{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T09:49:01Z","timestamp":1743068941700,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":40,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819751006"},{"type":"electronic","value":"9789819751013"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-981-97-5101-3_17","type":"book-chapter","created":{"date-parts":[[2024,7,14]],"date-time":"2024-07-14T18:01:46Z","timestamp":1720980106000},"page":"303-322","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Action-Driven UAV Fingerprint Verification with\u00a0Perception Data"],"prefix":"10.1007","author":[{"given":"Yuxin","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ning","family":"Xi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruidong","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuanzhao","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianfeng","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yulong","family":"Shen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,7,15]]},"reference":[{"key":"17_CR1","doi-asserted-by":"publisher","first-page":"48572","DOI":"10.1109\/ACCESS.2019.2909530","volume":"7","author":"H Shakhatreh","year":"2019","unstructured":"Shakhatreh, H., et al.: Unmanned aerial vehicles (UAVs): a survey on civil applications and key research challenges. IEEE Access 7, 48572\u201348634 (2019)","journal-title":"IEEE Access"},{"key":"17_CR2","doi-asserted-by":"crossref","unstructured":"Jin, W., Yang, J., Fang, Y., Feng, W.: Research on application and deployment of UAV in emergency response. In: Proceedings of 2020 IEEE International Conference on Electronics Information and Emergency Communication (ICEIEC), pp. 277\u2013280 (2020)","DOI":"10.1109\/ICEIEC49280.2020.9152338"},{"key":"17_CR3","doi-asserted-by":"crossref","unstructured":"Tao, W., Lei, Y., Mooney, P.: Dense point cloud extraction from UAV captured images in forest area. In: Proceedings of 2011 IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services, pp. 389\u2013392 (2011)","DOI":"10.1109\/ICSDM.2011.5969071"},{"key":"17_CR4","doi-asserted-by":"crossref","unstructured":"Mansfield, K., Eveleigh, T., Holzer, T.H., Sarkani, S.: Unmanned aerial vehicle smart device ground control station cyber security threat model. In: Proceedings of the 2013 IEEE International Conference on Technologies for Homeland Security (HST), pp. 722\u2013728 (2013)","DOI":"10.1109\/THS.2013.6699093"},{"key":"17_CR5","doi-asserted-by":"crossref","unstructured":"Tippenhauer, N.O., P\u00f6pper, C., Rasmussen, K.B., Capkun, S.: On the requirements for successful GPS spoofing attacks. In: Proceedings of the 18th ACM Conference on Computer and Communications Security (CCS), pp. 75\u201386 (2011)","DOI":"10.1145\/2046707.2046719"},{"key":"17_CR6","doi-asserted-by":"crossref","unstructured":"Gaspar, J., Ferreira, R., Sebasti\u00e3o, P., Souto, N.: Capture of UAVs through GPS spoofing. In: Proceedings of the 2018 IEEE International Conference on Global Wireless Summit (GWS), pp. 21\u201326 (2018)","DOI":"10.1109\/GWS.2018.8686727"},{"key":"17_CR7","doi-asserted-by":"crossref","unstructured":"Shen, J., Won, J.Y., Chen, Z., Chen, Q.A.: Drift with devil: security of multi-sensor fusion based localization in high-level autonomous driving under GPS spoofing. In: Proceedings of the 29th USENIX Security Symposium (USENIX Security), pp. 931\u2013948 (2020)","DOI":"10.1109\/SPW53761.2021.00039"},{"key":"17_CR8","doi-asserted-by":"crossref","unstructured":"Lavrynenko, O., Konakhovych, G., Bakhtiiarov, D.: Method of voice control functions of the UAV. In: Proceedings of the 2016 IEEE International Conference on Methods and Systems of Navigation and Motion Control (MSNMC), pp. 47\u201350 (2016)","DOI":"10.1109\/MSNMC.2016.7783103"},{"key":"17_CR9","doi-asserted-by":"crossref","unstructured":"Clark, J., Leblanc, S., Knight, S.: