Citations (95)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (11)
Ming-Chuan Chiu & Kai-Hsiang Chuang. (2021) Applying transfer learning to achieve precision marketing in an omni-channel system – a case study of a sharing kitchen platform. International Journal of Production Research 59:24, pages 7594-7609.
Read now
Read now
Daqiang Guo, Ray Y. Zhong, Shiquan Ling, Yiming Rong & George Q. Huang. (2020) A roadmap for Assembly 4.0: self-configuration of fixed-position assembly islands under Graduation Intelligent Manufacturing System. International Journal of Production Research 58:15, pages 4631-4646.
Read now
Read now
Yong-Hong Kuo & Andrew Kusiak. (2019) From data to big data in production research: the past and future trends. International Journal of Production Research 57:15-16, pages 4828-4853.
Read now
Read now
Jingui Xie, Ning Wang, Runkang Ding, Jinchen Guo, Ling Xin & Jian Liu. (2019) Association learning of Chinese herbal medicines and disease treatment efficacy. International Journal of Production Research 57:3, pages 683-702.
Read now
Read now
Seokho Kang, Eunji Kim, Jaewoong Shim, Wonsang Chang & Sungzoon Cho. (2018) Product failure prediction with missing data. International Journal of Production Research 56:14, pages 4849-4859.
Read now
Read now
C.K.H. Lee. (2017) A GA-based optimisation model for big data analytics supporting anticipatory shipping in Retail 4.0. International Journal of Production Research 55:2, pages 593-605.
Read now
Read now
Bongsug (Kevin) Chae, David Olson & Chwen Sheu. (2014) The impact of supply chain analytics on operational performance: a resource-based view. International Journal of Production Research 52:16, pages 4695-4710.
Read now
Read now
Conrad
S. Tucker, Harrison
M. Kim, Douglas
E. Barker & Yuanhui Zhang. (2010) A ReliefF attribute weighting and X-means clustering methodology for top-down product family optimization. Engineering Optimization 42:7, pages 593-616.
Read now
Read now
Mark Polczynski & Andrzej Kochanski. (2010) Knowledge Discovery and Analysis in Manufacturing. Quality Engineering 22:3, pages 169-181.
Read now
Read now
Claudia Barreto Cabrera, Joaquín B. Ordieres Meré, Manuel Castejon Limas & Juan José del Coz Díaz. (2010) A data-driven manufacturing support system for rubber extrusion lines. International Journal of Production Research 48:8, pages 2219-2231.
Read now
Read now
Andrew Kusiak. (2007) Innovation: The Living Laboratory Perspective. Computer-Aided Design and Applications 4:6, pages 863-876.
Read now
Read now
Articles from other publishers (84)
Andrzej Kochański, Jacek Kozłowski, Marcin Perzyk & Hanna Sadłowska. (2024) Data-driven advisory system for industrial manufacturing. Application to the aluminum extrusion process. Knowledge-Based Systems 294, pages 111631.
Crossref
Crossref
P. R. C. Gopal, Nripendra P. Rana, Thota Vamsi Krishna & M. Ramkumar. (2022) Impact of big data analytics on supply chain performance: an analysis of influencing factors. Annals of Operations Research 333:2-3, pages 769-797.
Crossref
Crossref
Nitesh Bharot, Mirco Soderi & John G. Breslin. (2023) A Demo of Microservice for Customized Faulty Product Detection System in Smart Manufacturing. A Demo of Microservice for Customized Faulty Product Detection System in Smart Manufacturing.
Fahim Ahmed & Kyoung-Yun Kim. (2023) Recursive approach to combine expert knowledge and data-driven RSW weldability certification decision making process. Robotics and Computer-Integrated Manufacturing 79, pages 102428.
Crossref
Crossref
Joseph E. Kasten. 2022. Encyclopedia of Data Science and Machine Learning. Encyclopedia of Data Science and Machine Learning
173
190
.
Ziqiu Kang, Cagatay Catal & Bedir Tekinerdogan. (2022) Product failure detection for production lines using a data-driven model. Expert Systems with Applications 202, pages 117398.
Crossref
Crossref
Rafaele Almeida Munis, Rodrigo Oliveira Almeida, Diego Aparecido Camargo, Richardson Barbosa Gomes da Silva, Jaime Wojciechowski & Danilo Simões. (2022) Machine Learning Methods to Estimate Productivity of Harvesters: Mechanized Timber Harvesting in Brazil. Forests 13:7, pages 1068.
Crossref
Crossref
Raj Jiten Machchhar, Carl Nils Konrad Toller, Alessandro Bertoni & Marco Bertoni. (2022) Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions. Computers in Industry 137, pages 103606.
Crossref
Crossref
Mawande Sikibi. 2022. Data Mining - Concepts and Applictions. Data Mining - Concepts and Applictions.
Wahb Zouhri, Lazhar Homri & Jean-Yves Dantan. (2022) Identification of the key manufacturing parameters impacting the prediction accuracy of support vector machine (SVM) model for quality assessment. International Journal on Interactive Design and Manufacturing (IJIDeM) 16:1, pages 177-196.
Crossref
Crossref
Souhaiel Khalfaoui, Eric Manouvrier, Alexandre Briot, David Delaux, Stéphane Butel, Jesutofunmi Ibrahim, Tatenda Kanyere, Bola Orimogunje, Amr Abdullatif & Daniel Neagu. 2022. Advances in Computational Intelligence Systems. Advances in Computational Intelligence Systems
532
544
.
Raj Jiten Machchhar & Alessandro Bertoni. (2021) DATA-DRIVEN DESIGN AUTOMATION FOR PRODUCT-SERVICE SYSTEMS DESIGN: FRAMEWORK AND LESSONS LEARNED FROM EMPIRICAL STUDIES. Proceedings of the Design Society 1, pages 841-850.
Crossref
Crossref
Johannes Karl Fink. 2021. Plastics Process Analysis, Instrumentation, and Control. Plastics Process Analysis, Instrumentation, and Control
65
97
.
Hamza Saad, Nagendra Nagarur & Abdulrahman Shamsan. (2021) Analysis of Data Mining Process for Improvement of Production Quality in Industrial Sector. Journal of Applied Sciences 21:1, pages 10-20.
Crossref
Crossref
R. Kavitha. 2021. Nanoelectronics, Circuits and Communication Systems. Nanoelectronics, Circuits and Communication Systems
33
44
.
Ishaan Kaushal, L. Siddharth & Amaresh Chakrabarti. 2021. Industry 4.0 and Advanced Manufacturing. Industry 4.0 and Advanced Manufacturing
75
86
.
Shaun West, Daryl Powell & Ille Fabian. 2021. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems
162
171
.
Hang Yan, Nan Yang, Yi Peng & Yitian Ren. (2020) Data mining in the construction industry: Present status, opportunities, and future trends. Automation in Construction 119, pages 103331.
Crossref
Crossref
Nhat-To HUYNH. (2020) Online defect prognostic model for textile manufacturing. Resources, Conservation and Recycling 161, pages 104910.
Crossref
Crossref
Blanka Bartova & Vladislav Bina. (2020) Data Mining Methods Used for Quality Management – a Bibliometric Analysis. Data Mining Methods Used for Quality Management – a Bibliometric Analysis.
Jacqueline Schmitt, Jochen Bönig, Thorbjörn Borggräfe, Gunter Beitinger & Jochen Deuse. (2020) Predictive model-based quality inspection using Machine Learning and Edge Cloud Computing. Advanced Engineering Informatics 45, pages 101101.
Crossref
Crossref
Sergio Medina-González, Ioannis Gkioulekas, Vivek Dua & Lazaros G. Papageorgiou. (2020) A graph theory approach for scenario aggregation for stochastic optimisation. Computers & Chemical Engineering 137, pages 106810.
Crossref
Crossref
Yixiong Feng, Tianyue Wang, Bingtao Hu, Chen Yang & Jianrong Tan. (2020) An Integrated Method for High-Dimensional Imbalanced Assembly Quality Prediction Supported by Edge Computing. IEEE Access 8, pages 71279-71290.
Crossref
Crossref
Alessandro Bertoni, Sophie I. Hallstedt, Siva Krishna Dasari & Petter Andersson. (2020) Integration of value and sustainability assessment in design space exploration by machine learning: an aerospace application. Design Science 6.
Crossref
Crossref
A. Matenga, E. Murena & Khumbulani Mpofu. (2020) Application of Artificial Intelligence to an Electrical Rewinding Factory Shop. Procedia CIRP 91, pages 735-740.
