Service Oriented, Holonic and Multi-Agent Manufacturing Systems for Industry of the Future: Proceedings of SOHOMA LATIN AMERICA 2021

Foreword
Preface
Contents
Smart Production Control for Industry 4.0
Development of a Predictive Process Monitoring Methodology in a Self-organized Manufacturing System
	1 Introduction
	2 Background
	3 Manufacturing System Used for Methodology Development
	4 Descriptive Analysis with Process Mining
	5 Predictive Analysis with Process Mining
		5.1 Model Generation and Selection
		5.2 Generation and Analysis of Results for Each Scenario
	6 Results and Discussion
	7 Future Work
	References
A GEMMA-Based Decentralized Architecture for Smart Production Systems
	1 Introduction
	2 GEMMA-GRAFCET Methodology
		2.1 GEMMA-GRAFCET Representation
		2.2 Hierarchical Design Pattern for PLC Code
	3 Hierarchical Design Pattern for UR Controllers
	4 Decentralized Architecture Supervised from a Central Coordinator
	5 Results and Discussions
	6 Conclusions and Future Work
	References
A Hybrid Control Architecture for an Automated Storage and Retrieval System
	1 Introduction
	2 Background
		2.1 Hybrid Control Architectures
		2.2 Control Systems for ASRS
	3 Hybrid Control Architecture for an ASRS
		3.1 Digital Twin Component
		3.2 Hybrid Control Architecture
	4 Case Study and Validation
	5 Results
	6 Conclusions
	References
Digital Twin in Water Supply Systems to Industry 4.0: The Holonic Production Unit
	1 Introduction
	2 Building Models of the Components of Smart Units
	3 Use Case: The Water Supply Systems and Its Components
		3.1 WSS Components
	4 DT of the HPU Simulation for Implementation
		4.1 HMS Architecture and the Simulation Scenarios
	5 Conclusions and Future Work
	References
Digital Twins and Artificial Intelligence Applied in Industry and Services
Artificial Data Generation with Language Models for Imbalanced Classification in Maintenance
	1 Introduction
	2 Background and Related Work
		2.1 Background
		2.2 Related Work
	3 Methods and Materials
		3.1 Employed Dataset
		3.2 Techniques Tested
		3.3 Training Policies
	4 Results
		4.1 Results for the Data Generator Module with GPT-2
		4.2 Results for the Issue Classification Module with CamemBERT
	5 Conclusion and Future Work
	References
Machine Vision for Collaborative Robotics Using Synthetic Data-Driven Learning
	1 Introduction
		1.1 Experimental Objective
	2 Background
		2.1 Collaborative Robots
		2.2 Machine Vision
		2.3 Synthetic Data
	3 Methodology
		3.1 Project Workspace
		3.2 Machine Vision
		3.3 Data Synthesis
		3.4 Training and Testing of the Classification Network
		3.5 Training and Testing of the Prediction Network
		3.6 Pose Estimation
		3.7 Motion Planning
	4 Results
	5 Conclusions
	References
A Survey on Components of AR Interfaces to Aid Packing Operations
	1 Introduction
	2 Overview of a Packing System with AR Interface
	3 Related Works
	4 Typologies of C&P Problems and Its Relationship with AR Systems
		4.1 Stage 1 - Kind of Assignment and Assortment of Small Items
		4.2 Stage 2 - Assortment of Large Objects
		4.3 Stage 3 - Dimensionality and Shape of Small Items
	5 Components of an AR Interface and Its Relationship with Packing Operations
	6 Algorithms to Resolve the Marker-Less Tracking
		6.1 Model–Based
		6.2 Planar Scenes–Based
	7 Opportunities and Working Lines
	8 Conclusions
	References
Airline Workforce Scheduling Based on Multi-agent Systems
	1 Introduction
	2 Background and Related Works
	3 Structure of the Agent-Based Model
