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

Preface
Organization
Contents – Part II
Digital Transformation of SME Manufacturers: The Crucial Role of Standard
Strategic Roadmapping Towards Industry 4.0 for Manufacturing SMEs
	1 Introduction
	2 Framework for Strategic Roadmapping
		2.1 Strategic Roadmapping
		2.2 The Developed Framework for Strategic Roadmapping Towards Industry 4.0
	3 Validation and Discussion in Regard to the Pilot Cases
		3.1 The Validation Process
		3.2 Example from Applying the Framework
		3.3 Insights from all Pilot Cases
	4 Conclusion
	References
Developing Digital Supply Network’s Visibility Towards Transparency and Predictability
	1 Introduction
	2 Literature Review
	3 Case Study
		3.1 Challenges in Digital Supply Network Visibility Across SC Partners
		3.2 Discussion on Possible Solution Directions
	4 Conclusions and Outlook
	References
Proposing a Gamified Solution for SMEs’ Use of Messaging Technology in Smart Manufacturing
	1 Introduction
	2 Background
		2.1 Smart Manufacturing in SMEs
		2.2 Communication, Interoperation, and the Plight of SMEs
		2.3 Barriers to Adopting Standardized Messaging for SMEs
	3 Gamification as a Foundation for the Proposed Solution
		3.1 Overview of Gamification
		3.2 Opportunities with Gamification
		3.3 Challenges and Limitations of Gamification
	4 Mad Lib: Gamification of Mapping Diverse Data to Standards
		4.1 The Proposed Solution Explained
		4.2 Efficacy of Mad Libs’ Use by SMEs
	5 Conclusion, Outlook, and Limitations
	References
Lean First … then Digitalize: A Standard Approach for Industry 4.0 Implementation in SMEs
	1 Introduction
	2 Theoretical Background
		2.1 Industry 4.0
		2.2 Cyber-Physical Production Systems and Digital Lean Manufacturing
	3 Research Design
		3.1 Case Study 1
		3.2 Case Study 2
		3.3 Case Study 3
	4 Discussion
	5 Conclusion
	References
Analyzing the Impact Level of SMEs Features Over Digital Transformation: A Case Study
	1 Introduction
	2 The Basis of the Impact Level Factor
		2.1 Digital Transformation
		2.2 DT Dimensions
		2.3 Company Features
		2.4 Impact Factor and Impact Analysis
	3 Case Study
		3.1 Methodology
		3.2 Case Description
		3.3 Findings and Discussion
	4 Conclusions and Perspectives
	References
Digital Transformations Towards Supply Chain Resiliency
Information Distortion in a Fast Fashion Supply Network: The Impact of Digitalization
	1 Introduction
	2 Simulation Model
		2.1 First Level: Suppliers
		2.2 Second Level: Central Warehouse
		2.3 Third Level: Retail Stores
		2.4 Key Performance Indicators
	3 Numerical Application
		3.1 Input Data
	4 Results and Discussion
	5 Conclusions
	References
Smartwatch Integration in Digital Supply Chains
	1 Introduction
	2 Motivation for Using Smartwatches in Industry
		2.1 Case 1
		2.2 Case 2
	3 State of the Art: Smartwatches in Industry
	4 Task Deployment Using Smartwatches
	5 Discussion and Conclusion
	References
Cash-Flow Bullwhip Effect in the Semiconductor Industry: An Empirical Investigation
	1 Introduction
	2 Data
	3 Measures and Hypotheses
	4 Analysis
		4.1 Existence of CFB and BWE in the Semiconductor Industry
		4.2 Association of CFB and BWE with Company-Level Variables
	5 Conclusion
	References
Analytics with Stochastic Optimization: Experimental Results of Demand Uncertainty in a Process Industry
	1 Introduction and Motivation
	2 Review of Related Literature
	3 Optimization Model and Schema
	4 Defining Models and Designing Demand Scenarios
	5 DSS Application in Steel Company
	6 Conclusion, Limitations, and Future Directions
	Appendix A: Outline of the SLP Model from Gupta et al. (2018)
	References
Modelling Critical Success Factors for the Implementation of Industry 4.0 in Indian Manufacturing MSMEs
	1 Introduction
	2 Related Literature
	3 Materials and Method
	4 Hypothesis Development and Structural Equation Modelling
		4.1 Hypotheses Development
