{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T02:40:07Z","timestamp":1773196807895,"version":"3.50.1"},"reference-count":21,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,2,16]]},"DOI":"10.1109\/icnc68183.2026.11416897","type":"proceedings-article","created":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T19:55:54Z","timestamp":1773086154000},"page":"786-790","source":"Crossref","is-referenced-by-count":0,"title":["ML-Based Downlink Throughput Prediction and Feature Importance Analysis in a Realistic LTE Testbed Using COTS Smartphone"],"prefix":"10.1109","author":[{"given":"Md Mahfuzur","family":"Rahman","sequence":"first","affiliation":[{"name":"Virginia Tech,Wireless@Virginia Tech,Bradley Department of Electrical and Computer Engineering,VA,USA"}]},{"given":"Nishith","family":"Tripathi","sequence":"additional","affiliation":[{"name":"Virginia Tech,Wireless@Virginia Tech,Bradley Department of Electrical and Computer Engineering,VA,USA"}]},{"given":"Cindy Yang","family":"Yi","sequence":"additional","affiliation":[{"name":"Virginia Tech,Wireless@Virginia Tech,Bradley Department of Electrical and Computer Engineering,VA,USA"}]},{"given":"Jeffrey H.","family":"Reed","sequence":"additional","affiliation":[{"name":"Virginia Tech,Wireless@Virginia Tech,Bradley Department of Electrical and Computer Engineering,VA,USA"}]},{"given":"Lingjia","family":"Liu","sequence":"additional","affiliation":[{"name":"Virginia Tech,Wireless@Virginia Tech,Bradley Department of Electrical and Computer Engineering,VA,USA"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"srsRAN 4G Documentation","year":"2024"},{"key":"ref2","volume-title":"OpenAirInterface 5G Wireless Implementation","year":"2024"},{"key":"ref3","article-title":"Experimental Comparison of 5G SDR Platforms: srsRAN x OpenAirInterface","author":"Alves","year":"2024","journal-title":"arXiv preprint arXiv:2406.01485"},{"key":"ref4","first-page":"124742B","article-title":"Design and Performance Study of 4G Communication System Based on srsRAN","volume-title":"Proc. SPIE 12474, Sixth International Conference on Photonics and Optical Engineering","author":"Ye"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s42979-021-00854-8"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06206-0"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM42002.2020.9322410"},{"key":"ref8","article-title":"Machine Learning for Wireless Network Throughput Prediction","author":"Rehmani","year":"2023","journal-title":"ScholarWorks @ UTRGV"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.47611\/jsrhs.v10i4.2171"},{"key":"ref10","article-title":"RSRP Prediction on LTE Network Testbed Using a Software Defined Radio Platform","author":"Dias","year":"2022","journal-title":"XXXIV Simp\u00f3sio Brasileiro de Telecomunica\u00e7\u00e3es e Processamento de Sinais (SBrT)"},{"key":"ref11","article-title":"Throughput Prediction Using Machine Learning in LTE and 5G Networks","author":"Koenig","year":"2021"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2021.3099397"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.1900394"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/s41870-023-01358-9"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MASS62177.2024.00018"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11081227"},{"key":"ref17","volume-title":"Forecasting LTE Network Throughput for Optimizing Operational and Business Aspects","author":"Abdiel","year":"2022"},{"key":"ref18","volume-title":"Machine Learning and Deep Learning for Throughput Prediction","year":"2022"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1002\/9781394206834"},{"key":"ref20","volume-title":"Universal Software Radio Peripheral (USRP)","year":"2025"},{"key":"ref21","year":"2025","journal-title":"Open Cells Project: 4G and 5G Open-Source Testbed Platform"}],"event":{"name":"2026 International Conference on Computing, Networking and Communications (ICNC)","location":"Maui, HI, USA","start":{"date-parts":[[2026,2,16]]},"end":{"date-parts":[[2026,2,19]]}},"container-title":["2026 International Conference on Computing, Networking and Communications (ICNC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11416824\/11416825\/11416897.pdf?arnumber=11416897","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T05:51:35Z","timestamp":1773121895000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11416897\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,16]]},"references-count":21,"URL":"https:\/\/doi.org\/10.1109\/icnc68183.2026.11416897","relation":{},"subject":[],"published":{"date-parts":[[2026,2,16]]}}}