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Data Mining through Early Experience Prototyping: A step towards Data Driven Product Service System Design
Blekinge Tekniska Högskola, Fakulteten för teknikvetenskaper, Institutionen för maskinteknik. (Product Development Research Lab)ORCID-id: 0000-0003-0056-4562
Volvo Construction Equipment, SWE. (Product Development Research Lab)
Blekinge Tekniska Högskola, Fakulteten för teknikvetenskaper, Institutionen för maskinteknik. (Product Development Research Lab)ORCID-id: 0000-0003-4875-391X
Blekinge Tekniska Högskola, Fakulteten för teknikvetenskaper, Institutionen för maskinteknik. (Product Development Research Lab)ORCID-id: 0000-0002-9662-4576
2018 (Engelska)Ingår i: IFAC PAPERSONLINE, Elsevier, 2018, Vol. 51, nr 11, s. 1095-1100, artikel-id 11Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

The construction industry is ripe for disruption through innovative solutions that provide added productivity. Equipment manufacturers are attempting to disrupt their industry with investments in autonomy, electrification and product-service system business models. Designing solutions that will operate in completely new systems or modify an existing complex system require new approaches to address the uncertainty of system impacts. An iterative approach can help tackle ambiguity through cyclical validation of design decisions. Data mining in each cycle adds a quantitative dimension to the rationale of decision making, but data is sparse and difficult to collect in parallel with design of theoretical product-service systems operating in future scenarios. This can be combated using experiential prototyping techniques to design flexible infrastructure that supports contextualized data gathering in a variety of focused design sprints using Design, Build and Test approach. The intricacy of designing innovative solutions to increase productivity in the construction industry can be untangled by framing aspects of the problem in small sprints and testing them in a contextualized setting built to generate functional data to drive design.

Ort, förlag, år, upplaga, sidor
Elsevier, 2018. Vol. 51, nr 11, s. 1095-1100, artikel-id 11
Serie
IFAC PAPERSONLINE, ISSN 2405-8963 ; 51
Nyckelord [en]
​Product Service System, Data Mining, Experience Prototyping, New Machine Development
Nationell ämneskategori
Annan maskinteknik
Identifikatorer
URN: urn:nbn:se:bth-16395DOI: 10.1016/j.ifacol.2018.08.458ISI: 000445651000183OAI: oai:DiVA.org:bth-16395DiVA, id: diva2:1216332
Konferens
16th IFAC Symposium on Information Control Problems in Manufacturing, Bergamo
Ingår i projekt
Model Driven Development and Decision Support – MD3S, KK-stiftelsen
Forskningsfinansiär
KK-stiftelsen, 20120278Tillgänglig från: 2018-06-11 Skapad: 2018-06-11 Senast uppdaterad: 2025-09-30Bibliografiskt granskad
Ingår i avhandling
1. Prototyping for Product-Service Systems innovation: Insights from the construction equipment industry
Öppna denna publikation i ny flik eller fönster >>Prototyping for Product-Service Systems innovation: Insights from the construction equipment industry
2019 (Engelska)Licentiatavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

To radically increase the value delivered to the customers in the construction industry a concerted effort is needed to develop solutions beyond incremental adjustments. Simply providing add-on services to existing products does not effectively create solutions with enough gains in core customer values. Designing and developing a product service system (PSS) through the adjustment or reconfiguration of existing elements is a challenge on its own, and adding the design of new elements serves to confound the process even further. By realigning all components of a PSS from inception to a function provides an opportunity to escape current product limitations and explore new solutions with potentially higher value. Designing a new PSS solution from scratch comes with added ambiguity in an expanded solution space.

The aim of this thesis is to investigate early conceptual phases of PSS innovation within the domain of construction equipment manufacturing. The research included the development and testing of a prototyping method to foster customer co-creation and transdisciplinary design which are considered primary impact factors increasing the value of final PSS solutions.

