Research Article

Developing Roadway Safety Models for Winter Weather Conditions Using a Feature Selection Algorithm

Table 1

Combined dataset variable descriptions.

VariableDescription (units)

AVLRecordsThe number of 5-minute AVL records (count of records)
AVL_HoursHours of AVL operations (hours)
AfterRecordsThe number of 5-minute AVL records from the end of the snow event to the end of the plowing event (count of records)
BeforeRecordsThe number of 5-minute AVL records from the start of the plow event to the start of the storm event (count of records)
ExposureCalculation for vehicle volume (exposure)
FreezingRainThe amount of freezing rain in the storm event (inches)
HourPrecipitationThe hourly rate of precipitation (inches/hour)
LaneLapsThe amount of truck distance traveled divided by the total roadway distance in the city (lane mile laps)
LapsThe amount of truck distance traveled divided by the length of roadways in the city (laps)
LnExposureThe natural log of the exposure variable
PCPNTotal precipitation (inches)
RecordsBeforeThe number of 5-minute record counts from before the start of the storm event (count of records, before)
RoadConditionThe aggregate road condition for the storm event (1 to 5 categorical, 1 = = least severe conditions, 5 = = most severe conditions)
SnowThe total snow in the storm event (inches)
StormHoursThe number of hours that the storms lasted (hours)
StormRecordsThe number of 5-minute counts that the storm lasted (count of records)
TemperatureFahThe average temperature of the storm (Fahreneit)
TemperatureFahASOSThe average temperature of the storm from the ASOS system (Fahreneit)
TemperatureFahRWISThe average temperature of the storm from the RWIS system (Fahreneit)
TotalDistLiquidThe total distance of truck travel while spreading liquid material (miles)
TotalDistLiquidBeforeThe total distance of truck travel while spreading liquid material between the start of the plow event and storm event (miles)
TotalDistPrewetThe total distance of truck travel while spreading prewet material (miles)
TotalDistPrewetBeforeThe total distance of truck travel while spreading prewet material between the start of the plow event and storm event (miles)
TotalDistSolidThe total distance of truck travel while spreading solid material (miles)
TotalDistSolidBeforeThe total distance of truck travel while spreading solid material between the start of the plow event and storm event (miles)
TruckDisPerLanMileThe total distance of truck travel divided by the amount of lane miles in each city (miles per lane mile)
TruckDisPerLanMileBeforeThe total distance of truck travel divided by the amount of lane miles in each city before the start of plow operations (miles per lane mile before)
TruckDisPerLanMileMinuteThe total distance of truck travel divided by the amount of lane miles in each city divided by the number of minutes of the storm (miles per lane mile per minute)
TruckDisPerLanMileMinuteBeforeThe total distance of truck travel divided by the amount of lane miles in each city divided by the number of minutes of the storm before the start of the storm event
TruckDistMilesThe total truck distance driven (miles)
TruckDistMilesBeforeThe total truck distance driven before the storm (miles before)
TruckLiquidPerLanMileThe total amount of liquid spread divided by the amount of lane miles (gal per mile per lane mile)
TruckLiquidPerLanMileBeforeThe total amount of liquid spread divided by the amount of lane miles before the storm event (gal per lane mile before)
TruckLiquidPerLanMileMinuteThe total amount of liquid spread divided by the amount of lane miles divided by the total minutes of the storm (gal per lane mile per minute)
TruckLiquidPerLanMileMinuteBeforeThe total amount of liquid spread divided by the amount of lane miles divided by the total minutes of the storm before (gal per lane mile per minute before)
TruckMaterialLiquidThe total amount of liquid spread (gal)
TruckMaterialLiquid.DistanceThe total amount of liquid spread divided by the distance traveled (gal/mile)
TruckMaterialLiquid.DistanceBeforeThe total amount of liquid spread divided by the distance traveled before the storm event (gal/mile)
TruckMaterialLiquidBeforeThe total amount of liquid spread before the storm (gal before)
TruckMaterialLiquidDistance.DistanceThe total amount of liquid material spread divided by the distance traveled only while spreading occurred (gal/mile, of spreading miles traveled only)
TruckMaterialLiquidDistance.DistanceBeforeThe total amount of liquid material spread divided by the distance traveled only while spreading occurred before (gal/mile, of spreading miles before traveled only)
TruckMaterialPreLiquidThe total amount of preliquid spread (gal)
TruckMaterialPreLiquid.DistanceThe total amount of preliquid spread divided by the distance traveled (gal/mile)
TruckMaterialPreLiquid.DistanceBeforeThe total amount of preliquid spread divided by the distance traveled before (gal/mile before)
TruckMaterialSolidThe total amount of material solid spread (lbs)
TruckMaterialSolid.DistanceThe total amount of solid material spread divided by the total truck distance traveled (lbs/mile)
TruckMaterialSolid.DistanceBeforeThe total amount of solid material spread divided by the total truck distance traveled before (lbs/mile, before)
TruckMaterialSolidBeforeThe total amount of solid material spread before the storm (lbs, before)
TruckMaterialSolidDistance.DistanceThe total amount of solid material spread divided by the truck distance that was traveled only while spreading occurred (lbs/mile, of mile traveled while spreading)
TruckMaterialSolidDistance.DistanceBeforeThe total amount of solid material spread divided by the truck distance that was traveled only while spreading occurred before the storm (lbs/mile, of mile traveled while spreading, before)
TruckPreLiquidPerLanMileThe total amount of preliquid material spread divided by the length of lane miles (gal/lane mile)
TruckPreLiquidPerLanMileMinuteThe total amount of preliquid material spread divided by the length of lane miles divided by the total minutes of the storm (gal/lane mile per minute)
TruckSolidPerLanMileThe total amount of solid material spread divided by the length of lane miles (lbs/lane mile)
TruckSolidPerLanMileBeforeThe total amount of solid material spread divided by the length of lane miles before the storm (lbs/lane mile, before)
TruckSolidPerLanMileMinuteThe total amount of solid material spread divided by the length of lane miles divided by the total minutes of the storm (lbs/lane mile per minute)
TruckSolidPerLanMileMinuteBeforeThe total amount of solid material spread divided by the length of lane miles divided by the total minutes of the prestorm plow operations (lbs/lane mile per minute, before)
VisibilityThe total visibility (miles)
WindGustThe max wind recorded (mph)
WindSpeedThe average wind speed (mph)
WindSpeedKnotsThe average wind speed (knots)
WindSpeedKnotsASOSThe average wind speed obtained by the ASOS system (knots)
WindSpeedKnotsRWISThe average wind speed obtained by the RWIS system (knots)
WorstFreezingRainThe worst intensity of freezing rain (score of 1–3 categorical variables, 1 = = least severe, 3 = = most severe)
WorstRoadConditionThe worst road condition (1 to 5 categorical variables, 1 = = least severe conditions, 5 = = most severe conditions)
WorstSnowThe worst snow intensity recorded (score of 1–3 categorical variables, 1 = = least severe, 3 = = most severe)
WorstVisibilityThe lowest visibility recorded (miles)
CityThe city location of the storm event (Ames, Des Moines, Council Bluffs, Sioux City, Waterloo, Iowa City, Quad cities, Cedar Falls)

Note: the acronym “PLM” stands for per lane mile.