Table A1.
Summary of reviewed articles.
Art | Year | Est | AP | rPoint | fMap | fmRoom | mAlg | sAlg | mError | oError | sType |
---|---|---|---|---|---|---|---|---|---|---|---|
[41] | 2021 | pMap | 168 | 57 | IPIN2016 | N | DRL | RSSI | |||
pMap | 589 | 1452 | UTSIndoorLoc | Y | DRL | RSSI | |||||
pMap | 520 | 993 | UJIIndoorLoc | Y | DRL | Only Building B1 | RSSI | ||||
[22] | 2021 | pMap | 96 | 80 | JUIndoorLoc | Y | BayesNet | Dempster–Shafer | Accuracy = 80% between 3 and 3.6 m | RSSI | |
pMap | 520 | 993 | UJIIndoorLoc | Y | BayesNet | Accuracy = 98% in 2 m | RSSI | ||||
[87] | 2021 | exp | 7 | 116 | 1052 | Y | SISAE (NN) | std = 1.34 m | RSSI | ||
[44] | 2021 | exp | 1 | 32 | N | CNN | CSI | ||||
exp | 1 | 45 | 40 | N | CNN | CSI | |||||
exp | 1 | 66 | Y | CNN | CSI | ||||||
exp | 1 | 15 | 32 | N | CNN | CSI | |||||
[45] | 2021 | sim | 15 | 158 | 1160 | Y | ASDELM (ELM) | Accuracy = 85,90% in 1 m | CSI | ||
exp | 22 | 47 | 384 | Y | ASDELM (ELM) | Accuracy = 77% in 1 m | CSI | ||||
[88] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | DNNIP | Accuracy = 89% building and floor | RSSI | ||
[80] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | CHISEL (CNN) | autoencoder | Accuracy = 99.6% building, 83.97% floor | RSSI | |
[46] | 2021 | exp | 1 | 40 | 131.3 | Y | BPNN | adaptive genetic algorithm | Accuracy = 90.47% in 4 m | CSI | |
[30] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | NNELILS (NN) | 67% to 78% localization accuracies | RSSI | ||
pMap | 96 | 80 | JUIndoorLoc | Y | NNELILS (NN) | to | RSSI | ||||
[89] | 2021 | pMap | 309 | 3951 | Tampere | Y | CMDRNN (cnn) | std = 1.31 m | RSSI | ||
[21] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | CDAE i CNN | 12.4 | RSSI | ||
pMap | 152 | 670 | Alcala Tutorial 2017 | N | CDAE-CNN | 1.05 | RSSI | ||||
[89] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | CMDRNN (cnn) | std = 1.31 m | RSSI | ||
[90] | 2021 | exp | 113 | 30 | 3600 | Y | WiFiNet (cnn) | Accuracy = 91.89% in 2 m | RSSI | ||
[81] | 2021 | pMap | 520 | 993 | UJIIndoorLoc | Y | DeepLocBox (NN) | 9.07 | RSSI | ||
[33] | 2021 | exp | 15 | 150 | 200 | Y | SVM | M-LS | 2.7 | RSSI | |
[47] | 2021 | exp | 1 | 14 | N | NN | 0.18 | CSI | |||
exp | 2 | 18 | N | NN | 0.03 | CSI | |||||
exp | 2 | 6.7 | Y | NN | 0.08 | CSI | |||||
[48] | 2021 | exp | 1 | 317 | 148.5 | Y | BLS(NN) | 2.54 | CSI | ||
exp | 1 | 176 | 126 | N | BLS(NN) | 1.48 | CSI | ||||
[82] | 2021 | exp | 6 | 132 | 460 | Y | Edgeloc(CapsNet) | 99% under 2 m | RSSI | ||
pMap | 520 | 993 | UJIIndoorLoc | Y | Edgeloc(CapsNet) | 7.93 | RSSI | ||||
[91] | 2021 | exp | 1 | 210 | 600 | Y | MLR | 4.03 | RSSI | ||
[77] | 2021 | exp | 436 | 654 | WIFINE | Y | RNN | 3.05 | RSSI | ||
[92] | 2021 | exp | 191 | 349 | 360 | N | DNN | 1.08 | RSSI | ||
[49] | 2021 | exp | 1 | CTW 2019 challenge | N | CNN | 0.12 m | CSI | |||
[93] | 2021 | exp | 292 | 600 | Y | CNN | 1.86 | Accuracy = 95% in 5.41 m | RSSI | ||
exp | 262 | 1360 | Y | CNN | 1.86 | Accuracy = 95% in 5.41 m | RSSI | ||||
[94] | 2021 | exp | 12 | 680 | 6000 | N | DNN | 3.6 | RSSI | ||
exp | 12 | 170 | 6000 | N | DNN | 3.7 | RSSI | ||||
exp | 12 | 40 | 6000 | N | DNN | 3.8 | RSSI | ||||
[95] | 2021 | exp | 4 | 54 | 69.35 | Y | ANN | Accuracy = 13.84% < 0.5 m & 23.07% 0.5 < 1 m | RSSI | ||
[50] | 2020 | exp | 3 | 21 | 45 | Y | CNN | 1.27 | std = 0.68 m | CSI | |
[36] | 2020 | exp | 4 | 264 | 112 | N | RF | 1.68 | RSSI | ||
[51] | 2020 | exp | 4 | 63 | 75.6 | N | CNN | 1.61 | CSI | ||
exp | 4 | 44.8 | N | CNN | 1.11 | CSI | |||||
exp | 4 | 16 | N | CNN | 0.98 | CSI | |||||
[96] | 2020 | exp | 4 | 10 | 169 | Y | CNN | 0.98 | RSSI | ||
[54] | 2020 | exp | 5 | 34 | 55 | N | MLP | Regression | 0.37 | RMSE = 0.84 m | SNR |
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.