{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:19:48Z","timestamp":1777702788159,"version":"3.51.4"},"reference-count":34,"publisher":"SAGE Publications","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2019,3,26]]},"DOI":"10.3233\/jifs-169946","type":"journal-article","created":{"date-parts":[[2019,1,25]],"date-time":"2019-01-25T15:55:32Z","timestamp":1548431732000},"page":"2355-2366","source":"Crossref","is-referenced-by-count":12,"title":["Roll forward validation based decision tree classification for detecting data integrity attacks in industrial internet of things"],"prefix":"10.1177","volume":"36","author":[{"given":"Surendar","family":"Madhawa","sequence":"first","affiliation":[{"name":"School of Computing, SASTRA Deemed to be University, Thirumalaisamudram, Thanjavur, Tamilnadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Balakrishnan","sequence":"additional","affiliation":[{"name":"SCOPE, Vellore Institute of Technology, Vellore, Tamilnadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Umamakeswari","family":"Arumugam","sequence":"additional","affiliation":[{"name":"School of Computing, SASTRA Deemed to be University, Thirumalaisamudram, Thanjavur, Tamilnadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-169946_ref1","first-page":"800","article-title":"Guide to industrial control systems (ICS) security","author":"Stouffer","year":"2015","journal-title":"NIST Spec Publ"},{"key":"10.3233\/JIFS-169946_ref2","first-page":"1","article-title":"Detecting cyber-physical attacks in CyberManufacturing systems with machine learning methods","author":"Wu","year":"2017","journal-title":"J Intell Manuf"},{"key":"10.3233\/JIFS-169946_ref3","unstructured":"Framework for Cyber-Physical Systems: Volume 2, Working Group Reports, vol. 2. 2017."},{"key":"10.3233\/JIFS-169946_ref4","unstructured":"ONF, \u201cOpenFlow Switch Specification,\u201d 2014, pp. 1\u2013277."},{"issue":"1","key":"10.3233\/JIFS-169946_ref5","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1109\/JPROC.2014.2371999","article-title":"Software-defined networking: A comprehensive survey","volume":"103","author":"Kreutz","year":"2015","journal-title":"Proc IEEE"},{"key":"10.3233\/JIFS-169946_ref6","unstructured":"Surendar M. , Balakrishnan P. , Umamakeswari A. , Framework for anomaly detection in industrial internet of things driven by software defined networking, 115(6) (2017), 409\u2013412."},{"issue":"4","key":"10.3233\/JIFS-169946_ref7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2542049","article-title":"A survey of intrusion detection techniques for cyber-physical systems","volume":"46","author":"Mitchell","year":"2014","journal-title":"ACM Comput Surv"},{"key":"10.3233\/JIFS-169946_ref8","unstructured":"Breiman L. , Friedman J.H. , Olshen R.A. , Stone C.J. , Classification And Regression Trees 1(1) (1984)."},{"key":"10.3233\/JIFS-169946_ref9","first-page":"1","article-title":"Employing invariants for anomaly detection in software defined networking based industrial internet of things","author":"Surendar","year":"2018","journal-title":"J\u00a0Intell Fuzzy Syst"},{"key":"10.3233\/JIFS-169946_ref11","doi-asserted-by":"crossref","unstructured":"Goh J. , Adepu S. , Junejo K.N. , Mathur A. , A Dataset to Support Research in the Design of Secure Water Treatment Systems, Proc 11th Int Conf Crit Inf Infrastructures Secur, 2016.","DOI":"10.1007\/978-3-319-71368-7_8"},{"issue":"3","key":"10.3233\/JIFS-169946_ref12","doi-asserted-by":"crossref","first-page":"1254","DOI":"10.1109\/TSG.2013.2258948","article-title":"Behavior-rule based intrusion detection systems for safety critical smart grid applications","volume":"4","author":"Mitchell","year":"2013","journal-title":"IEEE Trans Smart Grid"},{"issue":"5","key":"10.3233\/JIFS-169946_ref13","doi-asserted-by":"crossref","first-page":"593","DOI":"10.1109\/TSMC.2013.2265083","article-title":"Adaptive intrusion detection of malicious unmanned air vehicles using behavior rule specifications","volume":"44","author":"Mitchell","year":"2014","journal-title":"IEEE Trans Syst Man, Cybern Syst"},{"issue":"1","key":"10.3233\/JIFS-169946_ref14","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1109\/TDSC.2014.2312327","article-title":"Behavior rule specification-based intrusion detection for safety critical medical cyber physical systems","volume":"12","author":"Mitchell","year":"2015","journal-title":"IEEE Trans Dependable Secur Comput"},{"issue":"3","key":"10.3233\/JIFS-169946_ref15","doi-asserted-by":"crossref","first-page":"1092","DOI":"10.1109\/TPWRD.2014.2300099","article-title":"Multiattribute SCADA-specific intrusion detection system for power networks","volume":"29","author":"Yang","year":"2014","journal-title":"IEEE Trans Power Deliv"},{"key":"10.3233\/JIFS-169946_ref16","first-page":"1","article-title":"Whitelists based multiple filtering techniques in SCADA sensor networks","author":"Kang","year":"2014","journal-title":"J Appl Math"},{"key":"10.3233\/JIFS-169946_ref17","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.cose.2016.01.001","article-title":"False sequential logic attack on SCADA system and its physical impact analysis","volume":"58","author":"Li","year":"2016","journal-title":"Comput Secur"},{"issue":"1","key":"10.3233\/JIFS-169946_ref18","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1109\/TII.2014.2367322","article-title":"Detection