		4.2 Structural Equation Modelling
	5 Results and Discussion
	6 Conclusion
	References
A Framework Integrating Internet of Things and Blockchain in Clinical Trials Reverse Supply Chain
	1 Introduction
	2 Literature Review
	3 Proposal for a New Framework
		3.1 IoT Integration
		3.2 Blockchain Implementation in Digital Documentation
	4 Results of Implementation
	5 Conclusion
	References
Smart Integration of Blockchain in Air Cargo Handling for Profit Maximization
	1 Introduction
	2 Literature Review
		2.1 Concept of Smart Transportation in Air Cargo Logistics and Challenges
		2.2 Integration of Digitization and Blockchain in Cargo Logistics
	3 Comparison of the Proposed Model with Traditional Model
		3.1 Traditional Model
		3.2 Proposed Framework
	4 Validation of Proposed model-Consideration of Blockchain Implementation
	5 Conclusion
	References
Requirements on Supply Chain Visibility: A Case on Inbound Logistics
	1 Introduction
	2 Methodology
	3 Results
		3.1 Current State
		3.2 Requirements on SCV System
	4 Discussion and Conclusion
	References
Liner Ship Freight Revenue and Fleet Deployment for Single Service
	1 Introduction
	2 Problem Description
		2.1 Model Formulation
	3 Computational Study and Results
	4 Conclusion
	References
Digitization of Real-Time Predictive Maintenance for High Speed Machine Equipment
	1 Introduction
	2 Literature Review
	3 Problem Statement
	4 Solution Approach
		4.1 Proposed Model
		4.2 Data Collection
		4.3 Feature Extraction
		4.4 Data Filtering
		4.5 ML Algorithm and Predictions
	5 Results and Discussion
	6 Conclusion and Future Scope
	References
Engineering of Smart-Product-Service-Systems of the Future
Integrating Failure Mode, Effect and Criticality Analysis in the Overall Equipment Effectiveness Framework to Set a Digital Servitized Machinery: An Application Case
	1 Introduction
	2 Research Methodology
		2.1 The Pilot Case: Company a and Machine 1
		2.2 The Research Process
	3 Results
		3.1 FMECA on Machine 1
		3.2 Embedding the FMECA in the OEE Framework for Machine 1
	4 Discussion
	5 Conclusions
	References
Transformation of Manufacturing Firms: Towards Digital Servitization
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Results and Discussion
	5 Conclusions
	References
Service Shop Performance Insights from ERP Data
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Results
		4.1 Initial Analysis in Excel for Data Cleaning
		4.2 Collection and Integration of Contextual Information
		4.3 Structuring of the Flat Data
		4.4 Exploration of the Invoicing Data
		4.5 Exploration of the Monthly Cashflows
		4.6 Benchmarking Metrics
	5 Discussion
		5.1 Managerial Relevance
		5.2 Academic Implications
	6 Conclusions and Future Research
	References
From Qualitative to Quantitative Data Valuation in Manufacturing Companies
	1 Introduction
	2 State of the Art
		2.1 Qualitative Data Valuation Approaches
		2.2 Quantitative Data Valuation Approaches
	3 Proposed Framework
	4 Case Study
		4.1 Methodology
		4.2 Case Study Results
	5 Conclusion and Future Research
	References
A Methodology to Build a Framework for Collaboration Performance Assessment in PSS Delivery
	1 Introduction
	2 Inter-firm Collaboration Within PSS Context
	3 A Methodology for Building a Framework to Assess Collaboration Performance
		3.1 Identification of Factors Impacting Collaboration Performance
		3.2 Case Studies Presentation and Validation Process
		3.3 KPIs Building and Validation
		3.4 Building Membership Functions Using Fuzzy Techniques
		3.5 Inference Rules Definition
	4 Conclusion and Perspectives
	References
Digital Servitization and Smart Services for the New Normal
	1 Introduction
	2 Methodology
	3 Definition of the Main Topics
		3.1 General Statements and Agreement Level
		3.2 Word Cloud on the General Discussion
		3.3 LDA Topics Identification
	4 Results and Discussion
