{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T23:58:51Z","timestamp":1783123131546,"version":"3.54.6"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2017,2,23]],"date-time":"2017-02-23T00:00:00Z","timestamp":1487808000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Manuf"],"published-print":{"date-parts":[[2019,3]]},"DOI":"10.1007\/s10845-017-1315-5","type":"journal-article","created":{"date-parts":[[2017,2,23]],"date-time":"2017-02-23T11:00:54Z","timestamp":1487847654000},"page":"1111-1123","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":191,"title":["Detecting cyber-physical attacks in CyberManufacturing systems with machine learning methods"],"prefix":"10.1007","volume":"30","author":[{"given":"Mingtao","family":"Wu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhengyi","family":"Song","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Young B.","family":"Moon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2017,2,23]]},"reference":[{"key":"1315_CR1","doi-asserted-by":"crossref","unstructured":"Bosch, A., Zisserman, A., & Munoz, X. (2007). Image classification using random forests and ferns. In 2007 IEEE 11th international conference on computer vision, pp. 1\u20138.","DOI":"10.1109\/ICCV.2007.4409066"},{"issue":"3","key":"1315_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1541880.1541882","volume":"41","author":"V Chandola","year":"2009","unstructured":"Chandola, V., Banerjee, A., & Kumar, V. (2009). Anomaly detection. ACM Computing Surveys, 41(3), 1\u201358.","journal-title":"ACM Computing Surveys"},{"issue":"3","key":"1315_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1541880.1541882","volume":"41","author":"V Chandola","year":"2009","unstructured":"Chandola, V., Banerjee, A., & Kumar, V. (2009). Anomaly detection: A survey. ACM Computig Surveys, 41(3), 1\u201358.","journal-title":"ACM Computig Surveys"},{"key":"1315_CR4","doi-asserted-by":"publisher","first-page":"505","DOI":"10.1016\/j.ymssp.2015.04.019","volume":"67","author":"JA Duro","year":"2016","unstructured":"Duro, J. A., Padget, J. A., Bowen, C. R., & Kim, H. A. (2016). Multi-sensor data fusion framework for Cnc machining monitoring. Mechanical Systems and Signal Processing, 67, 505\u2013520.","journal-title":"Mechanical Systems and Signal Processing"},{"key":"1315_CR5","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1007\/978-3-642-19644-7_43","volume":"87","author":"RF Garcia","year":"2011","unstructured":"Garcia, R. F., Rolle, J. L. C., & Castelo, J. P. (2011). A review of SCADA anomaly detection systems. Advances in Intelligent and Soft Computing, 87, 405\u2013414.","journal-title":"Advances in Intelligent and Soft Computing"},{"key":"1315_CR6","unstructured":"IBM (2016). Reviewing a year of serious data breaches, major attacks and new vulnerabilities."},{"key":"1315_CR7","doi-asserted-by":"crossref","unstructured":"Jain, A. K., Ross, A., & Prabhakar, S. (2004). An introduction to biometric recognition. IEEE Transactions on Circuits and Systems for Video Technology, 14(1), 4\u201320.","DOI":"10.1109\/TCSVT.2003.818349"},{"key":"1315_CR8","doi-asserted-by":"crossref","unstructured":"Jazdi, N. (2014). Cyber physical systems in the context of industry 4.0. In Automation, quality and testing, robotics. 2014 IEEE , pp. 2\u20134.","DOI":"10.1109\/AQTR.2014.6857843"},{"key":"1315_CR9","unstructured":"Jia, H., Murphey, Y. L., Shi, J., & Chang, T. S. (2004). An intelligent real-time vision system for surface defect detection. Proceedings\u2014International Conference on Pattern Recognition, 3(February), 239\u2013242."},{"issue":"6","key":"1315_CR10","first-page":"901","volume":"2","author":"KR Karthikeyan","year":"2010","unstructured":"Karthikeyan, K. R., & Indra, A. (2010). Intrusion detection tools and techniques\u2013A survey. International Journal of Computer Theory and Engineering, 2(6), 901\u2013906.","journal-title":"International Journal of Computer Theory and Engineering"},{"key":"1315_CR11","unstructured":"Kelley, M. B. (2013). The Stuxnet attack On Iran\u2019s nuclear plant was \u2018Far More Dangerous\u2019 than previously thought. Business Insider. \nhttp:\/\/www.businessinsider.com\/stuxnet-was-far-more-dangerous-than-previous-thought-2013-11\n\n."