Trilateration based on RSSI values in transmitters and receivers

⭐ When using this resource, please cite the original publication:J. Landívar, C. Ormaza, V. Asanza, V. Ojeda, J. C. Avilés and D. H. Peluffo-Ordóñez, "Trilateration-based Indoor Location using Supervised Learning Algorithms," 2022 International Conference on Applied Electronics (AE), 2022, pp. 1-6, doi: 10.1109/AE54730.2022.9920073.This dataset has received power measurements from three receivers using a mobile transmitter. An area of 4m x 2m was divided into 200 squares. The transmitter was positioned in each grid and 100 measurements of RSSI values received at three fixed receivers were made, as shown in the graph. This dataset has a total of 2000 rows corresponding to 100 examples in each of the 200 grid positions. In addition, the dataset has the following columns:Grid: which has values from 1 to 200.Position in X: with values from 0 to 4 meters.Position in Y: with values from 0 to 2 meters.RSSI in receiver 1RSSI in receiver 2RSSI in receiver 3Future Work:To perform measurements over larger areasIncrease the number of receivers to improve prediction accuracyUse more than one transmitter, to track more objects

在利用本资源时，请引用原始出版物：J. Landívar, C. Ormaza, V. Asanza, V. Ojeda, J. C. Avilés 及 D. H. Peluffo-Ordóñez，所著《基于监督学习算法的三角测量室内定位》一文，发表于2022年国际应用电子学会议（International Conference on Applied Electronics, AE），2022年，第1-6页，doi: 10.1109/AE54730.2022.9920073。本数据集通过移动发射器从三个接收器获取了功率测量数据。将4米 x 2米的区域划分为200个小方格。在每个网格点处放置发射器，并在三个固定的接收器上进行了100次RSSI值的测量，如图所示。该数据集包含2000行数据，对应于200个网格位置中的每个位置100个示例。此外，数据集还包含以下列：

网格（Grid）：取值范围为1至200。
X轴位置（Position in X）：取值范围为0至4米。
Y轴位置（Position in Y）：取值范围为0至2米。
接收器1的RSSI值
接收器2的RSSI值
接收器3的RSSI值
未来工作：

在更大区域内进行测量
增加接收器数量以提高预测精度
使用多个发射器，以追踪更多物体。