	5 Conclusions
	References
Improving Maintenance Service Delivery Through Data and Skill-Based Task Allocation
	1 Introduction
	2 Problem Description and Model Formulation
		2.1 Problem Description
		2.2 Model Formulation
	3 Model Application
		3.1 Balance Systems
	4 Discussion
	5 Conclusions
	References
Setting the Stage for Research on Aftermarket Production Systems in Operations Management
	1 Introduction
	2 Background
		2.1 Circular Economy
		2.2 Servitization and Product-Service Systems
		2.3 Remanufacturing and Product Life-Extending Operations
		2.4 Proposing a Definition of Aftermarket Production Systems
	3 Directions for Future Research
	4 Conclusion
	References
Smart Landscaping Services
	1 Introduction
	2 Optimization Model for Planning and Scheduling
		2.1 Equipment-Technician Assignment Problem
		2.2 Workforce Scheduling Problem
	3 Case Study
	4 IoT-Driven Models for Smart Landscaping
	5 Conclusion
	References
The Contracting of Advanced Services Based on Digitally-Enabled Product-Service Systems
	1 Introduction
	2 Research Framework and Methodology
		2.1 Dimension Selection for the Literature Review
	3 Integrative Literature Review
		3.1 Assessment of Literature
	4 Discussion
		4.1 Managerial Implication
		4.2 Theoretical Implications
	5 Conclusions and Recommendations
	References
Lean and Six Sigma in Services Healthcare
Fast Track in Emergency Services an Integrative Review
	1 Introduction
	2 Method
	3 Results
		3.1 Category I – Lean Principle
		3.2 Category II – Intervention Approaches
		3.3 Category III – Indicators
	4 Discussion
	5 Conclusion
	References
Information, Communication and Knowledge for Lean Healthcare Management Guidelines, a Literature Revision
	1 Introduction
	2 Basis of Concepts
	3 Method
	4 Results
	5 Conclusion
	References
HFMEA-Fuzzy Model for Lean Waste Assessment in Health Care Units: Proposal and Utilization Cases
	1 Introduction
	2 Theoretical Framework
		2.1 The 8 Lean Wastes
		2.2 HFMEA
		2.3 Fuzzy Logic
	3 Methods and Data
		3.1 Supply Matrix Compilation
		3.2 Demand Matrix Compilation
		3.3 Cross-checking of Data from Supply and Demand Matrices
	4 Result and Discussion
		4.1 Ranking Waste Probabilities
		4.2 Assessment of 8 Lean Wastes Found in the UPAs
		4.3 Presentation of the Predominant Waste at the 3 UPAs
	5 Conclusion
	References
Motivators to Application of DMAIC in Patient Care Processes
	1 Introduction
	2 Lean, Six Sigma, Lean Six Sigma
	3 Motivators
	4 Materials and Methods
		4.1 Systematic Review
	5 Improvement Project Motivators
		5.1 Problems and Project Motivators
	6 Application of DMAIC Methodology in Patient Care Processes: The Lean Project Emergency Care Units (UPAs) 24 h
	7 Discussion and Conclusions
	References
Evaluation of Fast-Track Implementation on Emergency Department: A Literature Review
	1 Introduction
	2 Research Methodology and Data Collection
		2.1 Search Strategy
		2.2 Selection of Articles
		2.3 Creating a Database
		2.4 Database Analysis
	3 Analysis of the Results
	4 Conclusions
	References
An Adaptive Large Neighborhood Search Method to Plan Patient's Journey in Healthcare
	1 Introduction
	2 Problem Definition
	3 Adaptive Large Neighborhood Search
		3.1 Greedy Algorithm
		3.2 Weight Adjustment
		3.3 Intensification Movements
		3.4 Diversification Movements
		3.5 Restart
	4 Experimentations and Results
		4.1 Experimentations
		4.2 Results
	5 Conclusion and Perspectives
	References
Capacity Management as a Tool for Improving Infrastructure in the Lean Healthcare: A Systematic Review
	1 Introduction
	2 Theoretical Reference
		2.1 Lean Healthcare
	3 Method
	4 Development
		4.1 Study of the Process
	5 Conclusions
	References
MDE-S: A Case Study of the Health Company Diagnostic Method Applied in Three Health Units
	1 Introduction
	2 Method
	3 Results and Discussion
	4 Conclusion
	5 Recommendations
	References