},{"key":"1315_CR12","unstructured":"Kim, A. C., Park, W. H., & Lee, D. H. (2013). A study on the live forensic techniques for anomaly detection in user terminals. International Journal of Security and Its Applications, 7(1), 181\u2013187."},{"key":"1315_CR13","unstructured":"Minnick, J. (2016). The Biggest Cybersecurity problems facing manufacturing in 2016. \nhttp:\/\/www.mbtmag.com\/article\/2016\/01\/biggest-cybersecurity-problems-facing-manufacturing\n\n."},{"key":"1315_CR14","unstructured":"Peterson, L. (2009). K-nearest neighbor. Scholarpedia. \nhttp:\/\/www.scholarpedia.org\/article\/K-nearest_neighbor\n\n. Accessed June 23, 2016."},{"key":"1315_CR15","doi-asserted-by":"crossref","unstructured":"Prashanth, G., Prashanth, V., Jayashree, P., & Srinivasan, N. (2008). Using random forests for network-based anomaly detection at active routers. In 2008 International conference on signal processing communications. Networking, 2008, pp. 93\u201396","DOI":"10.1109\/ICSCN.2008.4447167"},{"key":"1315_CR16","doi-asserted-by":"publisher","first-page":"7003","DOI":"10.1016\/j.eswa.2010.12.014","volume":"38","author":"J Rabatel","year":"2011","unstructured":"Rabatel, J., Bringay, S., & Poncelet, P. (2011). Anomaly detection in monitoring sensor data for preventive maintenance. Expert Systems with Applications., 38, 7003\u20137015.","journal-title":"Expert Systems with Applications."},{"key":"1315_CR17","doi-asserted-by":"crossref","unstructured":"Ren, L., Zhang, L., Tao, F., Zhao, C., Chai, X., & Zhao, X. (2015). Cloud manufacturing: From concept to practice. Enterprise Information Systems, 9(2), 186\u2013209.","DOI":"10.1080\/17517575.2013.839055"},{"issue":"3","key":"1315_CR18","doi-asserted-by":"publisher","first-page":"134","DOI":"10.1784\/insi.2010.52.3.134","volume":"52","author":"Q Shen","year":"2010","unstructured":"Shen, Q., Gao, J., & Li, C. (2010). Automatic classification of weld defects in radiographic images. Insight Non-Destructive Testing Condition Monitoring, 52(3), 134\u2013139.","journal-title":"Insight Non-Destructive Testing Condition Monitoring"},{"key":"1315_CR19","doi-asserted-by":"crossref","unstructured":"Song, Z., & Moon, Y. B. (2016). Performance analysis of CyberManufacturing systems?: A simulation study. In 13th IFIP international conference on product lifecycle management.","DOI":"10.1007\/978-3-319-54660-5_53"},{"key":"1315_CR20","unstructured":"Song, Z., Zhou, H., Cheung, J., & Lin, L. L. (2017). Detecting attacks in CyberManufacturing systems?: Subtractive manufacturing example. In International conference on manufacturing technologies, pp. 1\u20134."},{"key":"1315_CR21","unstructured":"Sturm, L. D., Williams, C. B., Camelio, J. A., White, J., & Parker, R. (2014). Cyber-physical Vunerabilities In Additive manufacturing systems, in international solid freeform fabrication symposium proceedings, pp. 951\u2013963."},{"issue":"3","key":"1315_CR22","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1109\/MSP.2015.60","volume":"13","author":"H Turner","year":"2015","unstructured":"Turner, H., White, J., Camelio, J. A., Williams, C., Amos, B., & Parker, R. (2015). Bad parts: Are our manufacturing systems at risk of silent cyberattacks? IEEE Security & Privacy, 13(3), 40\u201347.","journal-title":"IEEE Security & Privacy"},{"key":"1315_CR23","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1016\/j.promfg.2015.09.065","volume":"1","author":"H Vincent","year":"2015","unstructured":"Vincent, H., Wells, L., Tarazaga, P., & Camelio, J. (2015). Trojan detection and side-channel analyses for cyber-security in cyber-physical manufacturing systems. Procedia Manufacturing, 1, 77\u201385.","journal-title":"Procedia Manufacturing"},{"key":"1315_CR24","doi-asserted-by":"crossref","unstructured":"Wells, L. J., Camelio, J. A., Williams, C. B., & White J. (2014). Cyber-physical security challenges in manufacturing systems. Manufacturing Letters, 2(2), 74\u201377.","DOI":"10.1016\/j.mfglet.2014.01.005"},{"key":"1315_CR25","unstructured":"WIRED (2015). Hackers remotely kill a jeep on the highway. \nhttps:\/\/www.wired.com\/2015\/07\/hackers-remotely-kill-jeep-highway\/\n\n. Accessed May 03, 2016."