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. 2022 Jun 19;22(12):4622. doi: 10.3390/s22124622

Table A4.

Summary of reviewed articles.

Art Year Est AP rPoint fMap fmRoom mAlg sAlg mError oError sType
[129] 2018 pMap N/A N/A UJI Library Y RNN 2.48 m 99.6% floor level RSSI
pMap N/A N/A UJI Library Y LSTM 2.6 m 99.5% floor level RSSI
[85] 2018 pMap 520 993 UJIIndoorLoc Y RDF 6.72 m std = 4.82 m RSSI
[130] 2018 exp 7 101 404.5 m2 Y FF-DNN RMSE = 0.32 m, 53.123% in 0.5 m RSSI
[43] 2018 exp 4 25 80 m2 N RF 0.40 m CSI
[131] 2018 exp 4 67 1664 m2 Y SVM 1.34 m RSSI
[86] 2018 pMap 520 993 UJIIndoorLoc Y CNN 2.77 m 100% for floor prediction RSSI
[132] 2018 exp N/A N/A NULL NULL SVR RBF Kernel 95% in 1.81 m RSSI
[133] 2018 exp 40 180 1209 m2 Y RF 95% accuracy 1.5 × 1.5 m RSSI
[134] 2018 exp 8 40 580 m2 Y RVFL 0.43 m RMSE = 0.5830 m RSSI
[69] 2018 sim 4 36 441 m2 N RVM PLS 0.84 m RSSI
exp 6 25 156 m2 Y RVM PLS 41% in 1 m and 91% in 2 m RSSI
[135] 2017 exp 3 110 109.25 m2 N FF-DNN RMSE = 0.6782 m RSSI
[136] 2017 exp 4 N/A NULL N ANN RMSE = 1.1045 m RSSI
exp 6 N/A NULL N ANN RMSE = 1.2288 m RSSI
[137] 2017 exp 16 126 304 m2 Y SVM 1.43 m RSSI
[138] 2017 sim 6 441 100 m2 N LS-SVM 2.56 m RSSI
[139] 2017 exp 38 411 600 m2 Y ELM 1.91 m RSSI
[140] 2017 exp 28 67 30 m2 N ANN 2.2 m RSSI
[141] 2017 exp 185 480 NULL Y SVM 100% shop level RSSI
[142] 2017 pMap 520 993 UJIIndoorLoc Y DNN 92% floor recognition RSSI
[143] 2017 exp 8 48 53.35 m2 N SVR 86.2% in 1.5 m and 90.4% in 2 m RSSI
[144] 2017 exp N/A N/A NULL Y SVM 97.31% flat and 88.38% floor RSSI
[145] 2016 exp 22 84 387.75 m2 Y BPNN 0.98 m RSSI
[146] 2016 sim 4 25 400 m2 N MLP-ANN 0.27 m std = 0.36 m RSSI
[147] 2016 sim N/A N/A NULL NULL EB-ANN RMSE = 0.4991 m RSSI
[148] 2016 exp 5 54 150 m2 Y SVR 70% in 5 m RSSI
[149] 2016 exp 16 188 1125 m2 Y ANN 1.89 m 90% in 2.971 m RSSI
[70] 2016 sim 12 1600 1600 m2 N SVR RMSE = 1.42 m RSSI
exp 13 116 1000 m2 Y SVR RMSE = 1.8 m, 74% in 2 m RSSI
[150] 2016 exp N/A 112 460 m2 Y SVM 1.2 m RSSI

art: Article; mAlg: Main algorithm used; est: Experimental or pMapulated study; sAlg: Other algorithms used in the study; AP: APs used; mError: Mean Error; rPoint: Reference Points used in offline phase; oError: Other metrics reported in the study; fMap: Size of experimental room or radio-map used; sType: Signal type used; fmRoom: Rooms used in exp/pMap.