Skip to main content
. 2022 Jun 19;22(12):4622. doi: 10.3390/s22124622

Table A3.

Summary of reviewed articles.

Art Year Est AP rPoint fMap fmRoom mAlg sAlg mError oError sType
[106] 2019 exp 4 42 80 m2 N RBF LM 1.42 m RMSE = 1.459 m RSSI
[107] 2019 exp N/A 300 302 m2 Y SVM 4.6 m RSSI
[60] 2019 exp 5 10 NULL N RF Accuracy = 97.5% in 2 m RSSI
[108] 2019 exp 8 107 512 m2 Y K-ELM RMSE = 1.7123 m std = 2.418 m RSSI
[109] 2019 exp 9 96 560 m2 Y QKMMCC average = 0.76m RSSI
[65] 2019 pMap 520 993 UJIIndoorLoc Y RNN Accuracy = 87.41%floor std = 0.83 m RSSI
exp 7 N/A 4 Rooms Y RNN Accuracy = 95.8% std = 0.60 m RSSI
[83] 2019 pMap 520 993 UJIIndoorLoc Y RNN 4.2 m std = 3.2 m RSSI
exp 6 365 336 m2 Y RNN 0.75 m std = 0.64 m RSSI
[110] 2019 exp 9 261 300 m2 N BPNN 2.7 m Accuracy = 90% RSSI
[111] 2019 exp 8 66 736 m2 Y SDA 3.7 m Accuracy = 84% RSSI
[112] 2019 exp 1 42 50 m2 N CNN 0.46 m without obstacles RSSI
exp 1 42 50 m2 N CNN 1.11 m with some obstacles RSSI
[113] 2019 exp 1 15 20 m2 Y MLP 1.42 m RSSI
exp 1 15 20 m2 Y CNN 1.67 m RSSI
exp 1 15 14.4 m2 N MLP 1.43 m RSSI
exp 1 15 14.4 m2 N CNN 1.51 m RSSI
[114] 2019 exp 258 9 125 m2 Y CNN 3.91 m Accuracy = 84% RSSI
[63] 2019 pMap N/A N/A NULL Y BPNN ACO Accuracy = 91.4% RSSI
[115] 2019 pMap 520 993 UJI Library Y CNN, GRP 3.6 m 90% less 2m RSSI
[42] 2019 exp 1 25 26.4 m2 N BPNN PCA-PD 1.42 m std = 1.1511 m CSI
[84] 2019 exp N/A 20 1200 m2 Y MLP SDAE 3.05 m 1day RSSI
exp N/A 57 2400 m2 Y MLP SDAE 3.39 m 2 days RSSI
pMap 520 993 UJIIndoorLoc Y MLP SDAE 5.64 m 10 days RSSI
[116] 2019 pMap 520 993 UJIIndoorLoc Y VAE RMSE = 4.65 m RSSI
[117] 2019 exp 6 49 1600 m2 Y DNN 0.95 m Open Doors RSSI
exp 6 49 1600 m2 Y DNN 1.26 m Closed Doors RSSI
[118] 2019 exp 4 228 1200 m2 Y ANN 1.22 m RSSI
exp N/A N/A N/A Y ANN 1.90 m RSSI
[119] 2019 exp 7 25 1728 m2 N RNN LSTM 1.05 m std = 0.8856 m RSSI
[120] 2019 exp 15 71 4000 m2 Y NN GA 3.47 m RSSI
[121] 2019 exp 4 50 1100 m2 Y BGM 2.9 m RSSI
[122] 2019 exp 122 48 629 m2 Y DNN 2.64 m RSSI
exp 59 139 65 m2 N DNN 1.21 m RSSI
[123] 2018 pMap 520 993 UJIIndoorLoc Y CNN 95.76% floor level RSSI
[124] 2018 pMap 7 1000 Rajen Bhatt Y RF 98.3% floor level RSSI
[125] 2018 exp 20 2100 8250 m2 Y DNN 3.95 m std = 2.72 m RSSI
[126] 2018 exp 16 202 806 m2 Y SMN PCA 1.85 m std = 1.04 m RSSI
[127] 2018 pMap 520 993 UJIIndoorLoc Y DQN 78.79% in 1 m RSSI
[37] 2018 exp 50 180 75 m2 Y RF 1.29 m 90% in 3 m RSSI
[128] 2018 exp N/A N/A NULL Y DNN 83.6% floor with people, 99.6% without 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.