{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T15:36:27Z","timestamp":1778168187276,"version":"3.51.4"},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"23","license":[{"start":{"date-parts":[[2024,9,17]],"date-time":"2024-09-17T00:00:00Z","timestamp":1726531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,9,17]],"date-time":"2024-09-17T00:00:00Z","timestamp":1726531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"DOI":"10.1007\/s11042-024-20228-5","type":"journal-article","created":{"date-parts":[[2024,9,18]],"date-time":"2024-09-18T08:53:40Z","timestamp":1726649620000},"page":"27251-27280","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Machine learning-driven IoT device for women\u2019s safety: a real-time sexual harassment prevention system"],"prefix":"10.1007","volume":"84","author":[{"given":"Md Reazul","family":"Islam","sequence":"first","affiliation":[]},{"given":"Khondokar","family":"Oliullah","sequence":"additional","affiliation":[]},{"given":"Mohsin","family":"Kabir","sequence":"additional","affiliation":[]},{"given":"Ashifur","family":"Rahman","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5738-1631","authenticated-orcid":false,"given":"M. F.","family":"Mridha","sequence":"additional","affiliation":[]},{"given":"Muhammed Fayyaz","family":"Khan","sequence":"additional","affiliation":[]},{"given":"Nilanjan","family":"Dey","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,9,17]]},"reference":[{"key":"20228_CR1","unstructured":"WHO (2021) Violence against women. https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/violence-against-women. Online; Accessed 06 June 2023"},{"key":"20228_CR2","doi-asserted-by":"crossref","unstructured":"Hasan MW, Chowdhury AH, Hasan MM, Datta AR, Mahbubur Rahman A, Amin MA (2021) Iot-based smart application system to prevent sexual harassment in public transport. In: Advances in computer, communication and computational sciences: proceedings of IC4S 2019, pp 341\u2013351. Springer","DOI":"10.1007\/978-981-15-4409-5_31"},{"issue":"20","key":"20228_CR3","doi-asserted-by":"publisher","first-page":"13278","DOI":"10.3390\/ijerph192013278","volume":"19","author":"F Diez-Canseco","year":"2022","unstructured":"Diez-Canseco F, Toyama M, Hidalgo-Padilla L, Bird VJ (2022) Systematic review of policies and interventions to prevent sexual harassment in the workplace in order to prevent depression. Int J Environ Res Public Health 19(20):13278","journal-title":"Int J Environ Res Public Health"},{"key":"20228_CR4","doi-asserted-by":"publisher","unstructured":"Tiesman H, Marsh S, Konda S, Tomasi S, Wiegand D, Hales T, Webb S (2022) Workplace violence during the covid-19 pandemic: March-October, 2020, United States. J Safety Res 82:376\u2013384. https:\/\/doi.org\/10.1016\/j.jsr.2022.07.004","DOI":"10.1016\/j.jsr.2022.07.004"},{"issue":"2","key":"20228_CR5","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1080\/09540253.2020.1763923","volume":"34","author":"AC Kirkner","year":"2022","unstructured":"Kirkner AC, Lorenz K, Mazar L (2022) Faculty and staff reporting & disclosure of sexual harassment in higher education. Gender Educ 34(2):199\u2013215","journal-title":"Gender Educ"},{"key":"20228_CR6","doi-asserted-by":"crossref","unstructured":"Levenson JS, D\u2019amora DA (2007) Social policies designed to prevent sexual violence: the emperor\u2019s new clothes? Crim Justice Policy Rev 18(2):168\u2013199","DOI":"10.1177\/0887403406295309"},{"key":"20228_CR7","doi-asserted-by":"crossref","unstructured":"Horn SS, Poteat VP (2022) Developmental changes in young people\u2019s evaluations of sexual harassment. J Soc Issues","DOI":"10.1111\/josi.12516"},{"key":"20228_CR8","unstructured":"Kisanga F (2012) Child sexual abuse in urban tanzania: possibilities and barriers for prevention. PhD thesis, Muhimbili University of Health and