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Growing Science » Tags cloud » Multi Agent System

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1.

Flexible job-shop scheduling with learning and forgetting effect by Multi-Agent System Pages 521-534 Right click to download the paper Download PDF

Authors: Paolo Renna

doi 10.5267/j.ijiec.2019.3.003

🔑 Keywords: Flexible job-shop, Scheduling, Learning, Forgetting, Multi Agent System, Simulation

Abstract:
The processing time of the machine is assumed fixed in several studies. In many real industrial applications, the processing time is affected by learning and forgetting effects. This research proposes a scheduling approach to support a manufacturing system under learning/forgetting effect. The approach is supported by a Multi-Agent System to perform the scheduling activities in a quasi-real-time and in general manufacturing systems. A simulation environment is developed to test the proposed approach and the results are compared with a benchmark model for evaluating several performance measures of the manufacturing system. The simulation results highlight how the proposed approach improves all the performance measures under different conditions of inter-arrival time, learning and forgetting rates. A complete Analysis of the Variance highlights the main effects on the performance measures to support the decision maker of the manufacturing system.
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Journal: IJIEC | Year: 2019 | Volume: 10 | Issue: 4 | Views: 2616

 
2.

Multi-objective scheduling in an agent based Holonic manufacturing system Pages 1-16 Right click to download the paper Download PDF

Authors: T. K. Jana, B. Bairagi, S. Paul, Sk. Sahnawaj, B. Sarkar, J. Saha

doi 10.5267/j.dsl.2013.07.003

🔑 Keywords: Holonic manufacturing system, Multi agent system, Multi criteria decision making, Multi-objective scheduling, Priority rule, Scheduling rule

Abstract:
The present paper is aimed at multi-objective scheduling in an agent based holonic manufacturing system to satisfy the goal of several communities namely the product, the resource, and the organization simultaneously. In this attempt, first a multi criteria based priority rule is developed following Simple Additive Weight (SAW) method under Multi Criteria Decision Making (MCDM) environment to rank the products. Accordingly, the products are allowed to select a particular resource for execution by negotiation considering minimum time as criterion. The interests of different communities are accomplished by allocating the ordered rank of products to the ordered rank of resources. Conflict, if arises between products and resources, are resolved by introducing the concept of Early Finish Time (EFT) as criterion for task allocation. A scheduling algorithm is proposed for execution of the rule. In view of machine failure, a cooperation strategy is evolved that also optimizes reallocation of the incomplete task. It is concluded that the proposed scheduling algorithm together with the disturbance handling algorithm are poised to satisfy the agent’s local objective as well as organization’s global objective concurrently and are commensurable with multi agent paradigm.
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Journal: DSL | Year: 2014 | Volume: 3 | Issue: 1 | Views: 3606

 

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