		3.1 Organizational Rules
		3.2 GAIA Methodology
	4 Decision-Making and Agent Interaction
		4.1 Decision-Making for Scheduling
		4.2 Decision-Making for Transportation
		4.3 Reactivity to Perturbations
	5 Results and Analysis
		5.1 Workforce Scheduling Results
	6 Conclusion and Future Work
	References
Digitalization of Design and Planning Activities
A Novel Analysis Framework of 4.0 Production Planning Approaches – Part I
	1 Introduction
	2 Framework for Literature Review Analysis
	3 Research Methodology
	4 Results for the Systematic Review of Production Planning and Some Technologies of the 4th Industrial Revolution
	5 Conclusions
	References
A Novel Analysis Framework of 4.0 Production Planning Approaches – Part II
	1 Introduction
	2 Detailed Description of the Contributions Based on the Framework for Systematic Review of 4.0 Production Planning Approaches
	3 Discussion
	4 Conclusions. Perspectives and Limitations
	References
A Survey About BIM Interoperability and Collaboration Between Design and Construction
	1 Introduction
	2 Methodology
		2.1 Interoperability and Collaboration in the Field
		2.2 Interoperability and Collaboration in Theory
		2.3 Background
		2.4 Corpus Constitution
		2.5 Analytical Frameworks Implementation
	3 Survey of AEC Contexts in Which Collaboration and Interoperability Issues are Raised
		3.1 Most Significant Categories
		3.2 Emerging Categories
		3.3 Less Significant Categories
	4 Survey of Collaborative Goals of BIM Interoperability
		4.1 Convert Data: Access BIM Data
		4.2 Reuse Data: Prevent Recreation of BIM Data
		4.3 Check Data: Validate BIM Data
		4.4 Retrieve Data: Querying BIM Data
		4.5 Connect Data - Linking a BIM Model to an External Trade
		4.6 Combine Data – Merging Multiple BIM Domains
		4.7 Combining Data Hubs
	5 Survey of Methodologies to Solve Interoperability and Collaboration Issues
		5.1 A Priori Approach
		5.2 A Posteriori Approach
		5.3 Bidirectional Approach
	6 Discussion
		6.1 Research Trends
		6.2 Research Gaps
	7 Conclusion
	References
Implementation of a Holonic Product-Based Platform for Increased Flexibility in Production Planning
	1 Introduction
	2 Bibliographic Review
	3 Materials, Methods and Proposal
		3.1 Interactions Between Agents
		3.2 Mathematical Programming Model
	4 Experiments
		4.1 Description of Experimentation
	5 Results
	6 Conclusion
	References
People and Industry in the Era of Society 5.0
Location-Routing for a UAV-Based Recognition System in Humanitarian Logistics: Case Study of Rapid Mapping
	1 Introduction
	2 Problem Statement
	3 Case Study
	4 Conclusions
	References
A Local Search Algorithm for the Assignment and Work Balance of a Health Unit
	1 Introduction
	2 Problem Description
	3 Related Works
	4 Algorithm Proposed
		4.1 Phase 1. Construction
		4.2 Phase 2. Local Search
	5 Computational Experiments
	6 Conclusions and Future Work
	References
Ensuring Ethics of Cyber-Physical and Human Systems: A Guideline
	1 Introduction
	2 Related Work
	3 The Proposed Guideline
		3.1 Specifications and Global Framework
		3.2 The Sieves
		3.3 Ethical Risk Analysis and Mitigation
		3.4 Output of the Guideline
	4 Case Study: The Operator 4.0
	5 Conclusion
	References
FarmBot Simulator: Towards a Virtual Environment for Scaled Precision Agriculture
	1 Introduction
	2 Virtual Commissioning
	3 FarmBot Simulator
		3.1 Software-in-The-Loop Commissioning
		3.2 Software-in-the-Loop Simulation
		3.3 FarmBot Simulator
	4 Case Study
	5 Results and Discussion