Allied Sciences"},{"key":"20228_CR9","doi-asserted-by":"publisher","first-page":"10793","DOI":"10.1007\/s13369-020-04877-w","volume":"45","author":"A Arora","year":"2020","unstructured":"Arora A, Chakraborty P, Bhatia M (2020) Analysis of data from wearable sensors for sleep quality estimation and prediction using deep learning. Arab J Sci Eng 45:10793\u201310812","journal-title":"Arab J Sci Eng"},{"key":"20228_CR10","doi-asserted-by":"publisher","first-page":"10097","DOI":"10.1007\/s13369-020-04628-x","volume":"45","author":"\u00d6F Ertu\u011frul","year":"2020","unstructured":"Ertu\u011frul \u00d6F, Dal S, Hazar Y, Aldemir E (2020) Determining relevant features in activity recognition via wearable sensors on the myo armband. Arab J Sci Eng 45:10097\u201310113","journal-title":"Arab J Sci Eng"},{"key":"20228_CR11","first-page":"1","volume":"1","author":"HY Riskiawan","year":"2023","unstructured":"Riskiawan HY, Gupta N, Setyohadi D, Anwar S, Kurniasari A, Hariono B, Firmansyah M, Yogiswara Y, Mansur A, Basori A (2023) Artificial intelligence enabled smart monitoring and controlling of iot-green house. Arab J Sci Eng 1:1\u201319","journal-title":"Arab J Sci Eng"},{"issue":"1","key":"20228_CR12","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1111\/1744-7941.12046","volume":"53","author":"P McDonald","year":"2015","unstructured":"McDonald P, Charlesworth S, Graham T (2015) Developing a framework of effective prevention and response strategies in workplace sexual harassment. Asia Pac J Hum Resour 53(1):41\u201358","journal-title":"Asia Pac J Hum Resour"},{"key":"20228_CR13","doi-asserted-by":"crossref","unstructured":"Cardoso LF, Sorenson SB, Webb O, Landers S (2019) Recent and emerging technologies: implications for women\u2019s safety. Technol Soc 58:101108","DOI":"10.1016\/j.techsoc.2019.01.001"},{"key":"20228_CR14","doi-asserted-by":"crossref","unstructured":"Bell MP, Quick JC, Cycyota CS (2002) Assessment and prevention of sexual harassment of employees: an applied guide to creating healthy organizations. Int J Sel Assess 10(1\u20132):160\u2013167","DOI":"10.1111\/1468-2389.00203"},{"key":"20228_CR15","doi-asserted-by":"crossref","unstructured":"Hemasagar K, Manoj\u00a0Kumar R, Sai\u00a0Manojna V, Priya Bv (2022) Ingenious bracelet for women safety and security using iot. In: Emerging Research in Computing, Information, Communication and Applications: ERCICA 2020, vol 2, pp 253\u2013265. Springer","DOI":"10.1007\/978-981-16-1342-5_20"},{"key":"20228_CR16","doi-asserted-by":"crossref","unstructured":"Yaswanth BS, Darshan R, Pavan H, Srinivasa D, Murthy BV (2020) Smart safety and security solution for women using knn algorithm and iot. In: 2020 Third international conference on Multimedia Processing, Communication & Information Technology (MPCIT), pp 87\u201392. IEEE","DOI":"10.1109\/MPCIT51588.2020.9350431"},{"key":"20228_CR17","doi-asserted-by":"crossref","unstructured":"Ghosh P, Bhuiyan TM, Nibir MA, Hasan ME, Islam MR, Hasan MR, Hossain T (2021) Smart security device for women based on iot using raspberry pi. In: 2021 2nd International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST), pp 57\u201360. IEEE","DOI":"10.1109\/ICREST51555.2021.9331174"},{"key":"20228_CR18","doi-asserted-by":"crossref","unstructured":"Swami\u00a0Das M, Govardhan A, Vijaya\u00a0Lakshmi D (2022) A model of women security using iot. In: ICDSMLA 2020: Proceedings of the 2nd international conference on data science, machine learning and applications, pp 1539\u20131546. Springer","DOI":"10.1007\/978-981-16-3690-5_146"},{"key":"20228_CR19","doi-asserted-by":"crossref","unstructured":"Mustafa MS, Lisa JFK, Mukta JN (2022) Design and implementation of wireless iot device for women\u2019s safety. In: Proceedings of the 9th international conference on networking, systems and security, pp 