},{"key":"1315_CR26","doi-asserted-by":"crossref","unstructured":"Wu, M., Phoha, V. V., Moon, Y. B., & Belman, A. K.(2016). Detecting malicious defects in 3d printing process using machine learning and image classification. In Proceedings of the ASME 2016 international mechanical engineering congress and exposition, pp. 4\u20139.","DOI":"10.1115\/IMECE2016-67641"},{"key":"1315_CR27","unstructured":"Wu, M., Zhou, H., Lin, L. L., Silva, B., Song, Z., Cheung, J., & Moon, Y. (2016). Detecting attacks in CyberManufacturing systems?: Additive manufacturing example. In International conference on mechanical, materials and manufacturing, pp. 1\u20135."},{"key":"1315_CR28","doi-asserted-by":"crossref","unstructured":"Yampolskiy, M., Horvath, P., Koutsoukos, X. D., Xue, Y., & Sztipanovits, J. (2013). Taxonomy for description of cross-domain attacks on CPS. In Proceedings of the 2nd ACM international conference on high confidence networked systems, pp. 135\u2013142.","DOI":"10.1145\/2461446.2461465"},{"issue":"7","key":"1315_CR29","doi-asserted-by":"publisher","first-page":"1872","DOI":"10.1007\/s11837-016-1937-7","volume":"68","author":"SE Zeltmann","year":"2016","unstructured":"Zeltmann, S. E., Gupta, N., Tsoutsos, N. G., Maniatakos, M., Rajendran, J., & Karri, R. (2016). Manufacturing and security challenges in 3D printing. Jom, 68(7), 1872\u20131881.","journal-title":"Jom"},{"key":"1315_CR30","unstructured":"Zetter, K. (2015). A cyberattack has caused confirmed physical damage for the second time ever. In WIRED. \nhttps:\/\/www.wired.com\/2015\/01\/german-steel-mill-hack-destruction\/\n\n."},{"key":"1315_CR31","unstructured":"Zetter, K. (2015). Feds say that banned researcher commandeered a plane. In WIRED. \nhttps:\/\/www.wired.com\/2015\/05\/feds-say-banned-researcher-commandeered-plane\/\n\n."},{"key":"1315_CR32","doi-asserted-by":"crossref","unstructured":"Zhang, X. W., Ding, Y. Q., Lv, Y. Y., Shi, A. Y., & Liang, R. Y. (2011). A vision inspection system for the surface defects of strongly reflected metal based on multi-class SVM. Expert Systems with Applications, 38(5), 5930\u20135939.","DOI":"10.1016\/j.eswa.2010.11.030"},{"key":"1315_CR33","doi-asserted-by":"crossref","unstructured":"Zhu, T., Ma, Q., Zhang, S., & Liu, Y. (2014). Context-free attacks using keyboard acoustic emanations. In Proceedings of 2014 ACM SIGSAC conference on computer and communication security\u2014 CCS \u201914, 3(1), 453\u2013464.","DOI":"10.1145\/2660267.2660296"}],"container-title":["Journal of Intelligent Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10845-017-1315-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-017-1315-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-017-1315-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,11,14]],"date-time":"2019-11-14T15:49:41Z","timestamp":1573746581000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10845-017-1315-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,2,23]]},"references-count":33,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2019,3]]}},"alternative-id":["1315"],"URL":"https:\/\/doi.org\/10.1007\/s10845-017-1315-5","relation":{},"ISSN":["0956-5515","1572-8145"],"issn-type":[{"value":"0956-5515","type":"print"},{"value":"1572-8145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,2,23]]},"assertion":[{"value":"1 December 2016","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 February 2017","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 February 2017","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}