{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,22]],"date-time":"2025-07-22T11:19:25Z","timestamp":1753183165738},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T00:00:00Z","timestamp":1723075200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T00:00:00Z","timestamp":1723075200000},"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":["SN COMPUT. SCI."],"DOI":"10.1007\/s42979-024-03132-5","type":"journal-article","created":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T06:03:09Z","timestamp":1723096989000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Real-Time Speed Breaker Detection with an Edge Impulse"],"prefix":"10.1007","volume":"5","author":[{"given":"S.","family":"Manjula","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M. Swarna","family":"Sudha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C. A.","family":"Yogaraja","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C.","family":"Muthuaruna","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,8,8]]},"reference":[{"key":"3132_CR1","first-page":"2","volume":"1377","author":"K Vimalkumar","year":"2017","unstructured":"Vimalkumar K, Vinodhini RE, Archanaa R. An early detection-warning system to identify speed breakers and bumpy roads using sensors in smartphones. Int J Electr Comput Eng. 2017;1377:2.","journal-title":"Int J Electr Comput Eng"},{"key":"3132_CR2","doi-asserted-by":"crossref","unstructured":"Rishiwal V, Khan H. Automatic pothole and speed breaker detection using android system. In 39th International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO, pp. 1270\u20131273, IEEE, 2016.","DOI":"10.1109\/MIPRO.2016.7522334"},{"key":"3132_CR3","doi-asserted-by":"crossref","unstructured":"Singh G, Kumar R, Kashtriya P. Detection of potholes and speed breaker on road. International Conference on Secure Cyber Computing and Communication, ICSCCC, pp. 490\u2013495, IEEE, 2018.","DOI":"10.1109\/ICSCCC.2018.8703298"},{"key":"3132_CR4","doi-asserted-by":"crossref","unstructured":"Rahman MM, Rahi MRA, Razzaque MA. Federated learning for accurate detection of speed breakers on the road. In 2nd International Conference on Sustainable Technologies for Industry 4.0, STI, IEEE, 2020.","DOI":"10.1109\/STI50764.2020.9350433"},{"key":"3132_CR5","doi-asserted-by":"crossref","unstructured":"Hasan Z, Shampa SN, Shahidi TR, Siddique S. Pothole and speed breaker detection using smartphone cameras and convolutional neural networks. IEEE region 10 symposium, TENSYMP, pp. 279\u2013282 IEEE, 2020.","DOI":"10.1109\/TENSYMP50017.2020.9230587"},{"key":"3132_CR6","doi-asserted-by":"crossref","unstructured":"Saha P, Sadi MS, Rahman MA. Real time detection of roadside speed breakers and obstacles upto knee-level. In IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health, BECITHCON, pp. 103\u2013106, IEEE, 2020.","DOI":"10.1109\/BECITHCON48839.2019.9063177"},{"key":"3132_CR7","doi-asserted-by":"crossref","unstructured":"Afrin M, Mahmud MR, Razzaque MA. Real time detection of speed breakers and warning system for on-road drivers. In IEEE International WIE Conference on Electrical and Computer Engineering WIECON-ECE, pp. 495\u2013498, IEEE, 2015.","DOI":"10.1109\/WIECON-ECE.2015.7443976"},{"key":"3132_CR8","doi-asserted-by":"crossref","unstructured":"Ramakrishnan R, Pendse A, Sharma C, Chimurkar P. Speed breaker detection and mapping using IoT. In Third International Conference on Smart Systems and Inventive Technology ICSSIT, pp. 294\u2013299, IEEE, 2020.","DOI":"10.1109\/ICSSIT48917.2020.9214224"},{"key":"3132_CR9","unstructured":"Martins EI, Oladimeji AA, Adeola K. Speed breakers, road marking detection and recognition using image processing technique. IEEE Conference, 2019."},{"key":"3132_CR10","unstructured":"Vishal K, Arvind CS, Mishra R, Gundimeda V. Vision based speed breaker detection for autonomous vehicle. Tenth International Conference on Machine Vision, ICMV, Vol. 10696, pp. 78\u201386, SPIE, 2018."},{"key":"3132_CR11","unstructured":"Thendral R, Balachandar A. Warning system to identify pothole and speed breakers on roads using JSON data. Turkish Online Journal of Qualitative Inquiry, 2021."},{"key":"3132_CR12","unstructured":"https:\/\/studio.edgeimpulse.com\/studio\/200432"},{"key":"3132_CR13","unstructured":"Shaghouri AA, Alkhatib R, Berjaoui S. Real-time pothole detection using deep learning. arXiv preprint arXiv:2107.06356. 2021."