41\u201352","DOI":"10.1145\/3569551.3569559"},{"key":"20228_CR20","doi-asserted-by":"crossref","unstructured":"Anitha G, Mohanavel V, Tamilselvi M, Ramkumar G, Prabu RT (2022) An intelligent lora based women protection and safety enhancement using internet of things. In: 2022 Sixth international conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud)(I-SMAC), pp 43\u201348. IEEE","DOI":"10.1109\/I-SMAC55078.2022.9987425"},{"key":"20228_CR21","doi-asserted-by":"crossref","unstructured":"Ullah A, Anwar Hossain M, Zaman N, Dey M, Kundu T (2019) Enhanced women safety and well-suited public bus management system in Bangladesh using iot. Adv Int Things 9(4)","DOI":"10.4236\/ait.2019.94006"},{"key":"20228_CR22","doi-asserted-by":"crossref","unstructured":"Telagam N, Kandasamy N, Naidu US (2023) Smart device for women\u2019s safety designed using iot and virtual instrumentation browser. Int J Interact Mob Technol 17(2)","DOI":"10.3991\/ijim.v17i02.35227"},{"key":"20228_CR23","doi-asserted-by":"crossref","unstructured":"Khandelwal T, Khandelwal M, Pandey PS, et al (2018) Women safety device designed using iot and machine learning. In: 2018 IEEE SmartWorld, ubiquitous intelligence & computing, advanced & trusted computing, scalable computing & communications, cloud & big data computing, internet of people and smart city innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI), pp 1204\u20131210. IEEE","DOI":"10.1109\/SmartWorld.2018.00210"},{"key":"20228_CR24","doi-asserted-by":"crossref","unstructured":"Kanchana\u00a0Devi V, Kavya A, Umamaheswari E, Karmel A, Kavitha D, Shruthi D (2022) Iot-sdwd: internet of things-based security device for women in danger. In: ICT with intelligent applications: proceedings of ICTIS 2021, vol 1, pp 311\u2013318. Springer","DOI":"10.1007\/978-981-16-4177-0_32"},{"key":"20228_CR25","doi-asserted-by":"publisher","first-page":"656","DOI":"10.1016\/j.procs.2020.01.060","volume":"165","author":"W Akram","year":"2019","unstructured":"Akram W, Jain M, Hemalatha CS (2019) Design of a smart safety device for women using iot. Proc Comput Sci 165:656\u2013662","journal-title":"Proc Comput Sci"},{"key":"20228_CR26","doi-asserted-by":"crossref","unstructured":"Thi\u00a0Pham LT, Nguyen TP, Lieu KV, Nhu\u00a0Tran H, Nguyen HT (2023) Smart bra based on impact and acceleration sensors integrated communication techniques for sexual harassment prevention. In: Deep learning and other soft computing techniques: biomedical and related applications, pp 107\u2013119. Springer","DOI":"10.1007\/978-3-031-29447-1_10"},{"key":"20228_CR27","doi-asserted-by":"crossref","unstructured":"Yarrabothu RS, Thota B (2015) Abhaya: an android app for the safety of women. In: 2015 Annual IEEE india conference (INDICON), pp 1\u20134. IEEE","DOI":"10.1109\/INDICON.2015.7443652"},{"key":"20228_CR28","doi-asserted-by":"crossref","unstructured":"Islam MN, Promi NT, Shaila JM, Toma MA, Pushpo MA, Alam FB, Khaledur SN, Anannya TT, Rabbi MF (2018) Safeband: a wearable device for the safety of women in bangladesh. In: Proceedings of the 16th international conference on advances in mobile computing and multimedia, pp 76\u201383","DOI":"10.1145\/3282353.3282363"},{"issue":"1","key":"20228_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12889-015-2191-6","volume":"15","author":"N Glass","year":"2015","unstructured":"Glass N, Clough A, Case J, Hanson G, Barnes-Hoyt J, Waterbury A, Alhusen J, Ehrensaft M, Grace KT, Perrin N (2015) A safety app to respond to dating violence for college women and their friends: the myplan study randomized controlled trial protocol. BMC Public Health 15(1):1\u201313","journal-title":"BMC Public Health"},{"issue":"4","key":"20228_CR30","doi-asserted-by":"publisher","first-page":"368","DOI":"10.1080\/15228835.2013.861784","volume":"31","author":"M Lindsay","year":"2013","unstructured":"Lindsay M, Messing JT, Thaller