Data Analytics for Manufacturing Systems Experiences and Challenges
暂无分享,去创建一个
[1] K. Schwab. The Fourth Industrial Revolution , 2013 .
[2] Hans Kleine Büning,et al. Identifying behavior models for process plants , 2011, ETFA2011.
[3] George Forman,et al. Apples-to-apples in cross-validation studies: pitfalls in classifier performance measurement , 2010, SKDD.
[4] Yu Song,et al. Fault diagnosis and process monitoring using a statistical pattern framework based on a self-organizing map , 2015 .
[5] Jay Lee,et al. A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems , 2015 .
[6] C. W. Frey. Monitoring of complex industrial processes based on self-organizing maps and watershed transformations , 2012, 2012 IEEE International Conference on Industrial Technology.
[7] Birgit Vogel-Heuser,et al. Combining Knowledge Modeling and Machine Learning for Alarm Root Cause Analysis , 2013, MIM.
[8] Stefan Biffl,et al. Engineering of Coupled Simulation Models for Mechatronic Systems , 2015, Service Orientation in Holonic and Multi-agent Manufacturing.
[9] J. O. Rawlings,et al. Applied Regression Analysis: A Research Tool , 1988 .
[10] Dean Abbott,et al. Applied Predictive Analytics: Principles and Techniques for the Professional Data Analyst , 2014 .
[11] Francisco Facchinei,et al. Parallel Selective Algorithms for Nonconvex Big Data Optimization , 2014, IEEE Transactions on Signal Processing.
[12] S. Chatterjee,et al. Regression Analysis by Example , 1979 .
[13] Robert Tibshirani,et al. The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.
[14] Heikki Mannila,et al. Discovery of Frequent Episodes in Event Sequences , 1997, Data Mining and Knowledge Discovery.
[15] Tom Fawcett,et al. An introduction to ROC analysis , 2006, Pattern Recognit. Lett..
[16] Dmitrij Frishman,et al. Pitfalls of supervised feature selection , 2009, Bioinform..
[17] Galit Shmueli,et al. To Explain or To Predict? , 2010 .
[18] Tuğrul Özel,et al. Machine Learning Based Predictive Modeling of Machining Induced Microhardness and Grain Size in Ti–6Al–4V Alloy , 2015 .
[19] Ligang Hou,et al. Multi-Objective Optimization of Gas Fractionation Unit Operation , 2015 .
[20] Domenico Talia,et al. Clouds for Scalable Big Data Analytics , 2013, Computer.
[21] Veda C. Storey,et al. Business Intelligence and Analytics: From Big Data to Big Impact , 2012, MIS Q..
[22] Ian H. Witten,et al. Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .