{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T16:26:13Z","timestamp":1781195173863,"version":"3.54.1"},"reference-count":18,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,1,13]],"date-time":"2024-01-13T00:00:00Z","timestamp":1705104000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2024,1,13]],"date-time":"2024-01-13T00:00:00Z","timestamp":1705104000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62201034"],"award-info":[{"award-number":["62201034"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Beijing Municipal Natural Science Foundation","award":["L212004-03"],"award-info":[{"award-number":["L212004-03"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["EURASIP J. Adv. Signal Process."],"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Integrated air\u2013ground network enhances AIoT performance by improving spectral efficiency, achieving high-speed, stable network connectivity, and enabling sensing, learning, and decision-making. However, unmanned aerial vehicles (UAVs) can lead to local spectrum congestion and competition. To address this issue, intelligent signal processing techniques are employed to enhance AIoT system performance and stability through intelligent multi-channel sensing and communication. A novel communication framework inspired by brain cognition for UAV communication in heterogeneous environments is introduced. This framework iteratively determines the importance of signals, effectively eliminating unimportant signals with interference characteristics, and reducing their transmission power. Simulation results demonstrate the superiority of this method in terms of communication performance.<\/jats:p>","DOI":"10.1186\/s13634-023-01100-4","type":"journal-article","created":{"date-parts":[[2024,1,13]],"date-time":"2024-01-13T06:02:07Z","timestamp":1705125727000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Air\u2013ground integrated artificial intelligence of things with cognition-enhanced interference management"],"prefix":"10.1186","volume":"2024","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3088-0008","authenticated-orcid":false,"given":"Chao","family":"Ren","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiayin","family":"Song","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mengxuan","family":"Qiu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yingqi","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xianmei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,1,13]]},"reference":[{"issue":"5","key":"1100_CR1","doi-asserted-by":"publisher","first-page":"3391","DOI":"10.1109\/TII.2020.2987421","volume":"17","author":"X Liu","year":"2021","unstructured":"X. Liu, M. Can Sun, C.W. Zhou, B. Peng, P. Li, Reinforcement learning-based multislot double-threshold spectrum sensing with bayesian fusion for industrial big spectrum data. IEEE Trans. Industr. Inf. 17(5), 3391\u20133400 (2021)","journal-title":"IEEE Trans. Industr. Inf."},{"key":"1100_CR2","doi-asserted-by":"crossref","unstructured":"A. Vora, C.N. Paunwala, M. Paunwala, Improved weight assignment approach for multimodal fusion. In 2014 International conference on circuits, systems, communication and information technology applications (CSCITA), pp. 70\u201374 (2014)","DOI":"10.1109\/CSCITA.2014.6839237"},{"issue":"6","key":"1100_CR3","doi-asserted-by":"publisher","first-page":"4244","DOI":"10.1109\/TII.2021.3113949","volume":"18","author":"X Liu","year":"2022","unstructured":"X. Liu, C. Sun, Yu. Wei, M. Zhou, Reinforcement-learning-based dynamic spectrum access for software-defined cognitive industrial internet of things. IEEE Trans. Industr. Inf. 18(6), 4244\u20134253 (2022)","journal-title":"IEEE Trans. Industr. Inf."},{"issue":"3","key":"1100_CR4","doi-asserted-by":"publisher","first-page":"16","DOI":"10.23919\/JCC.2022.03.002","volume":"19","author":"H Zheng","year":"2022","unstructured":"H. Zheng, P. Zhang, C. Zhang, B. Zhuang, J. Zhang, S. Lin, T. Sun, Intelligent decision making framework for 6G network. China Commun. 19(3), 16\u201335 (2022)","journal-title":"China Commun."},{"issue":"1","key":"1100_CR5","doi-asserted-by":"publisher","first-page":"501","DOI":"10.1109\/TITS.2022.3211020","volume":"24","author":"H Liang","year":"2022","unstructured":"H. Liang, F. Li Zhu, Yu. Richard, X. Wang, A cross-layer defense method for blockchain empowered CBTC systems against data tampering attacks. IEEE Trans. Intell. Transport. Syst. 24(1), 501\u2013515 (2022)","journal-title":"IEEE Trans. Intell. Transport. Syst."},{"issue":"5","key":"1100_CR6","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1109\/MWC.001.1900493","volume":"27","author":"X Liu","year":"2020","unstructured":"X. Liu, Q. Sun, L. Weidang, W. Celimuge, H. Ding, Big-data-based intelligent spectrum sensing for heterogeneous spectrum communications in 5G. IEEE Wirel. Commun. 27(5), 67\u201373 (2020)","journal-title":"IEEE Wirel. Commun."},{"issue":"20","key":"1100_CR7","doi-asserted-by":"publisher","first-page":"15049","DOI":"10.1109\/JIOT.2020.3007017","volume":"8","author":"X Liu","year":"2021","unstructured":"X. Liu, H. Ding, H. Su, Uplink resource allocation for NOMA-based hybrid spectrum access in 6G-enabled cognitive internet of things. IEEE Internet Things J. 8(20), 15049\u201315058 (2021)","journal-title":"IEEE Internet Things J."