J, Baldwin A, Clough A, Bloom T, Eden KB, Glass N (2013) Survivor feedback on a safety decision aid smartphone application for college-age women in abusive relationships. J Technol Human Serv 31(4):368\u2013388","journal-title":"J Technol Human Serv"},{"key":"20228_CR31","doi-asserted-by":"crossref","unstructured":"Mahmud SR, Tumpa SN, Islam AB, Ferdous CN, Paul N, Anannya TT (2017)Bonitaa: a smart approach to support the female rape victims. In: 2017 IEEE Region 10 humanitarian technology conference (R10-HTC), pp 730\u2013733. IEEE","DOI":"10.1109\/R10-HTC.2017.8289061"},{"key":"20228_CR32","doi-asserted-by":"crossref","unstructured":"Ali FA, Anusandhan O, S, Goswami L, (2023) Virtual safety device for women security. Mater today: Proc 81:367\u2013370. International virtual conference on sustainable materials (IVCSM-2k20)","DOI":"10.1016\/j.matpr.2021.03.405"},{"issue":"10","key":"20228_CR33","doi-asserted-by":"publisher","first-page":"1","DOI":"10.17485\/ijst\/2016\/v9i10\/88898","volume":"9","author":"DG Monisha","year":"2016","unstructured":"Monisha DG, Monisha M, Pavithra G, Subhashini R (2016) Women safety device and application-femme. Indian J Sci Technol 9(10):1\u20136","journal-title":"Indian J Sci Technol"},{"key":"20228_CR34","unstructured":"Mihala L (2018) Sexual assault: can wearable gadgets ward off attackers? https:\/\/www.bbc.co.uk\/news\/business-43228311. Online; Accessed 06 June 2023"},{"key":"20228_CR35","doi-asserted-by":"crossref","unstructured":"Viswanath N, Pakyala NV, Muneeswari G (2016) Smart foot device for women safety. In: 2016 IEEE Region 10 symposium (TENSYMP), pp 130\u2013134. IEEE","DOI":"10.1109\/TENCONSpring.2016.7519391"},{"key":"20228_CR36","doi-asserted-by":"crossref","unstructured":"Saini M, Kaur M, Sengupta E, Ahmed K (2023) Artificial intelligence inspired framework for preventing sexual violence at public toilets of educational institutions with the improvisation of gender recognition from gait sequences. Soft Comput 1\u201320","DOI":"10.1007\/s00500-023-08285-8"},{"key":"20228_CR37","first-page":"100880","volume":"14","author":"MR Islam","year":"2023","unstructured":"Islam MR, Oliullah K, Kabir MM, Alom M, Mridha M (2023) Machine learning enabled iot system for soil nutrients monitoring and crop recommendation. J Agric Res 14:100880","journal-title":"J Agric Res"},{"key":"20228_CR38","doi-asserted-by":"crossref","unstructured":"Farooq MS, Masooma A, Omer U, Tehseen R, Gilani S, Atal Z (2023) The role of iot in woman\u2019s safety: a systematic literature review. IEEE Access 11:69807\u201369825","DOI":"10.1109\/ACCESS.2023.3252903"},{"issue":"Special Issue","key":"20228_CR39","first-page":"34","volume":"15","author":"K Srinivas Rao","year":"2023","unstructured":"Srinivas Rao K, Divakara Rao D, Patel I, Saikumar K, Vijendra Babu D (2023) Automatic prediction and identification of smart women safety wearable device using dc-rfo-iot. J Inf Technol Manag 15(Special Issue):34\u201351","journal-title":"J Inf Technol Manag"},{"key":"20228_CR40","unstructured":"Dpaul M, Kalaiselvi M, Nagarathinam M (2020) Experimental analysis of women safety management system by using iot enabled machine learning strategies. Turk J Physiother Rehabil 32(2)"},{"key":"20228_CR41","doi-asserted-by":"crossref","unstructured":"Naved M, Fakih AH, Venkatesh AN, Vijayakumar P, Kshirsagar PR et al (2022) Artificial intelligence based women security and safety measure system. In: AIP Conference proceedings, vol 2393. AIP Publishing","DOI":"10.1063\/5.0074211"},{"key":"20228_CR42","doi-asserted-by":"crossref","unstructured":"Priya KS, Vasanthi S, Nithyanandhan R, Jeyasheeli G, Karthiga M, Pandi C et al (2023) Blink talk: a machine learning-based method for women safety using eeg and eye blink signals. Meas Sens 100810","DOI":"10.1016\/j.measen.2023.100810"},{"key":"20228_CR43","unstructured":"George