Kaizen and Healthcare: A Bibliometric Analysis
	1 Introduction
	2 Theoretical Framework
	3 Methodology
	4 Results and Discussions
	5 Conclusion
	References
The Benefits of Deploying the Toyota Kata
	1 Introduction
		1.1 Toyota Kata
		1.2 Toyota Kata Opportunities and Barriers in Organizations
	2 Method
	3 Results
	4 Discussion
	5 Conclusion
	References
An ACO Algorithm for a Scheduling Problem in Health Simulation Center
	1 Introduction
	2 The SimUSanté Problem
		2.1 Data Definitions
		2.2 Solution and Evaluation
	3 An Ant Colony Optimization Algorithm: SimUACO-LS
		3.1 Graph Representation
		3.2 SimUACO-LS Principle
		3.3 Choose the Next Activity: selectActivities()
		3.4 Choose Time Slot and Resources: selectPath()
		3.5 A Variable Neighborhood Search: SimULS
	4 Experimental Results
	5 Conclusion and Perspectives
	References
Proposed Method for Identifying Emergency Unit Profiles from the Monthly Service Number
	1 Introduction
	2 Proposed Method
	3 Application of the Proposed Method
		3.1 Description of the Problem
		3.2 Data Characterization
		3.3 Application of Cluster Analysis
		3.4 Analysis of Results
	4 Conclusion
	References
Lean Healthcare in Reducing HAI an Integrative Literature Review
	1 Introduction
	2 Method
	3 Results
	4 Discussion
	5 Conclusion
	6 Limitations
	References
Karakuri: A Proposal to Waste Reduce in the Health Service*-6pt
	1 Introduction
		1.1 Conceptualization
	2 Theoretical Framework
		2.1 The 8 Lean Wastes
		2.2 Karakuri: A Lean Automation Technology
	3 Methods and Data
		3.1 Wastes Analysis in Health Units
		3.2 Karakuri – Theoretical Review of Eliminated Lean Wastes
		3.3 Karakuri Correlated Cases from Literature
		3.4 Karakuri Health Examples
	4 Conclusion
	References
Home Healthcare Routing and Scheduling Problem During the COVID-19 Pandemic
	1 Introduction
	2 Literature Review
	3 Problem Definition
	4 Numerical Experiments
		4.1 Case Study and Result
		4.2 Sensitivity Analysis
	5 Conclusion
	References
Lean Transformation in Healthcare: A French Case Study
	1 Introduction
	2 Literature Review
	3 Problem Statement
	4 Lean implementation in Grenoble Hospital
		4.1 Sterilization Service Department (SSD): Jidoka, Crosstraining, Visual Management, and Pull Flow Implementation
		4.2 Biology Laboratory: Kanban and Poka Yoke Implementation
	5 Conclusion
	References
A Robust Home Health Care Scheduling and Routing Approach with Time Windows and Synchronization Constraints Under Travel Time and Service Time Uncertainty
	1 Introduction
	2 Problem Description and Mathematical Modeling
	3 Robust Formulation
	4 Computational Results
		4.1 Robustness Analysis
	5 Conclusions and Perspectives
	References
Lean Healthcare Applied Systematically in the Basic Image Examination Process in a Medium-Sized Medical Clinic
	1 Introduction
	2 Theoretical Reference
		2.1 Lean Healthcare
		2.2 Lean Healthcare Applications
	3 Method
	4 Development
		4.1 Study of the Process
		4.2 Waste and Lean Proposal
		4.3 Results
	5 Conclusion
	References
Application of VSM for Improving the Medical Processes - Case Study
	1 Introduction
	2 Research Methodology
	3 Results
		3.1 Process Description
	4 Current State Analysis - Current State Map (CS-VSM)
	5 Problem Identification and Proposals of Improvements
	6 Development of the Future State Map (FS-VSM)
	7 Assessment of the Effectiveness of the Implemented Activities
	8 Conclusions
	References
DMAIC: A Proposed Method to Improve the Cleaning and Disinfection Process in Hospitals
	1 Introduction
	2 Methods
	3 Result
		3.1 Definition Phase
		3.2 Measurement Stage
		3.3 Analysis Stage
		3.4 Improvement Stage
		3.5 Control Stage (Control)
	4 Conclusion
	References
New Trends and Challenges in Reconfigurable, Flexible or Agile Production System
Proposal of a Methodology to Improve the Level of Automation of an Assembly Line
	1 Introduction
	2 State of the Art on the Different Decision Support Methods
