The DARPA PerceptOR evaluation experiments

被引:35
作者
Krotkov, Eric
Fish, Scott
Jackel, Larry
McBride, Bill
Perschbacher, Mike
Pippine, Jim
机构
[1] Griffin Technol, Wynnewood, PA 19096 USA
[2] SAIC, Austin, TX 78759 USA
[3] DARPA IPTO, Arlington, VA 22203 USA
[4] SW Res Inst, San Antonio, TX 78228 USA
[5] MAPC, Baltimore, MD 21226 USA
[6] SPC, Arlington, VA 22209 USA
关键词
terrain perception; autonomous mobile robot; off-road; performance metric; field test;
D O I
10.1007/s10514-006-9000-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article describes the conduct of six evaluation experiments for the Perception for Off-Road Robotics program. Key distinctions of the testing methodology include conduct of the experiments by a group independent from the developers, unrehearsed experiments that provide little advance knowledge of the test courses, and blind experiments that do not allow the system operators to see the test courses until testing has completed. The article presents quantified, objective performance metrics for the systems evaluated. The basis for evaluation is 296 runs traveling 130 km in 110 hr. The results show significant progress over the course of the program, reducing the Emergency-Stops per kilometer by a factor of 22, reducing the uplink data. volume per unit distance by a factor of 46 and the downlink data volume per unit distance by a factor of 3. At the end of Phase III, typical performance in desert terrain by the most reliable system achieved travel speed of 66 cin/s covering 90% of the distance in autonomous mode.
引用
收藏
页码:19 / 35
页数:17
相关论文
共 16 条
[1]   Enhancement of stereo at range discontinuities [J].
Ansar, A ;
Huertas, A ;
Matthies, LH ;
Goldberg, S .
UNMANNED GROUND VEHICLE TECHNOLOGY VI, 2004, 5422 :24-35
[2]  
*DARPA, 2004, GRAND CHALL
[3]  
HUERTAS A, 2005, P IEEE WORKSH APPL C
[4]  
KELLY A, 2004, P INT S EXP ROB SING
[5]   Multi-horizon reactive and deliberative path planning for autonomous cross-country navigation [J].
Kluge, K ;
Morgenthaler, M .
UNMANNED GROUND VEHICLE TECHNOLOGY VI, 2004, 5422 :461-472
[6]   The Defense Advanced Research Projects Agency (DARPA) Tactical Mobile Robotics program [J].
Krotkov, E ;
Blitch, J .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1999, 18 (07) :769-776
[7]   Detecting water hazards for autonomous off-road navigation [J].
Matthies, L ;
Bellutta, P ;
McHenry, M .
UNMANNED GROUND VEHICLE TECHNOLOGY V, 2003, 5083 :231-242
[8]  
MATTHIES L, 2003, P IEEE C INT ROB SYS
[9]  
MATTHIES L, 2003, P 11 INT S ROB RES S
[10]  
OLLIS M, 2003, P SPIE AEROSENSE C U, V5083