The work was performed in collaboration with a construction equipment manufacturer, conducting a demonstrator project on an electric and autonomous production site. The thesis first depicts how the prototyping method can be implemented to enable stakeholder insights that were previously not accessible through current practices. This leads to the testing of the method in a broader perspective to represent tangible and intangible elements in a way that facilitates concept design decisions in multi-disciplinary settings. The thesis concludes by exploring the limitations on current practices in relation to the adoption and potential use of the method.

Ort, förlag, år, upplaga, sidor
Karlskrona: Blekinge Tekniska Högskola, 2019. s. 50
Serie
Blekinge Institute of Technology Licentiate Dissertation Series, ISSN 1650-2140 ; 19
Nyckelord
Product-Service System, Engineering Design, Prototyping, Boundary Objects
Nationell ämneskategori
Maskinteknik
Identifikatorer
urn:nbn:se:bth-18964 (URN)978-91-7295-395-6 (ISBN)
Opponent
Handledare
Tillgänglig från: 2019-11-29 Skapad: 2019-11-29 Senast uppdaterad: 2025-09-30Bibliografiskt granskad
2. A Step Towards the Design of Collaborative Autonomous Machines: A Study on Construction and Mining Equipment
Öppna denna publikation i ny flik eller fönster >>A Step Towards the Design of Collaborative Autonomous Machines: A Study on Construction and Mining Equipment
2019 (Engelska)Licentiatavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Fully autonomous construction and mining machines are not science fiction anymore. For special applications, these types of machinery are well known for several years. The construction and mining industries are ripe for innovative product and service offers, including automated and fully autonomous machines at a larger scale. Nevertheless, commercially available autonomous machines for the main markets are still rare. Driven by the advancements in sensor technology, increased connectivity, and on-board computational capabilities, automation of machine functions and subsystems led to the development of advanced operator-assistant functions in certain fields like material handling, predictive maintenance, and operator guidance. Semi-automated machines, supporting the machine operator during normal operation, are well accepted by users and customers and show beneficial effects on the productivity of the machine and the overall work process. The purpose of this thesis is to generate a deeper understanding of the specific requirements needed to support the design decisions during the development of fully autonomous machines. Complementary, deeper insights into the efficient collaboration between autonomous machines and human collaborators are explored.

The thesis summarizes the research performed by the author, as an industrial Ph.D. student and Specialist for Intelligent Machines at Volvo Construction Equipment. Performed research comprises the investigation of the state-of-the-art approaches in the automation of machines and dedicated functions with special emphasis on the connectivity of the different systems and components up to the site management solution. Further, the work includes the exploration of data-mining through early experience prototyping as a step towards data-driven design of a product-service system. In additional the research covered the support of on-site collaboration between autonomous machines and humans by investigating team behavior and trust development among humans.

Conclusions from this work are that autonomous machine design requires new sets of requirements to support early decision making during the development process. Dedicated data collection based on different methods such as, data-mining, needfinding, and observations, supported by multiple physical and virtual artifacts can generate useful data to support the decision-making. Trust between humans and machines, and the preconditions of developing this trust need to be captured as specific requirements. To support further development in the area of autonomous machine design, an interaction model had been proposed to map possible interactions of an autonomous machine with objects and collaborators within the same work area. To capture the different nature of the possible interactions, several levels had been introduced to enable the distinction between cognitive, and physical, as well as intended, and unintended interactions.

 

