Smart City Gnosys

Smart city article details

Title Anomaly Detection In Indoor Localization Using Machine Learning
ID_Doc 9616
Authors Chandana P.; Aishwarya Ch.; Muskan S.S.
Year 2021
Published Proceedings of the 3rd International Conference on Inventive Research in Computing Applications, ICIRCA 2021
DOI http://dx.doi.org/10.1109/ICIRCA51532.2021.9544956
Abstract One of the most concerning topics in smart cities is the internet of things, namely wireless sensor networks in indoor localization. Wi-Fi with received signal strengths (RSSs) is one of the most used indoor localization techniques. It generates signal intensity irregularities in Wi-Fi RSSs owing to reflection, refraction, incursion, and channel noise. RSS values cannot be defined (the location of each unknown node must be accurately stated). Here, Asymmetrical, abnormal circumstances are present in the Wi-Fi indoor localization area. Matplotlib, numpy, pandas, ploty, scipy, seaborn, scikitlearn, wordcloud, statsmodels, and streamlit were utilized in this study. © 2021 IEEE.
Author Keywords Machine learning; random forest


Similar Articles


Id Similarity Authors Title Published
47118 View0.873Rathnayake R.M.M.R.; Maduranga M.W.P.; Dissanayake M.B.Rssi And Machine Learning-Based Indoor Localization Systems For Smart Cities7th SLAAI - International Conference on Artificial Intelligence, SLAAI-ICAI 2023 (2023)
47119 View0.865Rathnayake R.M.M.R.; Maduranga M.W.P.; Tilwari V.; Dissanayake M.B.Rssi And Machine Learning-Based Indoor Localization Systems For Smart CitiesEng, 4, 2 (2023)
57348 View0.864Maduranga M.W.P.; Lakmal H.K.I.S.; Kalansooriya L.P.Three-Dimensional Wireless Indoor Localization With Machine Learning Algorithms For Location-Based Iot ApplicationsCommunications in Computer and Information Science, 1995 (2024)
30136 View0.854Wang J.; Park J.G.Ieee 802.11 Wlan Based Indoor Positioning Algorithm Using Weight Grey Prediction ModelProceedings - 2020 IEEE 22nd International Conference on High Performance Computing and Communications, IEEE 18th International Conference on Smart City and IEEE 6th International Conference on Data Science and Systems, HPCC-SmartCity-DSS 2020 (2020)
31239 View0.854Varma P.S.; Anand V.Indoor Localization For Iot Applications: Review, Challenges And Manual Site Survey Approach2021 IEEE Bombay Section Signature Conference, IBSSC 2021 (2021)
25371 View0.853Kamal A.H.M.; Alam M.G.R.; Hassan M.R.; Apon T.S.; Hassan M.M.Explainable Indoor Localization Of Ble Devices Through Rssi Using Recursive Continuous Wavelet Transformation And Xgboost ClassifierFuture Generation Computer Systems, 141 (2023)
39512 View0.852Hosseini H.; Taleai M.; Zlatanova S.Nsga-Ii Based Optimal Wi-Fi Access Point Placement For Indoor Positioning: A Bim-Based Rss PredictionAutomation in Construction, 152 (2023)