Table A3.
Summary of reviewed articles.
| Art | Year | Est | AP | rPoint | fMap | fmRoom | mAlg | sAlg | mError | oError | sType |
|---|---|---|---|---|---|---|---|---|---|---|---|
| [106] | 2019 | exp | 4 | 42 | 80 | N | RBF | LM | 1.42 | RMSE = 1.459 m | RSSI |
| [107] | 2019 | exp | 300 | 302 | Y | SVM | 4.6 | RSSI | |||
| [60] | 2019 | exp | 5 | 10 | NULL | N | RF | Accuracy = 97.5% in 2 m | RSSI | ||
| [108] | 2019 | exp | 8 | 107 | 512 | Y | K-ELM | RMSE = 1.7123 m std = 2.418 m | RSSI | ||
| [109] | 2019 | exp | 9 | 96 | 560 | 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 | 4 Rooms | Y | RNN | Accuracy = 95.8% std = 0.60 m | RSSI | |||||
| [83] | 2019 | pMap | 520 | 993 | UJIIndoorLoc | Y | RNN | 4.2 | std = 3.2 m | RSSI | |
| exp | 6 | 365 | 336 | Y | RNN | 0.75 | std = 0.64 m | RSSI | |||
| [110] | 2019 | exp | 9 | 261 | 300 | N | BPNN | 2.7 | Accuracy = 90% | RSSI | |
| [111] | 2019 | exp | 8 | 66 | 736 | Y | SDA | 3.7 | Accuracy = 84% | RSSI | |
| [112] | 2019 | exp | 1 | 42 | 50 | N | CNN | 0.46 | without obstacles | RSSI | |
| exp | 1 | 42 | 50 | N | CNN | 1.11 | with some obstacles | RSSI | |||
| [113] | 2019 | exp | 1 | 15 | 20 | Y | MLP | 1.42 | RSSI | ||
| exp | 1 | 15 | 20 | Y | CNN | 1.67 | RSSI | ||||
| exp | 1 | 15 | 14.4 | N | MLP | 1.43 | RSSI | ||||
| exp | 1 | 15 | 14.4 | N | CNN | 1.51 | RSSI | ||||
| [114] | 2019 | exp | 258 | 9 | 125 | Y | CNN | 3.91 | Accuracy = 84% | RSSI | |
| [63] | 2019 | pMap | NULL | Y | BPNN | ACO | Accuracy = 91.4% | RSSI | |||
| [115] | 2019 | pMap | 520 | 993 | UJI Library | Y | CNN, GRP | 3.6 | 90% less 2m | RSSI | |
| [42] | 2019 | exp | 1 | 25 | 26.4 | N | BPNN | PCA-PD | 1.42 | std = 1.1511 m | CSI |
| [84] | 2019 | exp | 20 | 1200 | Y | MLP | SDAE | 3.05 | 1day | RSSI | |
| exp | 57 | 2400 | Y | MLP | SDAE | 3.39 | 2 days | RSSI | |||
| pMap | 520 | 993 | UJIIndoorLoc | Y | MLP | SDAE | 5.64 | 10 days | RSSI | ||
| [116] | 2019 | pMap | 520 | 993 | UJIIndoorLoc | Y | VAE | RMSE = 4.65 m | RSSI | ||
| [117] | 2019 | exp | 6 | 49 | 1600 | Y | DNN | 0.95 | Open Doors | RSSI | |
| exp | 6 | 49 | 1600 | Y | DNN | 1.26 | Closed Doors | RSSI | |||
| [118] | 2019 | exp | 4 | 228 | 1200 | Y | ANN | 1.22 | RSSI | ||
| exp | Y | ANN | 1.90 | RSSI | |||||||
| [119] | 2019 | exp | 7 | 25 | 1728 | N | RNN | LSTM | 1.05 | std = 0.8856 m | RSSI |
| [120] | 2019 | exp | 15 | 71 | 4000 | Y | NN | GA | 3.47 | RSSI | |
| [121] | 2019 | exp | 4 | 50 | 1100 | Y | BGM | 2.9 | RSSI | ||
| [122] | 2019 | exp | 122 | 48 | 629 | Y | DNN | 2.64 | RSSI | ||
| exp | 59 | 139 | 65 | N | DNN | 1.21 | 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 | Y | DNN | 3.95 | std = 2.72 m | RSSI | |
| [126] | 2018 | exp | 16 | 202 | 806 | Y | SMN | PCA | 1.85 | 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 | Y | RF | 1.29 | 90% in 3 m | RSSI | |
| [128] | 2018 | exp | 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.