Risks associated with USB hardware trojan devices used by insiders. In: Proceedings of the 2011 IEEE International Systems Conference, pp. 201\u2013208 (2011)","DOI":"10.1109\/SYSCON.2011.5929130"},{"issue":"8","key":"17_CR10","doi-asserted-by":"publisher","first-page":"5790","DOI":"10.1109\/TII.2020.3047675","volume":"17","author":"X Zhou","year":"2020","unstructured":"Zhou, X., Liang, W., Shimizu, S., Ma, J., Jin, Q.: Siamese neural network based few-shot learning for anomaly detection in industrial cyber-physical systems. IEEE Trans. Industr. Inf. 17(8), 5790\u20135798 (2020)","journal-title":"IEEE Trans. Industr. Inf."},{"key":"17_CR11","doi-asserted-by":"crossref","unstructured":"Dutta, A.K., Negi, R., Shukla, S.K.: Robust multivariate anomaly-based intrusion detection system for cyber-physical systems. In: Proceedings of the 5th Cyber Security Cryptography and Machine Learning (CSCML), pp. 86\u201393 (2021)","DOI":"10.1007\/978-3-030-78086-9_6"},{"key":"17_CR12","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/978-3-030-45541-5_6","volume-title":"Security of Cyber-Physical Systems","author":"FS Mozaffari","year":"2020","unstructured":"Mozaffari, F.S., Karimipour, H., Parizi, R.M.: Learning based anomaly detection in critical cyber-physical systems. In: Karimipour, H., Srikantha, P., Farag, H., Wei-Kocsis, J. (eds.) Security of Cyber-Physical Systems, pp. 107\u2013130. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-45541-5_6"},{"issue":"3","key":"17_CR13","doi-asserted-by":"crossref","first-page":"1264","DOI":"10.1109\/TITS.2019.2906038","volume":"21","author":"F Van Wyk","year":"2019","unstructured":"Van Wyk, F., Wang, Y., Khojandi, A., Masoud, N.: Real-time sensor anomaly detection and identification in automated vehicles. IEEE Trans. Intell. Transp. Syst. 21(3), 1264\u20131276 (2019)","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"17_CR14","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Tao, L., Wang, S., Cao, J., Xu, S., Zhang, X.: A redundant fault-tolerant aviation control system based on deep neural network. In: Proceedings of the 2019 IEEE International Conference on Civil Aviation Safety and Information Technology (ICCASIT), pp. 475\u2013480 (2019)","DOI":"10.1109\/ICCASIT48058.2019.8973215"},{"key":"17_CR15","doi-asserted-by":"crossref","unstructured":"Arthur, M.P.: Detecting signal spoofing and jamming attacks in UAV networks using a lightweight IDS. In: Proceedings of the 2019 Computer Information and Telecommunication Systems (CITS), pp.\u00a01\u20135 (2019)","DOI":"10.1109\/CITS.2019.8862148"},{"key":"17_CR16","doi-asserted-by":"crossref","unstructured":"Renduchintala, A.L.S., Albehadili, A., Javaid, A.Y.: Drone forensics: digital flight log examination framework for micro drones. In: Proceedings of the 2017 IEEE International Conference on Computational Science and Computational Intelligence (CSCI), pp. 91\u201396 (2017)","DOI":"10.1109\/CSCI.2017.15"},{"issue":"1","key":"17_CR17","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1080\/07468342.1996.11973744","volume":"27","author":"D Kalman","year":"1996","unstructured":"Kalman, D.: A singularly valuable decomposition: the SVD of a matrix. Coll. Math. J. 27(1), 2\u201323 (1996)","journal-title":"Coll. Math. J."