Ort, förlag, år, upplaga, sidor
Karlskrona: Blekinge Tekniska Högskola, 2019
Serie
Blekinge Institute of Technology Licentiate Dissertation Series, ISSN 1650-2140 ; 17
Nationell ämneskategori
Maskinteknik
Identifikatorer
urn:nbn:se:bth-18944 (URN)978-91-7295-393-2 (ISBN)
Presentation
2019-12-19, J1650, Campus Gräsvik, Karlskrona, 15:00 (Engelska)
Opponent
Handledare
Tillgänglig från: 2019-11-21 Skapad: 2019-11-21 Senast uppdaterad: 2025-09-30Bibliografiskt granskad
3. Innovation in a Changing World: Exploring PSS Design through Prototyping
Öppna denna publikation i ny flik eller fönster >>Innovation in a Changing World: Exploring PSS Design through Prototyping
2023 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Customers across all sectors have increasing expectations (e.g. value, efficiency, availability, quality, etc.) and expanding needs which traditional business models fail to address simultaneously and stand-alone products cannot be expected to solve. To expand the value provided to customers, manufacturers have begun adding services to their products through servitization. Similarly, service providers have begun adding products to expand their ability to capture market capacity. The end coupled product and service solutions have been classified as Product Service System (PSS) solutions. The challenge lies in defaulting to existing products or services as the starting point since these solutions can carry forward inefficiencies or limitations of legacy solutions. There is a recent proposal to integrate PSS design into a single process, rather than using separate design flows for products, services, and systems. This approach involves intentionally designing all elements together at the same time. Ideally, this approach will allow the most efficient existing and new products or services to be combined into a solution which produces exponentially more value than the sum of the individual elements. Realigning all components of a PSS from inception towards a function provides an opportunity to escape current product limitations and explore new solutions with potentially higher value. This approach becomes an increasingly wicked challenge of having a transformative view of the future solution scenario at the conceptual start of the design process while navigating the increased ambiguity brought forth due to the nature of PSS solution variability. A core tenet of the Design Thinking (DT) mindset prescribes extensive use of physical prototypes as a means to “dance with ambiguity” encouraging generative exploration in the early conceptual phases of design. This “show don’t tell” tenet of DT is incorporated in a novel way into what this research will define as "Intentional PSS design” through physical system prototypes to accomplish two primary objectives; Enabling internal consensus in a project team through rapid design space exploration and provoking Generative Design Questions from the various potential stakeholders up and down the future value chain. These prototypes enable co-creation of conceptual solutions that may not be technically possible today, but have enough impact potential to warrant deeper exploration and refinement to enable their evolution.    

The aim of this thesis is to explore the phenomenon of creating and utilizing physical prototypes in the conceptual phase of PSS design. The initial context and case studies are within the domain of construction equipment manufacturing. The resulting work produced a functional scale prototype of a future solution yielding valuable gains in co-creation and GDQs. Generating this prototype and understanding its impacts in the conceptual phase of the PSS design process is the phenomenon in question for the first half of the research. The second half of the research focuses on how to enable other designers to replicate the observed   prototyping qualities through various experimental means delivered via workshops.  

The work was performed in collaboration with a construction equipment manufacturer, conducting an exploration into the impacts of shifting towards autonomous electric machinery at a demonstrator production site. The thesis first depicts how the prototyping around the ancillary impacts and solutions leads to greater engagement from stakeholders regarding the new concepts. The later portion explores two methodological attempts at generalizing the process behind the creation of the demonstrator scale site as a boundary object for early phase exploration that are previously not accessible through current practices. This leads to the testing of the method in a broader perspective to represent tangible and intangible elements in a way that facilitates concept design decisions in interdisciplinary team settings. The thesis concludes by exploring the potential of utilizing the new workshop-based processes to move from an ambiguous asipirational goal towards an uncertain transformative PSS solution concept anchored by physical representations aiding concept generation, refinement and selection. 

Ort, förlag, år, upplaga, sidor
Karlskrona: Blekinge Tekniska Högskola, 2023
Serie
Blekinge Institute of Technology Doctoral Dissertation Series, ISSN 1653-2090
Nyckelord
Product-Service System Design, Design Thinking, Prototypes, Boundary Objects
Nationell ämneskategori
Design
Forskningsämne
Maskinteknik
Identifikatorer
urn:nbn:se:bth-25266 (URN)978-91-7295-463-2 (ISBN)
Handledare
Tillgänglig från: 2023-08-14 Skapad: 2023-08-14 Senast uppdaterad: 2025-09-30Bibliografiskt granskad

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