R, Cherian VA, Antony A, Sebestian H, Antony M, Babu TR (2014) An intelligent security system for violence against women in public places. Int J Eng Adv Technol 3(4)"},{"key":"20228_CR44","doi-asserted-by":"crossref","unstructured":"Islam MS, Hasan MM, Abdullah S, Akbar JUM, Arafat N, Murad SA (2021) A deep spatio-temporal network for vision-based sexual harassment detection. In: 2021 Emerging Technology in Computing, Communication and Electronics (ETCCE), pp 1\u20136. IEEE","DOI":"10.1109\/ETCCE54784.2021.9689891"},{"key":"20228_CR45","doi-asserted-by":"crossref","unstructured":"Malvade PS, Joshi AK, Madhe SP (2017) Iot based monitoring of foot pressure using fsr sensor. In: 2017 International Conference on Communication and Signal Processing (ICCSP), pp 0635\u20130639. IEEE","DOI":"10.1109\/ICCSP.2017.8286435"},{"issue":"11","key":"20228_CR46","doi-asserted-by":"publisher","first-page":"15117","DOI":"10.1007\/s13369-022-07047-2","volume":"47","author":"S Mejjaouli","year":"2022","unstructured":"Mejjaouli S (2022) Rfid-wsn-gps-based cold supply chain real-time monitoring and control system. Arab J Sci Eng 47(11):15117\u201315131","journal-title":"Arab J Sci Eng"},{"key":"20228_CR47","doi-asserted-by":"publisher","first-page":"3249","DOI":"10.1007\/s13369-012-0432-x","volume":"38","author":"A Rashdi","year":"2013","unstructured":"Rashdi A, Malik R, Rashid S, Ajmal A, Sadiq S (2013) Remote energy monitoring, profiling and control through gsm network. Arab J Sci Eng 38:3249\u20133257","journal-title":"Arab J Sci Eng"},{"issue":"23","key":"20228_CR48","doi-asserted-by":"publisher","first-page":"5077","DOI":"10.3390\/s19235077","volume":"19","author":"S Chen","year":"2019","unstructured":"Chen S, Shen B, Wang X, Yoo S-J (2019) A strong machine learning classifier and decision stumps based hybrid adaboost classification algorithm for cognitive radios. Sensors 19(23):5077","journal-title":"Sensors"},{"key":"20228_CR49","doi-asserted-by":"crossref","unstructured":"Oliullah K, Barros A, Whaiduzzaman M (2023) Analyzing the effectiveness of several machine learning methods for heart attack prediction. In: Proceedings of the fourth international conference on trends in computational and cognitive engineering: TCCE 2022, pp 225\u2013236. Springer","DOI":"10.1007\/978-981-19-9483-8_19"},{"key":"20228_CR50","unstructured":"MultiTech: Leveraging the Advantages of a LoRaWAN Network. https:\/\/multitech.com\/all-products\/technologies\/lorawan\/. Online; Accessed 16-July-2024"},{"key":"20228_CR51","doi-asserted-by":"publisher","unstructured":"Hadavi M, Ghomian Z, Mohammadi F, Sahebi A (2023) Workplace violence against health care workers during the covid-19 pandemic: a systematic review and meta-analysis. J Safety Res 85:1\u20137. https:\/\/doi.org\/10.1016\/j.jsr.2023.01.001","DOI":"10.1016\/j.jsr.2023.01.001"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-024-20228-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-024-20228-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-024-20228-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,5]],"date-time":"2025-09-05T22:24:29Z","timestamp":1757111069000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-024-20228-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,17]]},"references-count":51,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2025,7]]}},"alternative-id":["20228"],"URL":"https:\/\/doi.org\/10.1007\/s11042-024-20228-5","relation":{},"ISSN":["1573-7721"],"issn-type":[{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,9,17]]},"assertion":[{"value":"29 January 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 July 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 September 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 September 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of Interest"}}]}}