Field evaluation of smart sensor vehicle detectors at railroad grade crossings - volume 4 : performance in adverse weather conditions.
-
2015-01-01
Details
-
Creators:
-
Corporate Creators:
-
Corporate Contributors:
-
Subject/TRT Terms:
-
Publication/ Report Number:
-
Resource Type:
-
Geographical Coverage:
-
Corporate Publisher:
-
Abstract:The performance of a microwave radar system for vehicle detection at a railroad grade crossing with quadrant gates was evaluated in ; adverse weather conditions: rain (light and torrential), snow (light and heavy), dense fog, and wind. The first part of this report compares ; the results of the modified system setup in adverse weather conditions with those from good weather conditions (as presented in ; Volume 3 of this study). Then, the results of a re-modified system setup were compared to the results for the modified system setup in ; good and adverse weather conditions. The re-modification was in response to increased detection errors in adverse weather conditions. ; With the modified setup, system performance was sensitive to the adverse weather conditions. In torrential rain, false calls increased to ; 24.82%–27.08% (e.g., May 28 and June 1) when there was some traffic on the crossing. However, when there was torrential rain but ; only one vehicle (e.g., May 31) or no traffic flow (e.g., June 10), the radar units generated 15 false calls on each of those 2 days. For all ; heavy snow datasets combined, missed calls by a single radar unit and by the two radar units working as a combined unit (i.e., ; systemwide) represented 13.51% and 11.66% of the loop calls, respectively. The most severe snow effects were found during freezing ; rain/ice. In dense fog, false calls increased to 11.58%, and all false calls were generated when the gates were moving or in the down ; position. Wind did not affect system performance, and the errors were similar to those in good weather conditions. With the re-modified ; setup, the frequency of errors in heavy rain and heavy snow conditions was reduced and system performance was similar to the good ; weather, light rain, and light snow conditions. In heavy rain, false calls in the re-modified setup were reduced to 2.6% compared with ; 30.5% in the modified setup. This reduction was the result of a significant decrease in the false calls generated without objects in the ; crossing. The re-modified setup eliminated the systemwide missed calls in heavy snow. The re-modified setup also reduced the false ; calls to less than 1% in good weather, light rain, and light snow conditions and practically had no missed, stuck-on, or dropped calls. ; Results indicate that re-modifications improved the performance of detection system.
-
Format:
-
Funding:
-
Download URL:
-
File Type:
-
Collection(s):
-
Main Document Checksum:urn:sha256:1a31e68dc1c039345cc1426e514d66525bf6b7974c73e84f3eb0eb45078cc6db