{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T15:28:19Z","timestamp":1767713299652,"version":"3.37.3"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2021,11,6]],"date-time":"2021-11-06T00:00:00Z","timestamp":1636156800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,11,6]],"date-time":"2021-11-06T00:00:00Z","timestamp":1636156800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Wireless Pers Commun"],"published-print":{"date-parts":[[2022,4]]},"DOI":"10.1007\/s11277-021-09302-5","type":"journal-article","created":{"date-parts":[[2021,11,6]],"date-time":"2021-11-06T03:02:32Z","timestamp":1636167752000},"page":"3539-3553","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Multi-Layer Perceptron Based Spectrum Prediction in Cognitive Radio Network"],"prefix":"10.1007","volume":"123","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0022-0516","authenticated-orcid":false,"given":"Amit Kumar","family":"Singh","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rakesh","family":"Ranjan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,11,6]]},"reference":[{"issue":"2","key":"9302_CR1","first-page":"4","volume":"5","author":"DS Jackson","year":"2015","unstructured":"Jackson, D. S., Zang, W., Gu, Q., & Yu, M. (2015). Robust detection of rogue signals in cooperative spectrum sensing. J. Internet Serv. Inf. Secur., 5(2), 4\u201323.","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"9302_CR2","unstructured":"Tragos, E. Z., & Angelakis, V. (2013). Cognitive radio inspired M2M communications. 16th International Symposium on Wireless Personal Multimedia Communications (WPMC), 1\u20135."},{"key":"9302_CR3","doi-asserted-by":"crossref","unstructured":"Z\u00fa\u00f1iga, V., Camu\u00f1as-Mesa, L., Linares-Barranco, B., Serrano-Gotarredona, T., & Rosa, J. M. d. l. (2020). Using neural networks for optimum band selection in cognitive-radio systems. In 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 1\u20134.","DOI":"10.1109\/ICECS49266.2020.9294894"},{"key":"9302_CR4","unstructured":"Jones, S. K., Phillips, T. W., Tuyl, H. L. V., & Weller, R. D. (2008). Evaluation of the Performance of Prototype TV-Band White Space Devices Phase II."},{"issue":"2","key":"9302_CR5","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1109\/JSAC.2004.839380","volume":"23","author":"S Haykin","year":"2005","unstructured":"Haykin, S. (2005). Cognitive radio: Brain-empowered wireless communications. IEEE Journal on Selected Areas in Communications, 23(2), 201\u2013220.","journal-title":"IEEE journal on selected areas in communications"},{"issue":"4","key":"9302_CR6","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1109\/98.788210","volume":"6","author":"J Mitola","year":"1999","unstructured":"Mitola, J., & Maguire, G. Q. (1999). Cognitive radio: Making software radios more personal. IEEE Personal Communications, 6(4), 13\u201318.","journal-title":"IEEE personal communications"},{"issue":"8","key":"9302_CR7","doi-asserted-by":"publisher","first-page":"6155","DOI":"10.1007\/s11276-020-02423-y","volume":"26","author":"DK Patel","year":"2020","unstructured":"Patel, D.K., Lopez-Benitez, M., Soni, B., & Garcia-Fernandez, A. F. (2020). Artificial neural network design for improved spectrum sensing in cognitive radio. Wireless Networks, 26, 6155\u20136174.","journal-title":"Wireless Networks"},{"issue":"4","key":"9302_CR8","doi-asserted-by":"publisher","first-page":"1326","DOI":"10.1109\/TWC.2008.060869","volume":"7","author":"YC Liang","year":"2008","unstructured":"Liang, Y. -C., Zeng, Y., Peh, E. C. Y., & Hoang, A. T. (2008). Sensing-throughput tradeoff for cognitive radio networks. IEEE transactions on Wireless Communications, 7(4), 1326\u20131337.","journal-title":"IEEE transactions on Wireless Communications"},{"key":"9302_CR9","doi-asserted-by":"crossref","unstructured":"Naikwadi, M. H., & Patil, K. P. (2020). A survey of artificial neural network based spectrum inference for occupancy prediction in cognitive radio networks. In 2020 4th International Conference on Trends in Electronics and Informatics (ICOEI) (48184), 903\u2013908.","DOI":"10.1109\/ICOEI48184.2020.9143053"},{"key":"9302_CR10","doi-asserted-by":"publisher","first-page":"257","DOI":"10.1007\/978-981-13-2414-7_25","volume-title":"Smart innovations in Communication and computational sciences","author":"S Jain","year":"2019","unstructured":"Jain, S., Goel, A., & Arora, P. (2019). Spectrum prediction using time delay neural network in cognitive radio network. In Smart Innovations in Communication and Computational Sciences (pp. 257\u2013269). Springer."},{"issue":"7","key":"9302_CR11","doi-asserted-by":"publisher","first-page":"1208","DOI":"10.1002\/dac.3087","volume":"29","author":"A Bhowmick","year":"2016","unstructured":"Bhowmick, A., Roy, S. D., & Kundu, S. (2016). Sensing throughput trade-off for an energy efficient cognitive radio network under faded sensing and reporting channel. International Journal of Communication Systems, 29(7), 1208\u20131218.","journal-title":"International Journal of Communication Systems"},{"issue":"3","key":"9302_CR12","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1109\/JETCAS.2014.2337191","volume":"4","author":"S Chatterjee","year":"2014","unstructured":"Chatterjee, S., Maity, S. P., & Acharya, T. (2014). Energy efficient cognitive radio system for joint spectrum sensing and data transmission. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 4(3), 292\u2013300.","journal-title":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems"},{"issue":"10","key":"9302_CR13","doi-asserted-by":"publisher","first-page":"1738","DOI":"10.1109\/LCOMM.2015.2442571","volume":"19","author":"J Yang","year":"2015","unstructured":"Yang, J., & Zhao, H. (2015). Enhanced throughput of cognitive radio networks by imperfect spectrum prediction. IEEE Communications Letters, 19(10), 1738\u20131741.","journal-title":"IEEE Communications Letters"},{"issue":"1","key":"9302_CR14","doi-asserted-by":"publisher","first-page":"647","DOI":"10.1007\/s11277-017-4193-4","volume":"96","author":"KL Fong","year":"2017","unstructured":"Fong, K. L., Tan, C. K., & Lee, C. K. (2017). A reliable time-domain spectrum hole prediction for cognitive radio networks using regularized multi-layer perceptron. Wireless Personal Communications, 96, 647\u2013654.","journal-title":"Wireless Personal Communications"},{"issue":"9","key":"9302_CR15","doi-asserted-by":"publisher","first-page":"8119","DOI":"10.1109\/TVT.2017.2690675","volume":"66","author":"A Bhowmick","year":"2017","unstructured":"Bhowmick, A., Yadav, K., Roy, S. D., & Kundu, S. (2017). Throughput of an energy harvesting cognitive radio network based on prediction of primary user. IEEE Transactions on Vehicular Technology, 66(9), 8119\u20138128.","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"9302_CR16","doi-asserted-by":"crossref","unstructured":"Kumar, D., Talukdar, B., & Arif, W. (2019). Performance analysis of prediction based sensing in energy harvesting cooperative CRN. In 2019 2nd International Conference on Advanced Computational and Communication Paradigms (ICACCP), 1\u20136.","DOI":"10.1109\/ICACCP.2019.8882991"},{"key":"9302_CR17","doi-asserted-by":"crossref","unstructured":"Talukdar, B., Kumar, D., & Arif, W. (2019). Analytical modelling and performance evaluation of a prediction based EH-cooperative CRN under ERLANG distribution. In 2019 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS), 1\u20136.","DOI":"10.1109\/ANTS47819.2019.9118055"},{"issue":"6","key":"9302_CR18","doi-asserted-by":"publisher","first-page":"2005","DOI":"10.1007\/s11276-016-1440-7","volume":"24","author":"P Thakur","year":"2018","unstructured":"Thakur, P., Kumar, A., Pandit, S., Singh, G., & Satashia, S. N. (2018). Performance analysis of high-traffic cognitive radio communication system using hybrid spectrum access, prediction and monitoring techniques. Wireless Networks, 24, 2005\u20132015.","journal-title":"Wireless Networks"},{"issue":"1","key":"9302_CR19","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1504\/IJENM.2020.103914","volume":"11","author":"B Bhuvaneswari","year":"2020","unstructured":"Bhuvaneswari, B., & Meeradevi, T. (2020). An optimised neural network-based spectrum prediction scheme for cognitive radio. International Journal of Enterprise Network Management, 11(1), 76\u201393.","journal-title":"International Journal of Enterprise Network Management"},{"issue":"6","key":"9302_CR20","doi-asserted-by":"publisher","first-page":"3265","DOI":"10.1007\/s11276-018-1720-5","volume":"25","author":"N Shaghluf","year":"2019","unstructured":"Shaghluf, N., & Gulliver, T. A. (2019). Spectrum and energy efficiency of cooperative spectrum prediction in cognitive radio networks. Wireless Networks, 25, 3265\u20133274.","journal-title":"Wireless Networks"},{"issue":"10","key":"9302_CR21","doi-asserted-by":"publisher","first-page":"862","DOI":"10.1002\/wcm.1017","volume":"12","author":"VK Tumuluru","year":"2012","unstructured":"Tumuluru, V. K., Wang, P., & Niyato, D. (2012). Channel status prediction for cognitive radio networks. Wireless Communications and Mobile Computing, 12, 862\u2013874.","journal-title":"Wireless Communications and Mobile Computing"},{"issue":"2","key":"9302_CR22","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1007\/s11277-016-3476-5","volume":"91","author":"A Bhowmick","year":"2016","unstructured":"Bhowmick, A., Prasad, B., Roy, S. D., & Kundu, S. (2016). Performance of cognitive radio network with novel hybrid spectrum access schemes. Wireless Personal Communications, 91, 541\u2013560.","journal-title":"Wireless Personal Communications"}],"container-title":["Wireless Personal Communications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11277-021-09302-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11277-021-09302-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11277-021-09302-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,4,7]],"date-time":"2022-04-07T13:26:51Z","timestamp":1649338011000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11277-021-09302-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,11,6]]},"references-count":22,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2022,4]]}},"alternative-id":["9302"],"URL":"https:\/\/doi.org\/10.1007\/s11277-021-09302-5","relation":{},"ISSN":["0929-6212","1572-834X"],"issn-type":[{"type":"print","value":"0929-6212"},{"type":"electronic","value":"1572-834X"}],"subject":[],"published":{"date-parts":[[2021,11,6]]},"assertion":[{"value":"20 October 2021","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 November 2021","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}