Simulation and Implementation of a Neural Network in a Multiagent System

Deep Learning Techniques for Photovoltaic Solar Tracking Systems: A Systematic Literature Review

“…Further, most of the papers that included data normalization used the Min-Max scaling approach, which adjusts the data value to a range between 0 and 1 or -1 and +1. The authors in [102,106,116,117,121,125,126,129,131,132] used the Min-Max scaling approach to normalize their data. On the other hand, the authors in [111,133] used the standard scaler approach to normalize the data to have a zero mean.…”

“…Table 3 shows a summary of the data type, data source and features used in the various publications.              [100]              [101]              [102]              [103]              [104]              [105]              [106]              [107]              [108]              [10]              [109]              [110]              [111]              [112]              [113]              [114]              [115]              [116]              [117]              [118]              [119]              [120]              [121]              [122]                           [125]              [126]              [127]              [128]              [129]              [130]              [131]              [132]             ...…”

“…The works in [116,117,125] used multi-agent system sensors such as a pyranometer which was used to measure solar radiation flux density. Additional sensors were also used to collect data such as weather conditions, atmospheric pressure, wind speed, humidity, temperature, azimuth and zenith PV panel coordinates, azimuth and zenith sun coordinates, and day of the year.…”

“…The researchers obtained an MSE of 8.645e-15, which showed that their model was able to accurately track the position of the sun. The works in [117,125], used an MLP model in the implementation of a multi-agent System. The proposed model consisted of three layers, with 13 input nodes, eight hidden nodes and two output nodes.…”