Failure analysis and correction models for upward flame characteristics subjected to shipping container fire

•Investigation elucidates events in sequence related to hazardous cargo spontaneous ignition inside shipping containers.•Effect of openings on upward flame spread in adjacent space between container groups.•Novel prediction model represents the upward flame characteristics for multi-site risk assessment.•Relationship between upward flame characteristic parameter, length scale and fire source were addressed.