Development of Fuzzy-Based Bus Rear-End Collision Warning Thresholds Using a Driving Simulator

The purpose of this paper is to develop rear-end collision warning thresholds with appropriate values of parameters for busses driving on freeways. Based on a bus-driving simulator, we design a simulation scenario of car following with emergency braking on freeways. Bus drivers working with a bus company are recruited to manipulate the simulation. The perception-reaction time, braking deceleration rate, and buffer of bus drivers' responses to a lead vehicle suddenly braking are collected and analyzed as parameters. Results indicate that not all the subjects have the same value in each parameter. Hence, the values of parameters in the bus rear-end collision warning threshold equations should be differentiated from various bus-driving characteristics. This paper further uses a fuzzy set theory to develop the safety membership function of each parameter and deduces 27 warning threshold equations. By these threshold equations, a rear-end collision warning algorithm for busses driving on freeways is also recommended.

[1]  Robert B. Voas,et al.  Automotive Collision Avoidance System (ACAS) Program , 2000 .

[2]  Etienne E. Kerre,et al.  Defuzzification: criteria and classification , 1999, Fuzzy Sets Syst..

[3]  Kazuo Tanaka,et al.  DYNAMICS OF DRIVERS' TRUST IN WARNING SYSTEMS , 2002 .

[4]  Louis Tijerina,et al.  A RELIABILITY THEORY APPROACH TO ESTIMATE THE POTENTIAL EFFECTIVENESS OF A CRASH AVOIDANCE SYSTEM TO SUPPORT LANE CHANGE DECISIONS , 1997 .

[5]  Raja Parasuraman,et al.  Humans and Automation: Use, Misuse, Disuse, Abuse , 1997, Hum. Factors.

[6]  Michael A. Shulman,et al.  DEVELOPMENT AND VALIDATION OF FUNCTIONAL DEFINITIONS AND EVALUATION PROCEDURES FOR COLLISION WARNING/AVOIDANCE SYSTEMS , 1999 .

[7]  T J Triggs,et al.  REACTION TIME OF DRIVERS TO ROAD STIMULI , 1982 .

[8]  Dot Hs Alert Algorithm Development Program NHTSA Rear-End Collision Alert Algorithm , 2002 .

[9]  John Richardson,et al.  The effect of alarm timing on driver behaviour: an investigation of differences in driver trust and response to alarms according to alarm timing , 2004 .

[10]  Thomas A. Dingus,et al.  HUMAN FACTORS DESIGN ISSUES FOR CRASH AVOIDANCE SYSTEMS , 1998 .

[11]  P A Hancock,et al.  Alarm effectiveness in driver-centred collision-warning systems. , 1997, Ergonomics.

[12]  Vishwesh V. Kulkarni,et al.  Development of a performance-based approach for a rear-end collision warning and avoidance system for automobiles , 2003, IEEE IV2003 Intelligent Vehicles Symposium. Proceedings (Cat. No.03TH8683).

[13]  John Richardson,et al.  Alarm timing, trust and driver expectation for forward collision warning systems. , 2006, Applied ergonomics.

[14]  James P Bliss,et al.  Alarm mistrust in automobiles: how collision alarm reliability affects driving. , 2003, Applied ergonomics.

[15]  W Janssen,et al.  Behavioural effects of driver support , 1993 .

[16]  Daniel V. McGehee,et al.  Collision Warning Timing, Driver Distraction, and Driver Response to Imminent Rear-End Collisions in a High-Fidelity Driving Simulator , 2002, Hum. Factors.

[17]  Xiqin Wang,et al.  Development of Requirement Specifications for Transit Frontal Collision Warning System , 2003 .