	3 Proposal of a New Decision Support Methodology
	4 Example
		4.1 A1-A2: Routing Extraction and Database Creation
		4.2 A2-A3: Creation of the Database and Study of Grouping Criteria
	5 Discussion
	6 Conclusion
	References
Scalability and Convertibility Models and Approaches for Reconfigurable Manufacturing Environments
	1 Introduction
	2 RMS Characteristics
	3 Scalability Models and Approaches
	4 Convertibility Models and Approaches
	5 Discussions
	6 Conclusion
	References
Changeable Manufacturing: A Comparative Study of Requirements and Potentials in Two Industrial Cases
	1 Introduction
	2 Methodology
	3 Findings
	4 Discussion
	5 Conclusion and Further Research
	References
A Systematic Approach to Development of Changeable and Reconfigurable Manufacturing Systems
	1 Introduction
	2 Related Research
	3 Proposed Four-Step Development Approach
		3.1 Development Process and Activities
		3.2 Project-Related and Contextual Aspects of Development
	4 Conclusions and Future Research
	References
An Industry-Applicable Screening Tool for the Clarification of Changeability Requirements
	1 Introduction
	2 Literature Review
	3 Methodology and Tool Development
	4 Illustration of the Tool
	5 Conclusions
	References
Impact of Different Financial Evaluation Parameters for Reconfigurable Manufacturing System Investments
	1 Introduction
	2 Methodology
	3 Results
	4 Discussion
	5 Conclusion
	References
A Hybrid Architecture for a Reconfigurable Cellular Remanufacturing System
	1 Introduction
	2 Problem Statement
	3 Development of the Case Study
	4 Results Analysis and Discussion
	5 Conclusions
	References
Assembly Line Balancing with Inexperienced and Trainer Workers
	1 Introduction
	2 Literature Review
	3 Mathematical Formulation
	4 Numerical Case and Discussion
	5 Conclusions
	References
FMS Scheduling Integration for Mass Customization
	1 Introduction
	2 FMS Scheduling
		2.1 FMS Part Input Sequencing
		2.2 Sequencing and Scheduling in FMS with Robot Material Handling
		2.3 Machine Scheduling with FMS Material Handling
	3 Framework of FMS Scheduling Integration
	4 Conclusion
	References
Economic Design of Matrix-Structured Manufacturing Systems
	1 Introduction
	2 Literature Review
	3 Problem Description
	4 Model Formulation
	5 Numerical Example
	6 Conclusion
	References
Aggregate Planning for Multi-product Assembly Lines with Reconfigurable Cells
	1 Introduction
	2 Integer Quadratic Programming Model
	3 Illustrative Problem and Results
	4 Conclusions and Future Work
	References
Integrated Workforce Allocation and Scheduling in a Reconfigurable Manufacturing System Considering Cloud Manufacturing
	1 Introduction
	2 Problem Definition
	3 Computational Experiments
	4 Conclusion
	References
A Bi-objective Based Measure for the Scalability of Reconfigurable Manufacturing Systems
	1 Introduction
	2 Related Literature
	3 Hypervolume Based Indicator for Scalability
	4 Experimental Results
	5 Conclusion
	References
Digital Twin Framework for Reconfigurable Manufacturing Systems: Challenges and Requirements
	1 Introduction
	2 Background and Definitions
	3 Methodology
	4 Existing Approaches
	5 Classification Analysis
	6 Discussion
	7 Conclusion and Further Works
	References
Mathematical Model for Processing Multiple Parts on Multi-positional Reconfigurable Machines with Turrets
	1 Introduction
	2 Problem Definition and MIP Formulation
		2.1 Objective Function
		2.2 Assignment Constraints
		2.3 Time Calculation
	3 Numerical Experiment
	4 Conclusion
	References
Production Management in Food Supply Chains
Food Exports from Brazil to the United Kingdom: An Exploratory Analysis of COVID-19 Impact on Trade
	1 Introduction
	2 Methodology
	3 Results and Discussion
	4 Conclusions
	References
Application of Hybrid Metaheuristic Optimization Algorithm (SAGAC) in Beef Cattle Logistics
	1 Introduction
	2 Methods
