Experiment of Multispectral Sensing Sensor for Urban Road Materials in Outdoor Environment

Matthew Rio Darmawan, Heru Purnomo Ipung, M. Galinium
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Abstract

This research is the first attempt to conduct several experiments of multispectralsensing sensor for urban road materials in outdoor environment. This research aims to classifyfive urban road materials that are aggregates, asphalts, concrete, clay, natural fibre includingvegetation and water. There were 9 cameras in the multispectral sensing sensor. Seven cameraattached with narrow band optical filter with the centre spectrum at 710nm, 730nm, 750nm,800nm, 870nm, 905nm and 950nm. One camera attached with 720 nm normalization band useshigh pass optical filter. Another camera attached with UV/IR cut optical filter works as a RGBcamera. The images results, that have been taken, are processed in MATLAB to get the imagingindex results from the multispectral system. Naïve Bayes classifier is used in Weka to classifythe urban road materials with vegetation and water. The first classification and testing thatclassifies five urban road materials with vegetation and water have accuracy results ranged from0 % to 32% while the accuracy results without vegetation and water have better accuracy resultsranged from 0 % to 55 %.
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室外环境下城市道路材料多光谱传感传感器试验
本研究首次尝试在室外环境下对城市道路材料进行多光谱传感实验。本研究旨在对五种城市道路材料进行分类,它们是骨料、沥青、混凝土、粘土、天然纤维(包括植被和水)。多光谱传感传感器有9个摄像头。7个摄像头,配有窄带滤光片,中心光谱为710nm、730nm、750nm、800nm、870nm、905nm和950nm。其中一台带有720 nm归一化带的相机使用高通滤光片。另一种附有UV/IR切割滤光片的相机作为rgb相机。对采集的图像结果在MATLAB中进行处理,得到多光谱系统的成像指标结果。Naïve在Weka中使用贝叶斯分类器对有植被和水的城市道路材料进行分类。第一次分类测试对5种城市道路材料进行了分类,其中有植被和水的分类结果准确率在0% ~ 32%之间,没有植被和水的分类结果准确率在0% ~ 55%之间。
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