},{"key":"1100_CR8","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3294400","author":"H Liang","year":"2023","unstructured":"H. Liang, L. Zhu, F. Richard Yu, Collaborative edge intelligence service provision in blockchain empowered urban rail transit systems. IEEE Internet Things J. (2023). https:\/\/doi.org\/10.1109\/JIOT.2023.3294400","journal-title":"IEEE Internet Things J."},{"key":"1100_CR9","doi-asserted-by":"crossref","unstructured":"Y. Li, L.\u00a0Zhu, H. Wang, F.\u00a0Richard Yu, T. Tang, D. Zhang, Joint security and resources allocation scheme design in edge intelligence enabled CBTCs: a two-level game theoretic approach. In IEEE Transactions on Intelligent Transportation Systems (2023)","DOI":"10.1109\/TITS.2023.3294546"},{"issue":"3","key":"1100_CR10","doi-asserted-by":"publisher","first-page":"130301","DOI":"10.1007\/s11432-022-3652-2","volume":"66","author":"G Zhu","year":"2023","unstructured":"G. Zhu, Z. Lyu, X. Jiao, P. Liu, X.U. Mingzhe Chen, S.C. Jie, P. Zhang, Pushing AI to wireless network edge: an overview on integrated sensing, communication, and computation towards 6G. Science China Inform. Sci. 66(3), 130301 (2023)","journal-title":"Science China Inform. Sci."},{"issue":"1","key":"1100_CR11","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1109\/TWC.2018.2875982","volume":"18","author":"C Ren","year":"2019","unstructured":"C. Ren, H. Zhang, J. Wen, J. Chen, C. Tellambura, Successive two-way relaying for full-duplex users with generalized self-interference mitigation. IEEE Trans. Wireless Commun. 18(1), 63\u201376 (2019)","journal-title":"IEEE Trans. Wireless Commun."},{"issue":"2","key":"1100_CR12","doi-asserted-by":"publisher","first-page":"73","DOI":"10.23919\/JCC.2022.02.007","volume":"19","author":"Y Zhao","year":"2022","unstructured":"Y. Zhao, G. Dai, X. Fang, W. Zhengxuan, N. Xia, Y. Jin, H. Zeng, E3GCAPS: efficient EEG-based multi-capsule framework with dynamic attention for cross-subject cognitive state detection. China Commun. 19(2), 73\u201389 (2022)","journal-title":"China Commun."},{"key":"1100_CR13","unstructured":"Y. He, G. Wu, Y. Chen, W. Pedrycz, A two-stage framework and reinforcement learning-based optimization algorithms for complex scheduling problems (2021)"},{"key":"1100_CR14","doi-asserted-by":"crossref","unstructured":"S.K. Singh, R. Singh, B. Kumbhani, A review on cellular network infrastructure evolution: challenges and opportunities. In 2019 IEEE 14th Conference on Industrial and Information Systems (ICIIS) (2019)","DOI":"10.1109\/ICIIS47346.2019.9063261"},{"key":"1100_CR15","doi-asserted-by":"crossref","unstructured":"W. Tachikawa, K. Yoshii, S. Shimamoto, Performance analysis of uplink and downlink NOMA system in inter-satellite networks. In IEEE International Conference on Communications (2021)","DOI":"10.1109\/ICC42927.2021.9500364"},{"key":"1100_CR16","doi-asserted-by":"publisher","first-page":"90647","DOI":"10.1109\/ACCESS.2022.3184030","volume":"10","author":"Y Zheng","year":"2022","unstructured":"Y. Zheng, M. Gao, X. Zhao, A broadband multimode antenna with enhanced gain and high efficiency by employing metasurface for wlan and car-to-car application. IEEE Access 10, 90647\u201390654 (2022)","journal-title":"IEEE Access"},{"key":"1100_CR17","doi-asserted-by":"crossref","unstructured":"J. Oh, J. Lee, Y. Park, Y. Park, A secure data processing system in edge computing-powered AIoT. In 2022 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE), pp. 1\u20134 (2022)","DOI":"10.1109\/CSDE56538.2022.10089302"},{"issue":"3","key":"1100_CR18","doi-asserted-by":"publisher","first-page":"2402","DOI":"10.1109\/TIE.2019.2905819","volume":"67","author":"K Park","year":"2020","unstructured":"K. Park, S. Choi, H.Y. Chae, C.S. Park, S. Lee, Y. Lim, H. Shin, J.J. Kim, An energy-efficient multimode multichannel gas-sensor system with learning-based optimization and self-calibration schemes. IEEE Trans. Industr. Electron. 67(3), 2402\u20132410 (2020)","journal-title":"IEEE Trans. Industr. Electron."}],"container-title":["EURASIP Journal on Advances in Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-023-01100-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1186\/s13634-023-01100-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-023-01100-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,13]],"date-time":"2024-01-13T06:04:33Z","timestamp":1705125873000},"score":1,"resource":{"primary":{"URL":"https:\/\/asp-eurasipjournals.springeropen.com\/articles\/10.1186\/s13634-023-01100-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,13]]},"references-count":18,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["1100"],"URL":"https:\/\/doi.org\/10.1186\/s13634-023-01100-4","relation":{},"ISSN":["1687-6180"],"issn-type":[{"value":"1687-6180","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,13]]},"assertion":[{"value":"25 September 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 December 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 January 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":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare that they have no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"12"}}