AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0

The Fourth Industrial Revolution (Industry 4.0), with the help of cyber-physical systems (CPS), the Internet of Things (IoT), and Artificial Intelligence (AI), is transforming the way industrial setups are designed. Recent literature has provided insight about large firms gaining benefits from Indus...

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Main Authors: Fareed Ud Din, David Paul, Joe Ryan, Frans Henskens, Mark Wallis
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Future Internet
Subjects:
Online Access:https://www.mdpi.com/1999-5903/13/6/155
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spelling doaj-d5c60400fa704fc78c1522dd275d9ece2021-07-01T00:12:04ZengMDPI AGFuture Internet1999-59032021-06-011315515510.3390/fi13060155AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0Fareed Ud Din0David Paul1Joe Ryan2Frans Henskens3Mark Wallis4The School of Science and Technology, The Faculty of Science, Agriculture, Business and Law, The University of New England, Armidale, NSW 2350, AustraliaThe School of Science and Technology, The Faculty of Science, Agriculture, Business and Law, The University of New England, Armidale, NSW 2350, AustraliaThe School of Electrical Engineering and Computing, The College of Engineering, Science and Environment, The University of Newcastle, Callaghan, NSW 2308, AustraliaThe School of Electrical Engineering and Computing, The College of Engineering, Science and Environment, The University of Newcastle, Callaghan, NSW 2308, AustraliaThe School of Electrical Engineering and Computing, The College of Engineering, Science and Environment, The University of Newcastle, Callaghan, NSW 2308, AustraliaThe Fourth Industrial Revolution (Industry 4.0), with the help of cyber-physical systems (CPS), the Internet of Things (IoT), and Artificial Intelligence (AI), is transforming the way industrial setups are designed. Recent literature has provided insight about large firms gaining benefits from Industry 4.0, but many of these benefits do not translate to SMEs. The agent-oriented smart factory (AOSF) framework provides a solution to help bridge the gap between Industry 4.0 frameworks and SME-oriented setups by providing a general and high-level supply chain (SC) framework and an associated agent-oriented storage and retrieval (AOSR)-based warehouse management strategy. This paper presents the extended heuristics of the AOSR algorithm and details how it improves the performance efficiency in an SME-oriented warehouse. A detailed discussion on the thorough validation via scenario-based experimentation and test cases explain how AOSR yielded 60–148% improved performance metrics in certain key areas of a warehouse.https://www.mdpi.com/1999-5903/13/6/155agent-oriented smart factory (AOSF)agent-oriented storage and retrieval system (AOSR)cyber-physical systems (CPS)warehouse management system (WMS)small-to-medium-sized enterprises (SME)
collection DOAJ
language English
format Article
sources DOAJ
author Fareed Ud Din
David Paul
Joe Ryan
Frans Henskens
Mark Wallis
spellingShingle Fareed Ud Din
David Paul
Joe Ryan
Frans Henskens
Mark Wallis
AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
Future Internet
agent-oriented smart factory (AOSF)
agent-oriented storage and retrieval system (AOSR)
cyber-physical systems (CPS)
warehouse management system (WMS)
small-to-medium-sized enterprises (SME)
author_facet Fareed Ud Din
David Paul
Joe Ryan
Frans Henskens
Mark Wallis
author_sort Fareed Ud Din
title AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
title_short AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
title_full AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
title_fullStr AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
title_full_unstemmed AOSR 2.0: A Novel Approach and Thorough Validation of an Agent-Oriented Storage and Retrieval WMS Planner for SMEs, under Industry 4.0
title_sort aosr 2.0: a novel approach and thorough validation of an agent-oriented storage and retrieval wms planner for smes, under industry 4.0
publisher MDPI AG
series Future Internet
issn 1999-5903
publishDate 2021-06-01
description The Fourth Industrial Revolution (Industry 4.0), with the help of cyber-physical systems (CPS), the Internet of Things (IoT), and Artificial Intelligence (AI), is transforming the way industrial setups are designed. Recent literature has provided insight about large firms gaining benefits from Industry 4.0, but many of these benefits do not translate to SMEs. The agent-oriented smart factory (AOSF) framework provides a solution to help bridge the gap between Industry 4.0 frameworks and SME-oriented setups by providing a general and high-level supply chain (SC) framework and an associated agent-oriented storage and retrieval (AOSR)-based warehouse management strategy. This paper presents the extended heuristics of the AOSR algorithm and details how it improves the performance efficiency in an SME-oriented warehouse. A detailed discussion on the thorough validation via scenario-based experimentation and test cases explain how AOSR yielded 60–148% improved performance metrics in certain key areas of a warehouse.
topic agent-oriented smart factory (AOSF)
agent-oriented storage and retrieval system (AOSR)
cyber-physical systems (CPS)
warehouse management system (WMS)
small-to-medium-sized enterprises (SME)
url https://www.mdpi.com/1999-5903/13/6/155
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