A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES

The increasing complexity of the production process urges manufacturing companies to increase their flexibility in the production line. However, the highly flexible human operator is not enough to accommodate the increasing trend of mass customization. Cobot is one of the leading technologies to...

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Main Author: Puspadewi Sriamine, Kanshadia
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/68681
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:68681
spelling id-itb.:686812022-09-19T08:45:28ZA MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES Puspadewi Sriamine, Kanshadia Indonesia Final Project cobot, human-robot collaboration, variable neighborhood search, ASALBP-HRC INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/68681 The increasing complexity of the production process urges manufacturing companies to increase their flexibility in the production line. However, the highly flexible human operator is not enough to accommodate the increasing trend of mass customization. Cobot is one of the leading technologies to support human-robot collaboration (HRC) in a production line, due to its flexibility in working alongside a human in a workstation. Human-robot collaboration-based production line allows a certain process to be done using different resources, which increases the complexity of line balancing problem called alternative subgraph assembly line balancing problem (ASALBP). The ASALBP-HRC-based solution also requires efficient computation time to ensure optimal production planning. Previous research has developed a variable neighborhood search (VNS) algorithm to generate a solution for the ALBP-HRC-based production line. However, the algorithm could not accommodate more complex problems such as ASALBP which requires selecting a route from several possible alternatives. The proposed VNS algorithm minimizes cycle time as the objective function for the ASALBP-HRCbased production line. Development of the algorithm uses the primary base of VNS structure including shaking, local search, and move with several added processes including operator switching and selecting alternative subgraphs. This proposed VNS algorithm, in form of Python programming language, was able to generate suboptimal solutions with efficient computation time. The algorithm generated -94.3% computation gap and 86.2% result gap between the analytical method and VNS tested with 9 datasets. In addition, the proposed research includes an analysis of significant parameters used to acquire the final solution including number of neighborhoods for all datasets and number of shaking process iterations for data with small number of tasks. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description The increasing complexity of the production process urges manufacturing companies to increase their flexibility in the production line. However, the highly flexible human operator is not enough to accommodate the increasing trend of mass customization. Cobot is one of the leading technologies to support human-robot collaboration (HRC) in a production line, due to its flexibility in working alongside a human in a workstation. Human-robot collaboration-based production line allows a certain process to be done using different resources, which increases the complexity of line balancing problem called alternative subgraph assembly line balancing problem (ASALBP). The ASALBP-HRC-based solution also requires efficient computation time to ensure optimal production planning. Previous research has developed a variable neighborhood search (VNS) algorithm to generate a solution for the ALBP-HRC-based production line. However, the algorithm could not accommodate more complex problems such as ASALBP which requires selecting a route from several possible alternatives. The proposed VNS algorithm minimizes cycle time as the objective function for the ASALBP-HRCbased production line. Development of the algorithm uses the primary base of VNS structure including shaking, local search, and move with several added processes including operator switching and selecting alternative subgraphs. This proposed VNS algorithm, in form of Python programming language, was able to generate suboptimal solutions with efficient computation time. The algorithm generated -94.3% computation gap and 86.2% result gap between the analytical method and VNS tested with 9 datasets. In addition, the proposed research includes an analysis of significant parameters used to acquire the final solution including number of neighborhoods for all datasets and number of shaking process iterations for data with small number of tasks.
format Final Project
author Puspadewi Sriamine, Kanshadia
spellingShingle Puspadewi Sriamine, Kanshadia
A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
author_facet Puspadewi Sriamine, Kanshadia
author_sort Puspadewi Sriamine, Kanshadia
title A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
title_short A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
title_full A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
title_fullStr A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
title_full_unstemmed A MODIFIED VARIABLE NEIGHBORHOOD SEARCH ALGORITHM FOR ALTERNATIVE SUBGRAPHS ASSEMBLY LINE BALANCING PROBLEM EQUIPPED HUMAN - ROBOT COLLABORATION RESOURCES
title_sort modified variable neighborhood search algorithm for alternative subgraphs assembly line balancing problem equipped human - robot collaboration resources
url https://digilib.itb.ac.id/gdl/view/68681
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