Journal ArticleDOI
A graph-based context-aware requirement elicitation approach in smart product-service systems
Reads0
Chats0
TLDR
A graph-based context-aware requirement elicitation approach considering contextual information within the Smart PSS is proposed, which leverages the pre-defined product, service, and condition ontologies together with Deepwalk technique, to formulate those concepts as nodes and their relationships as the edge of the proposed requirement graph.Abstract:
The paradigm of Smart product-service systems (Smart PSS) has emerged recently owing to the edge-cutting Information and Communication Technology (ICT) and artificial intelligence (AI) techniques. ...read more
Citations
More filters
Journal ArticleDOI
Digital technologies in product-service systems: a literature review and a research agenda
TL;DR: By analyzing the concept of Smart PSS, this paper questions the convergence between digital and service orientations and considers how digital technologies are used to enable decisions along the PSS lifecycle and/or at different planning levels.
Journal ArticleDOI
A generic tri-model-based approach for product-level digital twin development in a smart manufacturing environment
TL;DR: This research introduces a generic CPS system architecture for DT establishment in smart manufacturing with a novel tri-model-based approach (i.e. digital model, computational model and graph-based model) for product-level DT development.
Journal ArticleDOI
A Knowledge Graph-Aided Concept–Knowledge Approach for Evolutionary Smart Product–Service System Development
TL;DR: The knowledge graph (KG) technique and concept–knowledge (C-K) model is adopted and the evaluation result of its knowledge evolution is acceptable, and it hopes that this work can offer insightful guidance to industrial organizations in their development of Smart PSS.
Journal ArticleDOI
Adoption and use of AI tools: a research agenda grounded in UTAUT
TL;DR: The unified theory of acceptance and use of technology is used as a theoretical basis to propose individual characteristics, technology characteristics, environmental characteristics and interventions as viable research directions that could not only contribute to the adoption literature, but also help organizations positively influence the adoption of AI tools.
Journal ArticleDOI
A data-driven reversible framework for achieving Sustainable Smart product-service systems
TL;DR: A data-driven reversible framework is proposed to sustainably exploit high-value and context-dependent information/knowledge in the development of Sustainable Smart PSS, and a four-step context-aware process in the framework is further introduced to support the decision-making and optimization along the extended or circular lifecycle.
References
More filters
Proceedings ArticleDOI
DeepWalk: online learning of social representations
TL;DR: DeepWalk as mentioned in this paper uses local information obtained from truncated random walks to learn latent representations by treating walks as the equivalent of sentences, which encode social relations in a continuous vector space, which is easily exploited by statistical models.
Journal ArticleDOI
A Comprehensive Survey of Graph Embedding: Problems, Techniques, and Applications
TL;DR: A comprehensive review of the literature in graph embedding can be found in this paper, where the authors introduce the formal definition of graph embeddings as well as the related concepts.
Posted Content
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications
TL;DR: This survey conducts a comprehensive review of the literature in graph embedding and proposes two taxonomies ofGraph embedding which correspond to what challenges exist in differentgraph embedding problem settings and how the existing work addresses these challenges in their solutions.
BookDOI
New Business for Old Europe : Product-Service Development, Competitiveness and Sustainability
Arnold Tukker,Ursula Tischner +1 more
TL;DR: Tukker and van den Berg as mentioned in this paper presented a toolbox for product-service development in five need areas: base materials, information and communication technologies, food, health care, education, and household.
Journal ArticleDOI
A systematic design approach for service innovation of smart product-service systems
TL;DR: A novel definition of Smart PSS is provided, and a systematic design framework for its service innovation is proposed with an elaborated case study of a personalized smart wearable.