},{"key":"17_CR18","doi-asserted-by":"crossref","unstructured":"Paparrizos, J., Gravano, L.: k-shape: efficient and accurate clustering of time series. In: Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, pp. 1855\u20131870 (2015)","DOI":"10.1145\/2723372.2737793"},{"key":"17_CR19","unstructured":"ArduPilot Dev Team: ArduPilot - versatile, trusted, open, autopilot software for drones and other autonomous systems. https:\/\/ardupilot.org\/"},{"key":"17_CR20","unstructured":"Daneshmand, S., Jafarnia-Jahromi, A., Broumandon, A., Lachapelle, G.: A low-complexity GPS anti-spoofing method using a multi-antenna array. In: Proceedings of the 25th International Technical Meeting of the Satellite Division of the Institute of Navigation (ION GNSS), pp. 1233\u20131243 (2012)"},{"key":"17_CR21","doi-asserted-by":"publisher","first-page":"2729","DOI":"10.1007\/s11277-020-07211-7","volume":"115","author":"J Gaspar","year":"2020","unstructured":"Gaspar, J., Ferreira, R., Sebasti\u00e3o, P., Souto, N.: Capture of UAVs through GPS spoofing using low-cost SDR platforms. Wireless Pers. Commun. 115, 2729\u20132754 (2020)","journal-title":"Wireless Pers. Commun."},{"key":"17_CR22","unstructured":"Huang, L., Yang, Q.: GPS spoofing: low-cost GPS simulator. DEF CON 23 (2015)"},{"issue":"7","key":"17_CR23","doi-asserted-by":"publisher","first-page":"6557","DOI":"10.1109\/TVT.2019.2914477","volume":"68","author":"Y Guo","year":"2019","unstructured":"Guo, Y., Wu, M., Tang, K., Tie, J., Li, X.: Covert spoofing algorithm of UAV based on GPS\/INS-integrated navigation. IEEE Trans. Veh. Technol. 68(7), 6557\u20136564 (2019)","journal-title":"IEEE Trans. Veh. Technol."},{"key":"17_CR24","doi-asserted-by":"publisher","first-page":"51782","DOI":"10.1109\/ACCESS.2019.2911526","volume":"7","author":"SP Arteaga","year":"2019","unstructured":"Arteaga, S.P., Hern\u00e1ndez, L.A.M., P\u00e9rez, G.S., Orozco, A.L.S., Villalba, L.J.G.: Analysis of the GPS spoofing vulnerability in the drone 3DR solo. IEEE Access 7, 51782\u201351789 (2019)","journal-title":"IEEE Access"},{"issue":"4","key":"17_CR25","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1002\/rob.21513","volume":"31","author":"AJ Kerns","year":"2014","unstructured":"Kerns, A.J., Shepard, D.P., Bhatti, J.A., Humphreys, T.E.: Unmanned aircraft capture and control via GPS spoofing. J. Field Robot. 31(4), 617\u2013636 (2014)","journal-title":"J. Field Robot."},{"issue":"2","key":"17_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3309735","volume":"22","author":"J Noh","year":"2019","unstructured":"Noh, J., et al.: Tractor beam: safe-hijacking of consumer drones with adaptive GPS spoofing. ACM Trans. Priv. Secur. (TOPS) 22(2), 1\u201326 (2019)","journal-title":"ACM Trans. Priv. Secur. (TOPS)"},{"key":"17_CR27","unstructured":"Humphreys, T.E., Ledvina, B.M., Psiaki, M.L., O\u2019Hanlon, B.W., Kintner, P.M., et\u00a0al.: Assessing the spoofing threat: Development of a portable GPS civilian spoofer. In: Proceedings of the 21st International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS), pp. 2314\u20132325 (2008)"},{"key":"17_CR28","unstructured":"Hartmann, K., Steup, C.: The vulnerability of UAVs to cyber attacks-an approach to the risk assessment. In: Proceedings of the 5th IEEE International Conference on Cyber Conflict (CYCON), pp. 1\u201323 (2013)"},{"key":"17_CR29","unstructured":"Attack tool. http:\/\/www.aircrack-ng.org\/"},{"issue":"5","key":"17_CR30","doi-asserted-by":"publisher","first-page":"816","DOI":"10.2514\/1.26553","volume":"4","author":"JA Miller","year":"2007","unstructured":"Miller, J.A., et al.: Intelligent unmanned air vehicle flight systems. J. Aerosp. Comput. Inf. Commun. 4(5), 816\u2013835 (2007)","journal-title":"J. Aerosp. Comput. Inf. Commun."},{"issue":"2","key":"17_CR31","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1049\/cje.2019.12.006","volume":"29","author":"B Fan","year":"2020","unstructured":"Fan, B., Li, Y., Zhang, R., Fu, Q.: Review on the technological development and application of UAV systems. Chin. J. Electron. 29(2), 199\u2013207 (2020)","journal-title":"Chin. J. Electron."},{"key":"17_CR32","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1016\/j.micpro.2018.05.002","volume":"61","author":"E Ebeid","year":"2018","unstructured":"Ebeid, E., Skriver, M., Terkildsen, K.H., Jensen, K., Schultz, U.P.: A survey of open-source UAV flight controllers and flight simulators. Microprocess. Microsyst. 