The Development of an Intelligent Monitoring System for Agricultural Inputs Basing on DBN-SOFTMAX

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Models</td><td class="align_center">R<sup>2</sup><sub>cal</sub></td><td class="align_center">RMSEC</td><td class="align_center">R<sup>2</sup><sub>CV</sub></td><td class="align_center">RMSECV</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">DBN</td><td class="align_center">0.99</td><td class="align_center">0.03</td><td class="align_center">0.99</td><td class="align_center">0.15</td></tr><tr><td class="align_left">BP-NN</td><td class="align_center">0.99</td><td class="align_center">0.09</td><td class="align_center">0.94</td><td class="align_center">0.40</td></tr><tr><td class="align_left">SVM</td><td class="align_center">0.99</td><td class="align_center">0.09</td><td class="align_center">0.98</td><td class="align_center">0.21</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>DBN model performance comparison with BP-NN and SVM.</div>

Journal of Sensors

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Table 3

Table 3: The Development of an Intelligent Monitoring System for Agricultural Inputs Basing on DBN-SOFTMAX 