Evaluation of Test Results of GPR-based Anti-personnel Landmine Detection Systems Mounted on Robotic Vehicles
Jun Ishikawa, Mitsuru Kiyota, Katsuhisa Furuta
- 发表年份
- 2005
- 引用次数
- 21
摘要
This paper discusses a data analysis and evaluation of test results for anti-personnel landmine detection systems using ground penetrating radar (GPR) mounted on robotic vehicles for humanitarian demining. Six research teams from universities and industries founded by Japan Science and Technology Agency has been developed GPR systems in combination with electromagnetic induction (EMI) sensors, or metal detectors (MDs). As well as sensor technology itself, highly-accurate sensor positioning using advanced robotics technology plays a part in providing operators with clear subsurface images. The concept of the developed systems is to make no explicit alarm and to leave decision-making using subsurface images to the operators like medical doctors can find cancer by reading CT images. To evaluate these kinds of systems, a series of tests have been conducted in Japan from 8 February to 11 March 2005. Since operators' pre-knowledge of the locations of buried targets significantly influences the detection result in the tests, all the 6 lanes are designed to be suitable for blind tests using more than 200 landmine surrogates. The test results showed that combining GPR with MD can improve probability of detection (PD) around a depth of 20cm, where it is difficult to detect targets by using only a metal detector and that there is a room for further improvement in the PD by feeding back the test results to testees to learn typical target images, where targets were not able to be detected in the blind tests. It has also been learned that positioning control must be improved in scanning the ground with a sensor head, which is a key to making the best of use of MDs mounted on vehicles.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991