning under uncertainty; system identification for manufacturing control applications; and the future of lean thinking and practice

Part II: digital transformation of SME manufacturers: the crucial role of standard; digital transformations towards supply chain resiliency; engineering of smart-product-service-systems of the future; lean and Six Sigma in services healthcare; new trends and challenges in reconfigurable, flexible or agile production system; production management in food supply chains; and sustainability in production planning and lot-sizing

Part III: autonomous robots in delivery logistics; digital transformation approaches in production management; finance-driven supply chain; gastronomic service system design; modern scheduling and applications in industry 4.0; recent advances in sustainable manufacturing; regular session: green production and circularity concepts; regular session: improvement models and methods for green and innovative systems; regular session: supply chain and routing management; regular session: robotics and human aspects; regular session: classification and data management methods; smart supply chain and production in society 5.0 era; and supply chain risk management under coronavirus

Part IV: AI for resilience in global supply chain networks in the context of pandemic disruptions; blockchain in the operations and supply chain management; data-based services as key enablers for smart products, manufacturing and assembly; data-driven methods for supply chain optimization; digital twins based on systems engineering and semantic modeling; digital twins in companies first developments and future challenges; human-centered artificial intelligence in smart manufacturing for the operator 4.0; operations management in engineer-to-order manufacturing; product and asset life cycle management for smart and sustainable manufacturing systems; robotics technologies for control, smart manufacturing and logistics; serious games analytics: improving games and learning support; smart and sustainable production and supply chains; smart methods and techniques for sustainable supply chain management; the new digital lean manufacturing paradigm; and the role of emerging technologies in disaster relief operations: lessons from COVID-19

Part V: data-driven platforms and applications in production and logistics: digital twins and AI for sustainability; regular session: new approaches for routing problem solving; regular session: improvement of design and operation of manufacturing systems; regular session: crossdock and transportation issues; regular session: maintenance improvement and lifecycle management; regular session: additive manufacturing and mass customization; regular session: frameworks and conceptual modelling for systems and services efficiency; regular session: optimization of production and transportation systems; regular session: optimization of supply chain agility and reconfigurability; regular session: advanced modelling approaches; regular session: simulation and optimization of systems performances; regular session: AI-based approaches for quality and performance improvement of production systems; and regular session: risk and performance management of supply chains

*The conference was held online.

Keywords

  • artificial intelligence
  • cad
  • computer networks
  • computer-aided design
  • correlation analysis
  • data communication systems
  • electronic commerce
  • graph theory
  • industrial engineering
  • industry 4.0
  • information technology
  • internet
  • manufacturing engineering
  • network protocols
  • product design
  • signal processing
  • software architecture
  • software design
  • software engineering
  • telecommunication networks

Editors and Affiliations

  • IMT Atlantique, Nantes, France

    Alexandre Dolgui, David Lemoine

  • Centrale Nantes, Nantes, France

    Alain Bernard

  • ZF Friedrichshafen AG, Friedrichshafen, Germany

    Gregor von Cieminski

  • Tecnológico de Monterrey, Mexico City, Mexico

    David Romero

Bibliographic Information

Buying options

eBook USD 169.00
Price excludes VAT (USA)
  • ISBN: 978-3-030-85874-2
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book USD 219.99
Price excludes VAT (USA)
Hardcover Book USD 219.99
Price excludes VAT (USA)