61, 11\u201320 (2018)","journal-title":"Microprocess. Microsyst."},{"key":"17_CR33","doi-asserted-by":"crossref","unstructured":"Khan, A., Ivaki, N., Madeira, H.: Are UAVs\u2019 flight controller software reliable? In: Proceedings of the 2022 IEEE International Conference on Pacific Rim International Symposium on Dependable Computing (PRDC), pp. 194\u2013204 (2022)","DOI":"10.1109\/PRDC55274.2022.00033"},{"key":"17_CR34","doi-asserted-by":"crossref","unstructured":"Vidgren, N., Haataja, K., Patino-Andres, J.L., Ramirez-Sanchis, J.J., Toivanen, P.: Security threats in zigbee-enabled systems: vulnerability evaluation, practical experiments, countermeasures, and lessons learned. In: Proceedings of the 2013 IEEE International Conference on System Sciences, pp. 5132\u20135138 (2013)","DOI":"10.1109\/HICSS.2013.475"},{"key":"17_CR35","doi-asserted-by":"crossref","unstructured":"Birnbach, S., Eberz, S.: Peeves: physical event verification in smart homes. In: Proceedings of the 2019 ACM Conference on Computer and Communications Security (CCS), pp. 1455\u20131467 (2019)","DOI":"10.1145\/3319535.3354254"},{"key":"17_CR36","unstructured":"Fu, C.,\u00a0Zeng, Q., Du, X.: HAWatcher: semantics-aware anomaly detection for appified smart homes. In: Proceedings of the 30th USENIX Security Symposium (USENIX Security), pp. 4223\u20134240 (2021)"},{"key":"17_CR37","doi-asserted-by":"crossref","unstructured":"Ozmen, M.O., Song, R., Farrukh, H., Celik, Z.B.: Evasion attacks and defenses on smart home physical event verification. In: Proceedings of the 30th Annual Network and Distributed System Security Symposium (NDSS) (2023)","DOI":"10.14722\/ndss.2023.23070"},{"key":"17_CR38","doi-asserted-by":"publisher","first-page":"461","DOI":"10.1109\/TSE.2024.3354739","volume":"50","author":"R Han","year":"2024","unstructured":"Han, R., et al.: Range specification bug detection in flight control system through fuzzing. IEEE Trans. Software Eng. 50, 461\u2013473 (2024)","journal-title":"IEEE Trans. Software Eng."},{"key":"17_CR39","volume":"38","author":"R Kumar","year":"2021","unstructured":"Kumar, R., Agrawal, A.K.: Drone GPS data analysis for flight path reconstruction: a study on DJI, parrot & Yuneec make drones. Forensic Sci. Int. Digit. Investig. 38, 301182 (2021)","journal-title":"Forensic Sci. Int. Digit. Investig."},{"key":"17_CR40","doi-asserted-by":"crossref","unstructured":"Mekala, S.H., Baig, Z.: Digital forensics for drone data\u2013intelligent clustering using self organising maps. In: Proceedings of the 5th Future Network Systems and Security (FNSS), pp. 172\u2013189 (2019)","DOI":"10.1007\/978-3-030-34353-8_13"}],"container-title":["Lecture Notes in Computer Science","Information Security and Privacy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-97-5101-3_17","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,14]],"date-time":"2024-07-14T18:04:31Z","timestamp":1720980271000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-97-5101-3_17"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9789819751006","9789819751013"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-981-97-5101-3_17","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"15 July 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACISP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australasian Conference on Information Security and Privacy","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Sydney, NSW","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 July 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 July 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"acisp2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.acisp24.com\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}