Crossref
Crossref
Luca Fumagalli, Laura Cattaneo, Irene Roda, Marco Macchi & Maurizio Rondi. (2019) Data-driven CBM tool for risk-informed decision-making in an electric arc furnace. The International Journal of Advanced Manufacturing Technology 105:1-4, pages 595-608.
Crossref
Crossref
O Novikova, A Kotsyubinsky, N Yudina, S Livshits & T Dunaeva. (2019) Process model as a basis for intellectual control in real time by the processes of the production enterprise. IOP Conference Series: Materials Science and Engineering 618:1, pages 012009.
Crossref
Crossref
Vicente García, J. Salvador Sánchez, Luis Alberto Rodríguez-Picón, Luis Carlos Méndez-González & Humberto de Jesús Ochoa-Domínguez. (2018) Using regression models for predicting the product quality in a tubing extrusion process. Journal of Intelligent Manufacturing 30:6, pages 2535-2544.
Crossref
Crossref
Gioele Casola, Christian Siegmund, Markus Mattern & Hirokazu Sugiyama. (2019) Data mining algorithm for pre-processing biopharmaceutical drug product manufacturing records. Computers & Chemical Engineering 124, pages 253-269.
Crossref
Crossref
Marcin Perzyk & Artur Soroczynski. 2019. Soft Modeling in Industrial Manufacturing. Soft Modeling in Industrial Manufacturing
75
88
.
Harits Muhammad, Faishal Wahiduddin, Nur Fitriah Ayuning Budi & Achmad Nizar Hidayanto. (2018) An Integrated Framework to Investigate Influencing Factors of User's Engagements on Instagram Contents. An Integrated Framework to Investigate Influencing Factors of User's Engagements on Instagram Contents.
Kyoung-Yun Kim & Fahim Ahmed. (2018) Semantic weldability prediction with RSW quality dataset and knowledge construction. Advanced Engineering Informatics 38, pages 41-53.
Crossref
Crossref
Yong Qiu, Ji Li, Xia Huang & Hanchang Shi. (2018) A Feasible Data-Driven Mining System to Optimize Wastewater Treatment Process Design and Operation. Water 10:10, pages 1342.
Crossref
Crossref
Zai Zhang. (2018) Changeable manufacturing processes using service-based decision-making and I4.0 service-oriented architecture. Changeable manufacturing processes using service-based decision-making and I4.0 service-oriented architecture.
Alessandro Bertoni. (2018) Role and Challenges of Data-Driven Design in the Product Innovation Process. IFAC-PapersOnLine 51:11, pages 1107-1112.
Crossref
Crossref
M. Perzyk & M. Werlaty. (2017) Diagnosis of Missed Ductile Iron Melts with Process Modelling. Archives of Foundry Engineering 17:4, pages 123-126.
Crossref
Crossref
Yao Jiao, Yu Yang & Hongshan Zhang. (2017) Mapping High Dimensional Sparse Customer Requirements into Product Configurations. IOP Conference Series: Materials Science and Engineering 261, pages 012022.
Crossref
Crossref
Md Tarique Hasan Khan, Fahim Ahmed & Kyoung-Yun Kim. (2017) Integration and visualization framework for data-driven resistance spot welded assembly design. Integration and visualization framework for data-driven resistance spot welded assembly design.
Thanathorn Vajirakachorn & Jongsawas Chongwatpol. (2017) Application of business intelligence in the tourism industry: A case study of a local food festival in Thailand. Tourism Management Perspectives 23, pages 75-86.
Crossref
Crossref
P. Vazan, D. Janikova, P. Tanuska, M. Kebisek & Z. Cervenanska. (2017) Using data mining methods for manufacturing process control. IFAC-PapersOnLine 50:1, pages 6178-6183.
Crossref
Crossref
Md Tarique Hasan Khan, Fahim Ahmed & Kyoung-Yun Kim. (2017) Weldability Knowledge Visualization of Resistance Spot Welded Assembly Design. Procedia Manufacturing 11, pages 1609-1616.
Crossref
Crossref
Fahim Ahmed & Kyoung-Yun Kim. (2017) Data-driven Weld Nugget Width Prediction with Decision Tree Algorithm. Procedia Manufacturing 10, pages 1009-1019.
Crossref
Crossref
Alessandro Bertoni & Tobias Larsson. (2017) Data Mining in Product Service Systems Design: Literature Review and Research Questions. Procedia CIRP 64, pages 306-311.
