Evaluation of LIDAR and GPS based SLAM on fire disaster in petrochemical complexes

Abu Ubaidah bin Shamsudin, Naoki Mizuno, Jun Fujita, K. Ohno, Ryunosuke Hamada, Thomas Westfechtel, S. Tadokoro, H. Amano
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引用次数: 2

Abstract

Firefighter robot autonomy is important for fire disaster response robotics. SLAM is a key technology for the autonomy. We want to know if SLAM can be used in fire disasters. However, evaluating SLAM in an actual fire disaster is not possible because we cannot generate large fires in actual petrochemical complexes. In this study, we simulated a fire disaster, collected sensor data for different conditions in the fire disaster, and evaluated the accuracy of the SLAM. The fire effect for LIDAR was analyzed and the effect embedded in the LIDAR measurement simulator. Several sensor interval parameters used by a heat protection cover was also analyzed for protecting sensor from heat. The evaluation result show the best parameter is 1 s measurement and 9 s sensor cooling which the average accuracy of GPS and LIDAR based SLAM was in the range 0.25 — 0.36 m in the most difficult scenario in the petrochemical complex, has dimensions 1000 m × 600 m. Using the simulator enables us to evaluate the best interval parameter of GPS and LIDAR based SLAM at the fire disaster. The knowledge from the fire effect of the LIDAR could be used to improve LIDAR measurement in actual fire disasters.
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基于LIDAR和GPS的SLAM对石化企业火灾灾害的评价
消防机器人的自主性对于火灾响应机器人来说非常重要。SLAM是实现自动驾驶的关键技术。我们想知道SLAM是否可以用于火灾。但是,在实际的火灾事故中,我们无法对SLAM进行评估,因为我们无法在实际的石化企业中产生大火。在本研究中,我们模拟了一场火灾,收集了火灾中不同条件下的传感器数据,并评估了SLAM的准确性。分析了激光雷达的火焰效应,并将火焰效应嵌入到激光雷达测量模拟器中。分析了热保护罩所采用的几种传感器间隔参数对传感器的热保护作用。评价结果表明,在石化综合装置最困难场景下,基于GPS和LIDAR的SLAM平均精度为0.25 ~ 0.36 m,尺寸为1000 m × 600 m,最佳参数为1 s测量和9 s传感器冷却。利用该模拟器可以评估基于GPS和LIDAR的SLAM在火灾灾害中的最佳间隔参数。从激光雷达的火灾效应中获得的知识可以用于改进激光雷达在实际火灾中的测量。
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