},{"key":"3132_CR14","doi-asserted-by":"publisher","unstructured":"Hasan Z, Shampa SN, Shahidi TR, Siddique S. Pothole and speed breaker detection using smartphone cameras and convolutional neural networks.2020 IEEE Region 10 Symposium (TENSYMP), 2020;279\u2013282. https:\/\/doi.org\/10.1109\/TENSYMP50017.2020.9230587","DOI":"10.1109\/TEN"},{"key":"3132_CR15","doi-asserted-by":"crossref","unstructured":"Egaji OA, Evans G, Griffiths MG, Islas G. Real-time machine learning-based approach for pothole detection. Exp Syst Appl 2021.","DOI":"10.1016\/j.eswa.2021.115562"},{"key":"3132_CR16","doi-asserted-by":"publisher","first-page":"443","DOI":"10.3390\/s18020443","volume":"18","author":"JM Celaya-Padilla","year":"2018","unstructured":"Celaya-Padilla JM, Galv\u00e1n-Tejada CE, L\u00f3pez-Monteagudo FE, Alonso-Gonz\u00e1lez O, Moreno-B\u00e1ez A, Mart\u00ednez-Torteya A, Galv\u00e1n-Tejada JI, Arceo-Olague JG, Luna-Garc\u00eda H, Gamboa-Rosales H. Speed bump detection using accelerometric features: a genetic algorithm approach. Sensors. 2018;18:443. https:\/\/doi.org\/10.3390\/s18020443.","journal-title":"Sensors"},{"key":"3132_CR17","doi-asserted-by":"publisher","unstructured":"Aly M. Real time detection of lane markers using hardware acceleration. In 2008 IEEE International Conference on Robotics and Automation (pp. 4466\u20134471). IEEE. 2008. https:\/\/doi.org\/10.1109\/ROBOT.2008.4543852","DOI":"10.1109\/ROBOT.2008.4543852"},{"key":"3132_CR18","doi-asserted-by":"publisher","unstructured":"R S, Jeyageetha K, S N, Nageswari D, Prakash RBR, Mary SSC. Machine learning and internet of things-based driver safety and support system. 2023 8th International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 2023, pp. 955\u2013960, https:\/\/doi.org\/10.1109\/ICCES57224.2023.10192595.","DOI":"10.1109\/ICCES57224.2023.10192595"},{"key":"3132_CR19","unstructured":"https:\/\/crridom.gov.in\/"},{"key":"3132_CR20","unstructured":"https:\/\/timesofindia.indiatimes.com\/"},{"key":"3132_CR21","unstructured":"https:\/\/morth.nic.in\/"},{"key":"3132_CR22","doi-asserted-by":"publisher","first-page":"115","DOI":"10.54254\/2755-2721\/40\/20230636","volume":"40","author":"Y Gui","year":"2024","unstructured":"Gui Y. Edge impulse-based convolutional neural network for Hand Posture Recognition. Appl Comput Eng. 2024;40:115\u20139. https:\/\/doi.org\/10.54254\/2755-2721\/40\/20230636.","journal-title":"Appl Comput Eng"},{"key":"3132_CR23","doi-asserted-by":"publisher","unstructured":"Wardhany VA, Hidayat SA, Utami SW, Bastiana DS. Arduino nano 33 BLE sense performance for cough detection by using NN classifier. 2022 6th International Conference on Information Technology, Information Systems and Electrical Engineering (ICITISEE), Yogyakarta, Indonesia, 2022, pp. 455\u2013458, https:\/\/doi.org\/10.1109\/ICITISEE57756.2022.10057829.","DOI":"10.1109\/ICITISEE57756.2022.10057829"},{"issue":"6","key":"3132_CR24","doi-asserted-by":"publisher","first-page":"851","DOI":"10.3390\/mi13060851","volume":"13","author":"NN Alajlan","year":"2022","unstructured":"Alajlan NN, Ibrahim DM. TinyML: enabling of inference deep learning models on ultra-low-power IoT edge devices for AI applications. Micromachines. 2022;13(6):851. https:\/\/doi.org\/10.3390\/mi13060851.","journal-title":"Micromachines"},{"key":"3132_CR25","unstructured":"https:\/\/edge-impulse.gitbook.io\/docs\/edge-impulse-studio\/learning-blocks\/transfer-learning-images"}],"container-title":["SN Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-024-03132-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s42979-024-03132-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-024-03132-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,8]],"date-time":"2024-08-08T06:29:36Z","timestamp":1723098576000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s42979-024-03132-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,8]]},"references-count":25,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2024,8]]}},"alternative-id":["3132"],"URL":"https:\/\/doi.org\/10.1007\/s42979-024-03132-5","relation":{},"ISSN":["2661-8907"],"issn-type":[{"value":"2661-8907","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,8]]},"assertion":[{"value":"16 June 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 July 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 August 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"No conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"766"}}