Crossref
Crossref
Chen-Fu Chien, Rhoann Kerh, Kuo-Yi Lin & Annie Pei-I Yu. (2016) Data-driven innovation to capture user-experience product design: An empirical study for notebook visual aesthetics design. Computers & Industrial Engineering 99, pages 162-173.
Crossref
Crossref
Behzad Esmaeilian, Sara Behdad & Ben Wang. (2016) The evolution and future of manufacturing: A review. Journal of Manufacturing Systems 39, pages 79-100.
Crossref
Crossref
Minhoe Hur, Seung-kyung Lee, Bongseok Kim, Sungzoon Cho, Dongha Lee & Daehyung Lee. (2013) A study on the man-hour prediction system for shipbuilding. Journal of Intelligent Manufacturing 26:6, pages 1267-1279.
Crossref
Crossref
Ray Y. Zhong, George Q. Huang, Shulin Lan, Q.Y. Dai, Xu Chen & T. Zhang. (2015) A big data approach for logistics trajectory discovery from RFID-enabled production data. International Journal of Production Economics 165, pages 260-272.
Crossref
Crossref
Christian H. Weiß. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online
1
6
.
Jongsawas Chongwatpol. (2015) Prognostic analysis of defects in manufacturing. Industrial Management & Data Systems 115:1, pages 64-87.
Crossref
Crossref
Anubha Tiwari, Rajvardhan Jaideva & Sharad K. Pradhan. 2015. Proceedings of Fourth International Conference on Soft Computing for Problem Solving. Proceedings of Fourth International Conference on Soft Computing for Problem Solving
521
541
.
Christian H. Weiß. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
Mahdi Bohlouli, Fabian Merges & Madjid Fathi. (2014) Knowledge integration of distributed enterprises using cloud based big data analytics. Knowledge integration of distributed enterprises using cloud based big data analytics.
Marcin Perzyk, Andrzej Kochanski, Jacek Kozlowski, Artur Soroczynski & Robert Biernacki. (2014) Comparison of data mining tools for significance analysis of process parameters in applications to process fault diagnosis. Information Sciences 259, pages 380-392.
Crossref
Crossref
Seid Žapčević & Peter Butala. (2012) Adaptive process control based on a self-learning mechanism in autonomous manufacturing systems. The International Journal of Advanced Manufacturing Technology 66:9-12, pages 1725-1743.
Crossref
Crossref
Matthew Baer, Thilini Ariyachandra & Mark Frolick. (2013) Initiating and Implementing Data Mining Practices within a Small to Medium-Sized Business Organization. Journal of Economics, Business and Management, pages 334-338.
Crossref
Crossref
Inci Batmaz & Guser Koksal. 2013. Bioinformatics. Bioinformatics
42
71
.
BONGSUG (KEVIN) CHAE & DAVID L. OLSON. (2013) BUSINESS ANALYTICS FOR SUPPLY CHAIN: A DYNAMIC-CAPABILITIES FRAMEWORK. International Journal of Information Technology & Decision Making 12:01, pages 9-26.
Crossref
Crossref
R. Balasundaram, N. Baskar & R. Siva Sankar. 2013. Advances in Computing and Information Technology. Advances in Computing and Information Technology
63
72
.
Cebrail Çiflikli & Esra Kahya‐Özyirmidokuz. (2012) Enhancing product quality of a process. Industrial Management & Data Systems 112:8, pages 1181-1200.
Crossref
Crossref
Gerald V. Post & Albert Kagan. (2012) Business Intelligence. International Journal of Business Intelligence Research 3:3, pages 16-28.
Crossref
Crossref
Hironori TAKEUCHI, Yoshiaki SUGIYAMA & Takahira YAMAGUCHI. (2012) Data Mining Practice using Text Mining for Market Analysis -Marketing Analysis of Garbage Disposal-. Journal of Japan Society for Fuzzy Theory and Intelligent Informatics 24:3, pages 728-741.
Crossref
Crossref
R. Balasundaram, N. Baskar & R. Siva Sankar. (2012) A New Approach to Generate Dispatching Rules for Two Machine Flow Shop Scheduling Using Data Mining. Procedia Engineering 38, pages 238-245.
Crossref
Crossref
Serkan Altuntas & Hasan Selim. (2012) Facility layout using weighted association rule-based data mining algorithms: Evaluation with simulation. Expert Systems with Applications 39:1, pages 3-13.
