Developing a personalized recommendation system in a smart product service system based on unsupervised learning model

2021 ◽  
Vol 128 ◽  
pp. 103421
Author(s):  
Ming-Chuan Chiu ◽  
Jih-Hung Huang ◽  
Saraj Gupta ◽  
Gulsen Akman
Keyword(s):  
Unsupervised Learning ◽  
Recommendation System ◽  
Service System ◽  
Learning Model ◽  
Personalized Recommendation ◽  
Product Service System ◽  
Product Service ◽  
Smart Product

scholarly journals Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions

2022 ◽  
Vol 137 ◽  
pp. 103606
Author(s):  
Raj Jiten Machchhar ◽  
Carl Nils Konrad Toller ◽  
Alessandro Bertoni ◽  
Marco Bertoni
Keyword(s):  
System Design ◽  
Value Creation ◽  
Service System ◽  
State Of The Art ◽  
Data Driven ◽  
Product Service System ◽  
Research Directions ◽  
Product Service ◽  
Service System Design ◽  
Smart Product

scholarly journals A perspective on value co-creation-oriented framework for smart product-service system

Procedia CIRP ◽  
2018 ◽  
Vol 73 ◽  
pp. 155-160 ◽  
Author(s):  
Zhiwen Liu ◽  
Xinguo Ming ◽  
Wenyan Song ◽  
Siqi Qiu ◽  
Yuanju Qu
Keyword(s):  
Service System ◽  
Product Service System ◽  
Product Service ◽  
Smart Product

scholarly journals A Design Management and Design Thinking Approach for Developing Smart Product Service System Design: Projects from Online Industrial Design Studio

2021 ◽  
pp. 107-116
Author(s):  
Bilgen Tuncer Manzakoglu ◽  
◽  
Renk Dimli Oraklibel ◽  
Keyword(s):  
System Design ◽  
Product Design ◽  
Design Thinking ◽  
Industrial Design ◽  
Service System ◽  
Design Studio ◽  
Design Management ◽  
Product Service System ◽  
Product Service ◽  
Smart Product

Industrial design as profession has begun to expand its scope in business practices with the recent developments in design management, design thinking, and technology. However, curricula of industrial design studio remain traditional and mainly focuses on designing products. In fact, design management and design thinking go beyond product design and expand design’s scope to establishing business strategies, design innovation and service design by positioning humans and their needs at the center. Besides, the technological shift happened through Industry 4.0 enables to adapt IT hardware into systems, products and services, and make them smart and unified. To keep up with these paradigm changes and prepare our students to the rapidly changing business environment, we initiated a Smart Product Service System (Smart-PSS) design project with the 3rd-grade students of Bahçeşehir University in the 2019-2020 Spring semester during which online education had just become a part of our lives. In this article, we present three student projects as case studies of Smart-PSSs designed in three stages as system design, product design, and interface design. As a result, students gain a more holistic approach toward the design process, acknowledge the new expansions of industrial design, and its transformative role for businesses.

A hypergraph-based approach for context-aware smart product-service system configuration

2021 ◽  
pp. 107816
Author(s):  
Zuoxu Wang ◽  
Chun-Hsien Chen ◽  
Pai Zheng ◽  
Xinyu Li ◽  
Wenyan Song
Keyword(s):  
Service System ◽  
Context Aware ◽  
System Configuration ◽  
Product Service System ◽  
Product Service ◽  
Smart Product
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