Forecasting Travel Speed in the Rainfall Days to Develop Suitable Variable Speed Limits Control Strategy for Less Driving Risk

<table class="table-group" id="tab1"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left" rowspan="2">Data</td><td class="align_center" colspan="4">Parameter</td></tr><tr class="thead"><td class="align_center">Previous periods</td><td class="align_center">Hidden layers</td><td class="align_center">Hidden units</td><td class="align_center">Epochs of RBMs</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">Rainfall intensity</td><td class="align_center">2</td><td class="align_center">2</td><td class="align_center">250</td><td class="align_center">100</td></tr><tr><td class="align_left">Traffic flow</td><td class="align_center">12</td><td class="align_center">2</td><td class="align_center">250</td><td class="align_center">200</td></tr><tr><td class="align_left">Travel speed</td><td class="align_center">12</td><td class="align_center">2</td><td class="align_center">250</td><td class="align_center">200</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>The best architecture for DBN with different input data.</div>

Journal of Advanced Transportation

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Table 1

Table 1: Forecasting Travel Speed in the Rainfall Days to Develop Suitable Variable Speed Limits Control Strategy for Less Driving Risk 