		2.1 Process Model
		2.2 The Hybrid Metaheuristic Algorithm (SAGAC)
		2.3 Setup Parameters of SAGAC
	3 Results and Discussion
	4 Final Remarks
	References
Integrated Workforce Scheduling and Flexible Flow Shop Problem in the Meat Industry
	1 Introduction
	2 Problem Definition
	3 Proposed Heuristic
	4 Computational Experiments
	5 Concluding Remarks
	References
Optimization Strategies for In-Store Order Picking in Omnichannel Retailing
	1 Introduction
	2 Problem Description
	3 Methodology
		3.1 The Scoring Model
		3.2 The Route Planner
	4 Experimental Simulation
	5 Conclusions
	References
Digital Twin Application for the Temperature and Steam Flow Monitoring of a Food Pasteurization Pilot Plant
	1 Introduction
	2 Digital Twin Architecture
		2.1 Software and Model Description
	3 Simulation Tests
		3.1 Initial Setting
		3.2 Results with Simulated Data
	4 Experimental Tests
	5 Conclusions and Future Research
	References
Investigating the Role of Institutional Frameworks in Food Waste Reduction at the Retailer Interface in the European Union
	1 Introduction and Theoretical Background
	2 Methodology
	3 Findings
	4 Discussion
	5 Relevance and Contribution
		5.1 Theoretical Implications
		5.2 Managerial Implications
	References
Predicting Exports Using Time Series and Regression Trend Lines: Brazil and Germany Competition in Green and Roasted Coffee Industry
	1 Introduction
	2 Materials and Methods
		2.1 Materials and Data
		2.2 Method
	3 Results and Discussion
		3.1 Brazil and Germany Exports
		3.2 Time Series Regression Model
		3.3 Five-Year Prediction
	4 Final Remarks and Outlook
	References
Scheduling of Parallel Print Machines with Sequence-Dependent Setup Costs: A Real-World Case Study
	1 Introduction
	2 Problem Description
	3 Heuristic Approach
	4 Computational Results
	5 Conclusions
	References
Use of Paraconsistent Logic Evidential Annotated Eτ in Logistic Systems
	1 Introduction
		1.1 General Context
	2 Background
		2.1 Paraconsistent Logic Evidential Annotated Eτ in Logistic
		2.2 Logistic Supply Chain
	3 Methodology
	4 Analysis and Discussion
		4.1 Comparisons with Real Data
	5 Final Considerations
	References
Selecting the Sustainable Fresh Food Surface Transport Array Using Analytic Hierarchy Process
	1 Introduction
	2 Material and Methods
	3 Results and Discussion
	4 Conclusions
	References
Sustainability in Production Planning and Lot-Sizing
A Partial Nested Decomposition Approach for Remanufacturing Planning Under Uncertainty
	1 Introduction
	2 Problem Description and Modeling
	3 Partial Nested Decomposition Approach
	4 Computational Results
	5 Conclusion and Perspectives
	References
A Lot-Sizing Model for Maintenance Planning in a Circular Economy Context
	1 Introduction
	2 Problem Statement
	3 Model
	4 Results and Performance Evaluation
		4.1 Experimental Framework
		4.2 Impact of Instances Size and Maintenance Operation Types
		4.3 Impact of the Environmental Budget
	5 Conclusion
	References
An Integrated Single-Item Lot-Sizing Problem in a Two-Stage Industrial Symbiosis Supply Chain with Stochastic Demands
	1 Introduction and a Brief Literature Review
	2 Problem Statement and Model Formulation
		2.1 The Natural Formulation of IS-SCLSP
		2.2 Reformulation of IS-SCLSP
	3 The Sample Average Approximation (SAA) Procedure
	4 Computational Experiments
		4.1 The Sample Average Approximation Procedure
	5 Conclusion and Perspectives
	References
Three-Phase Method for the Capacitated Lot-Sizing Problem with Sequence Dependent Setups
	1 Introduction
	2 Notations and Assumptions
	3 Three-Phase Iterative Approach
	4 Experimental Results
	5 Perspectives
	References
Optimization for Lot-Sizing Problems Under Uncertainty: A Data-Driven Perspective
	1 Introduction
	2 Data-Driven Optimizations for the LSPs
	3 Comparison of RO, SP, and DRO Methodologies
	4 Discussion
	5 Conclusion
	References
Author Index