1. Senior Asphalt Technologist, Marathon Petroleum Company LP, 539 South Main St., Findlay, OH 45840, ORCID: .
2. Associate Professor, Dept. of Civil and Environmental Engineering, Michigan State Univ., Engineering Bldg., 428 S. Shaw Lane, Room Number 3546, East Lansing, MI 48824 (corresponding author).