	6 Conclusions and Future Work
	References
Logistics and Supply Chains
Connectivity Through Digital Supply Chain Management: A Comprehensive Literature Review
	1 Introduction
	2 Related Studies
	3 Methodology
	4 Discussion
		4.1 Warehousing Management
		4.2 Production Systems
		4.3 Transportation Networks
		4.4 Reverse Logistics
		4.5 Supply Chain
		4.6 Emerging Trends in DSC
	5 Conclusions
	References
Cyber-Physical Systems in Logistics and Supply Chain
	1 Introduction
	2 Cyber-Physical Logistics Systems (CPLS)
	3 CPS Maturity Model for Cyber-Physical Logistics Systems
		3.1 Organizational and Structural Conditions for Implementation
		3.2 Information Generation: Monitoring and Sensing
		3.3 Information Processing: Analytics, Statistics and Data Processing
		3.4 Information Linking: Decision Making, Predictive, Reactive, Operational Research, and Data-Driven Models
		3.5 Interacting Cyber-Physical System (Smart Logistics)
	4 CPLS: Challenges and Research Perspectives
	5 Conclusions
	References
Managing Disruptions in Supply Chains
	1 Introduction
	2 Review Methodology
	3 Findings
	4 Discussion, Conclusions and Opportunities for Future Work
	References
Weighted Sum Method for Multi-objective Optimization LP Model for Supply Chain Management of Perishable Products in a Diary Company
	1 Introduction
	2 State of the Art
	3 Methods
		3.1 Problem Description
		3.2 Mathematical Model
	4 Experimental Protocol
		4.1 Purpose
		4.2 Materials
		4.3 Methods
		4.4 Controls
		4.5 Data Interpretation
	5 Results
		5.1 Comparison Between Integer and Relaxed Models - Open Transshipment
		5.2 Comparison Between Integer and Relaxed Models - Restricted Transshipment
	6 Conclusions
		6.1 Research Perspectives
	References
Optimization in Manufacturing and Services
A Mixed-Integer Linear Model for Solving the Open Shop Scheduling Problem
	1 Introduction
	2 Problem Description
	3 Related Works
	4 Proposed Model
	5 Computational Experiments
	6 Conclusions and Future Work
	References
On the Complexity of the Collaborative Joint Replenishment Problem
	1 Introduction
	2 Complexity Analysis
		2.1 The JRP Extension in the S-CJRP
		2.2 Complexity Proof
	3 Computational Experiments
	4 Conclusions and Further Work
	References
Hybrid Model for Decision-Making Methods in Wireless Sensor Networks
	1 Introduction
	2 Descript Ion of Decision-Making Methods
		2.1 Weighted Models
		2.2 Models Based on Comparison
	3 Hybrid Model for Multicriteria Decisions. The Methodology
		3.1 Hybrid Model - A New Methodology
		3.2 Comparative Example
	4 Discussion
	5 Conclusion
	References
Optimizing Maintenance Policies of Computed Tomography Scanners with Stochastic Failures
	1 Introduction
	2 Literature Review
	3 Markov Chain Model
	4 Optimization Model
	5 Solution Methodologies for Solution Finding
	6 Computational Results
	7 Conclusions and Future Research
	References
A Multi-agent Optimization Approach to Determine Farmers’ Market Locations in Bogotá City, Colombia
	1 Introduction
	2 Background
		2.1 Facility Location Problem (FLP)
		2.2 Multi-agent Systems
		2.3 Multi-agent Optimization
	3 Proposal
		3.1 FM Facility Locating Based on MILP Model
		3.2 The Multi-agent Simulation
		3.3 Iterative Step-By-Step Mixed Process
	4 Case Description
	5 Results
		5.1 Parameters Settings
		5.2 Comparison of the Iterations in the Step-by-Step Process
		5.3 Impact on the Network Configuration of FM
		5.4 Managerial Implications
	6 Conclusions and Future Work
	References
Author Index