of integrity attacks in cyber-physical critical infrastructures using ensemble modeling","volume":"11","author":"Ntalampiras","year":"2015","journal-title":"IEEE Trans Ind Informatics"},{"issue":"2004","key":"10.3233\/JIFS-169946_ref19","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1016\/j.eswa.2016.04.006","article-title":"Automatic identification of integrity attacks in cyber-physical systems","volume":"58","author":"Ntalampiras","year":"2016","journal-title":"Expert Syst Appl"},{"issue":"5","key":"10.3233\/JIFS-169946_ref20","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1109\/TIFS.2015.2512522","article-title":"An efficient data-driven clustering technique to detect attacks in SCADA systems","volume":"11","author":"Almalawi","year":"2016","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"10","key":"10.3233\/JIFS-169946_ref21","doi-asserted-by":"crossref","first-page":"1345","DOI":"10.1109\/TSMC.2015.2415763","article-title":"Design and analysis of multimodel-based anomaly intrusion detection systems in industrial process automation","volume":"45","author":"Zhou","year":"2015","journal-title":"IEEE Trans Syst Man, Cybern Syst"},{"key":"10.3233\/JIFS-169946_ref22","first-page":"141","article-title":"An Investigation into the Response of a Water Treatment System to Cyber Attacks","author":"Adepu","year":"2016","journal-title":"Proc 17th IEEE Int Symp High Assur Syst Eng"},{"key":"10.3233\/JIFS-169946_ref23","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.cose.2017.04.012","article-title":"An enhanced optimization based algorithm for intrusion detection in SCADA network","volume":"70","author":"Shitharth","year":"2017","journal-title":"Comput Secur"},{"issue":"13","key":"10.3233\/JIFS-169946_ref24","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/MDAT.2017.2682223","article-title":"Fault diagnosis and network anomaly detection in water infrastructures","volume":"34","author":"Miciolino","year":"2017","journal-title":"IEEE Des Test"},{"key":"10.3233\/JIFS-169946_ref25","unstructured":"Adepu S. , Mathur A. , Using process invariants to detect cyber attacks on a water treatment system, 471 (2016), 91\u2013104."},{"key":"10.3233\/JIFS-169946_ref27","first-page":"218","article-title":"Lightweight adaptive Random-Forest for IoT rule generation and execution","volume":"34","author":"Domb","year":"2017","journal-title":"J Inf Secur Appl"},{"key":"10.3233\/JIFS-169946_ref28","first-page":"1","article-title":"Intrusion detection system based on decision tree over big data in fog environment","author":"Peng","year":"2018","journal-title":"Wirel Commun Mob Comput"},{"key":"10.3233\/JIFS-169946_ref29","doi-asserted-by":"crossref","unstructured":"Tyralis H. , Papacharalampous G. , Variable selection in time series forecasting using random forests, Algorithms 10(4) (2017).","DOI":"10.3390\/a10040114"},{"issue":"9","key":"10.3233\/JIFS-169946_ref30","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/MCOM.2015.7263373","article-title":"Software-defined internet of things for smart urban sensing","volume":"53","author":"Liu","year":"2015","journal-title":"IEEE Commun Mag"},{"key":"10.3233\/JIFS-169946_ref31","first-page":"803","article-title":"Software defined networking for communication and control of cyber-physical systems","author":"Ahmed","year":"2015","journal-title":"Proc 21st IEEE Int Conf Parallel Distrib Syst"},{"issue":"4","key":"10.3233\/JIFS-169946_ref32","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1007\/s12652-015-0290-y","article-title":"SDIoT: A software defined based internet of things framework","volume":"6","author":"Jararweh","year":"2015","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"10.3233\/JIFS-169946_ref33","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.comnet.2015.05.005","article-title":"Enabling security functions with SDN: A feasibility study","volume":"85","author":"Yoon","year":"2015","journal-title":"Comput Networks"},{"key":"10.3233\/JIFS-169946_ref34","first-page":"91","article-title":"MiniCPS: A toolkit for security research on CPS Networks","author":"Antonioli","year":"2015","journal-title":"ACM Work Cyber-Physical Syst and\/or Priv"},{"issue":"4","key":"10.3233\/JIFS-169946_ref35","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1109\/JIOT.2015.2480421","article-title":"Software-defined wireless networking opportunities and challenges for internet-of-things: A review","volume":"3","author":"Sood","year":"2016","journal-title":"IEEE Internet Things J"},{"issue":"1","key":"10.3233\/JIFS-169946_ref36","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1109\/COMST.2015.2453114","article-title":"A survey of security in software defined networks","volume":"18","author":"Scott-Hayward","year":"2016","journal-title":"IEEE Commun Surv Tutorials"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-169946","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:36:55Z","timestamp":1777455415000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-169946"}},"subtitle":[],"editor":[{"given":"Sabu M.","family":"Thampi","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"El-Sayed M.","family":"El-Alfy","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2019,3,26]]},"references-count":34,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.3233\/jifs-169946","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,26]]}}}