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Development of an asset performance management reference framework for distributed industrial machinery

Thesis (MEng)--Stellenbosch University, 2024.

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Main Author: Landmann, Marius Benedikt
Other Authors: Louw, Louis
Format: Thesis
Language:English
Published: Stellenbosch : Stellenbosch University 2025
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access_status_str Open Access
author Landmann, Marius Benedikt
author2 Louw, Louis
author_browse Landmann, Marius Benedikt
Louw, Louis
author_facet Louw, Louis
Landmann, Marius Benedikt
author_sort Landmann, Marius Benedikt
collection Thesis
dc_rights_str_mv Stellenbosch University
description Thesis (MEng)--Stellenbosch University, 2024.
format Thesis
id oai:scholar.sun.ac.za:10019.1/131720
institution Stellenbosch University (South Africa)
language English
last_indexed 2026-06-10T12:46:36.532Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from SUNScholar — Stellenbosch University Repository
publishDate 2025
publishDateRange 2025
publishDateSort 2025
publisher Stellenbosch : Stellenbosch University
publisherStr Stellenbosch : Stellenbosch University
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source_str SUNScholar — Stellenbosch University Repository
spelling oai:scholar.sun.ac.za:10019.1/131720 Development of an asset performance management reference framework for distributed industrial machinery Landmann, Marius Benedikt Louw, Louis Palm, Daniel Stellenbosch University. Faculty of Engineering. Dept. of Industrial Engineering. Engineering Management (MEM). Industrial equipment -- Maintenance and repair Machinery -- Monitoring Decision support systems UCTD Thesis (MEng)--Stellenbosch University, 2024. ENGLISH ABSTRACT: Globalisation and technological advancements have led to increased complexity in the corporate environment, affecting various sectors. This study focuses on developing a reference framework for Asset Performance Management (APM) in the context of distributed industrial machinery. The aim is to enhance asset availability and reliability, address concerns regarding third-party trust, and optimise data administration for improved overall APM. To create and improve the APM reference framework, which comprises of an APM system and a related operational concept, the study employs the Design Science Research (DSR) approach. This involves in-depth literature reviews, expert interviews, and a conducted case study. The framework integrates various technological concepts, such as cloud and edge computing, AI, Asset Administration Shell, sensors, and blockchain to accommodate a range of industrial scenarios. The reference framework encompasses processes for data collection, storage, transmission, and decision-making. A case study with a major German research institute was conducted to evaluate and refine it. The framework provides a comprehensive and flexible solution for organisations to improve their asset management practices. It shows adaptability to a range of organisational needs and offers actionable recommendations for asset management, including improving decision-making, reducing downtime, and enhancing operational efficiency. This research addresses knowledge gaps in APM for distributed machinery and contributes to the fields of industrial engineering, asset management and data quality control. It provides a foundation for future research and industry standards, bridging a gap in the current understanding and application of APM for distributed industrial machinery. AFRIKAANSE OPSOMMING: Globalisering en tegnologiese vooruitgang het gelei tot verhoogde kompleksiteit in die korporatiewe omgewing, wat verskeie sektore raak. Hierdie studie fokus op die ontwikkeling van 'n verwysingsraamwerk vir Bateprestasie Bestuur (BPB) in die konteks van gedesentraliseerde industriële masjinerie. Die doel is om batebeskikbaarheid en -betroubaarheid te verbeter, kommer oor derdepartyvertroue aan te spreek, en data-administrasie te optimaliseer vir verbeterde algehele BPB. Om die BPB-verwysingsraamwerk, wat bestaan uit 'n BPB-stelsel en 'n verwante operasionele konsep, te skep en te verbeter, gebruik die studie die Ontwerpwetenskap Navorsingsbenadering . Dit behels diepgaande literatuurstudies, kundige onderhoude, en 'n uitgevoerde gevallestudie. Die raamwerk integreer verskeie tegnologiese konsepte, soos wolk- en randrekenaars, KI, Bateadministrasie Omhulsel, sensors, en blokketting tegnologie om 'n reeks industriële scenario's te akkommodeer. Die verwysingsraamwerk omvat prosesse vir data-insameling, -berging, -oordrag, en besluitneming. 'n Gevallestudie met 'n groot Duitse navorsingsinstituut is uitgevoer om dit te evalueer en te verfyn. Die raamwerk bied 'n omvattende en buigsame oplossing vir organisasies om hul batebestuurspraktyke te verbeter. Dit toon aanpasbaarheid aan 'n reeks organisatoriese behoeftes en bied uitvoerbare aanbevelings vir batebestuur, insluitend die verbetering van besluitneming, die vermindering van stilstand, en die verbetering van operasionele doeltreffendheid. Hierdie navorsing spreek ʼn kennisgaping aan in BPB vir gedesentraliseerde masjinerie en dra by tot die velde van industriële ingenieurswese, batebestuur, en datakwaliteitsbeheer. Dit bied 'n grondslag vir toekomstige navorsing en industriestandaarde, en oorbrug 'n gaping in die huidige begrip en toepassing van BPB vir gedesentraliseerde industriële masjinerie. Masters 2025-02-20T09:16:08Z 2025-02-20T09:16:08Z 2024-12 Thesis https://scholar.sun.ac.za/handle/10019.1/131720 en Stellenbosch University xiv, 200 pages : illustrations application/pdf Stellenbosch : Stellenbosch University
spellingShingle Industrial equipment -- Maintenance and repair
Machinery -- Monitoring
Decision support systems
UCTD
Landmann, Marius Benedikt
Development of an asset performance management reference framework for distributed industrial machinery
title Development of an asset performance management reference framework for distributed industrial machinery
title_full Development of an asset performance management reference framework for distributed industrial machinery
title_fullStr Development of an asset performance management reference framework for distributed industrial machinery
title_full_unstemmed Development of an asset performance management reference framework for distributed industrial machinery
title_short Development of an asset performance management reference framework for distributed industrial machinery
title_sort development of an asset performance management reference framework for distributed industrial machinery
topic Industrial equipment -- Maintenance and repair
Machinery -- Monitoring
Decision support systems
UCTD
url https://scholar.sun.ac.za/handle/10019.1/131720
work_keys_str_mv AT landmannmariusbenedikt developmentofanassetperformancemanagementreferenceframeworkfordistributedindustrialmachinery