Crossref
Crossref
Gülser Köksal, İnci Batmaz & Murat Caner Testik. (2011) A review of data mining applications for quality improvement in manufacturing industry. Expert Systems with Applications 38:10, pages 13448-13467.
Crossref
Crossref
Andrew KusiakHaiyang ZhengZijun Zhang. (2011) Virtual Wind Speed Sensor for Wind Turbines. Journal of Energy Engineering 137:2, pages 59-69.
Crossref
Crossref
Inci Batmaz & Güser Köksal. 2011. Surveillance Technologies and Early Warning Systems. Surveillance Technologies and Early Warning Systems
1
30
.
Andrew Kusiak, Mingyang Li & Haiyang Zheng. (2010) Virtual models of indoor-air-quality sensors. Applied Energy 87:6, pages 2087-2094.
Crossref
Crossref
M. Grauer, D. Metz, S. S. Karadgi, W. Schäfer & J. W. Reichwald. 2010. Proceedings of the 6th CIRP-Sponsored International Conference on Digital Enterprise Technology. Proceedings of the 6th CIRP-Sponsored International Conference on Digital Enterprise Technology
1467
1482
.
Thomas Piton, Julien Blanchard, Henri Briand & Fabrice Guillet. (2009) Domain driven data mining to improve promotional campaign ROI and select marketing channels. Domain driven data mining to improve promotional campaign ROI and select marketing channels.
Haiyang Zheng & Andrew Kusiak. (2009) Prediction of Wind Farm Power Ramp Rates: A Data-Mining Approach. Journal of Solar Energy Engineering 131:3.
Crossref
Crossref
Andrew Kusiak, Haiyang Zheng & Zhe Song. (2009) On-line monitoring of power curves. Renewable Energy 34:6, pages 1487-1493.
Crossref
Crossref
Lior Rokach. 2009. Encyclopedia of Data Warehousing and Mining, Second Edition. Encyclopedia of Data Warehousing and Mining, Second Edition
417
423
.
Andrew Kusiak & Zhe Song. 2009. Optimization in the Energy Industry. Optimization in the Energy Industry
131
148
.
M Perzyk, R Biernacki & J Kozlowski. (2008) Data mining in manufacturing: Significance analysis of process parameters. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 222:11, pages 1503-1516.
Crossref
Crossref
Conrad Tucker, Harrison Kim, Doug Barker & Yuanhui Zhang. (2008) Data-Mining Driven Reconfigurable Product Family Design Framework for Aerodynamic Particle Separators. Data-Mining Driven Reconfigurable Product Family Design Framework for Aerodynamic Particle Separators.
Sanjay Kumar Shukla, M. K. Tiwari & Young Jun Son. (2007) Bidding-based multi-agent system for integrated process planning and scheduling: a data-mining and hybrid tabu-SA algorithm-oriented approach. The International Journal of Advanced Manufacturing Technology 38:1-2, pages 163-175.
Crossref
Crossref
Lior Rokach, Roni Romano & Oded Maimon. (2008) Mining manufacturing databases to discover the effect of operation sequence on the product quality. Journal of Intelligent Manufacturing 19:3, pages 313-325.
Crossref
Crossref
David L. Olson. 2009. Encyclopedia of Optimization. Encyclopedia of Optimization
600
607
.
Christian H. Weiß. 2007. Encyclopedia of Statistics in Quality and Reliability. Encyclopedia of Statistics in Quality and Reliability.
Andrew Kusiak & Filippo A. Salustri. (2007) Computational Intelligence in Product Design Engineering: Review and Trends. IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews) 37:5, pages 766-778.
Crossref
Crossref
Keqin Wang, Shurong Tong, Benoit Eynard, Lionel Roucoules & Nada Matta. (2007) Review on Application of Data Mining in Product Design and Manufacturing. Review on Application of Data Mining in Product Design and Manufacturing.
Kesheng Wang. (2007) Applying data mining to manufacturing: the nature and implications. Journal of Intelligent Manufacturing 18:4, pages 487-495.
Crossref
Crossref
David L. Olson. (2006) Data mining in business services. Service Business 1:3, pages 181-193.
Crossref
Crossref
Andrew Kusiak & Matthew Smith. (2007) Data mining in design of products and production systems. Annual Reviews in Control 31:1, pages 147-156.
Crossref
Crossref