Developing Beach Litter Monitoring System Based on Reflectance Characteristics and its Abundance

I. M. O. G. Antara, I. W. Nuarsa, I. Sudarma, I. G. Hendrawan, Muhammad Reza Cordova
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Abstract

Marine litter is a major global problem; it originates on land and enters the ocean via rivers, coastal erosion, and extreme events. Over time, marine litter collects in coastal areas. As a result, the research on litter dispersal and buildup is critical for successful coastal area management. Addressing the knowledge gap is critical for establishing successful solutions to fight that problem. In recent years, a variety of remote sensing techniques have been used to better understand litter abundance, distribution patterns, and dynamics in marine as well as coastal eco-systems. Marine litter detection and quantification are carried out using aircraft-based imaging systems, satellite images, and unmanned aerial vehicles (UAVs). The purpose of this study was to create a beach litter monitoring system or technical reference using a small UAV and geographic information system (GIS), with the test location at Batu Belig Beach, Badung Regency, Bali, Indonesia. The box-plot approach was used to determine the reflec - tance threshold on the orthophoto. GIS is used to determine the regions with and without litter based on the set threshold values. To verify the model, Slovin’s Formula was used to collect the sample, with a confusion matrix indicating an accuracy of 80%. This monitoring system provides a simple approach for identifying and measuring litter, even with only one person handling the entire operation. The outcomes of this analysis indicated that the majority of litter at the study location was made up of white plastic bags and styrofoam. As a last step, portraying litter abundance as a percentage per square meter was considered.
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开发基于反射特性及其丰度的海滩垃圾监测系统
海洋垃圾是一个重大的全球性问题;它源自陆地,通过河流、海岸侵蚀和极端事件进入海洋。随着时间的推移,海洋垃圾会在沿海地区聚集。因此,研究垃圾的扩散和堆积对成功的沿海地区管理至关重要。填补知识空白对于成功解决这一问题至关重要。近年来,人们利用各种遥感技术来更好地了解海洋和沿岸生态系统中垃圾的丰度、分 布模式和动态。海洋垃圾的探测和量化是通过飞机成像系统、卫星图像和无人机(UAV)来实现的。本研究的目的是利用小型无人飞行器和地理信息系统(GIS)创建海滩垃圾监测系统或技术参考,测试地点位于印度尼西亚巴厘岛巴东区的巴图贝里格海滩。采用箱形图法确定正射影像上的反射阈值。根据设定的阈值,使用地理信息系统确定有垃圾和无垃圾的区域。为验证模型,使用斯洛文公式收集样本,混淆矩阵显示准确率为 80%。该监测系统为识别和测量垃圾提供了一种简单的方法,即使只有一个人处理整个操作。分析结果表明,研究地点的大部分垃圾由白色塑料袋和发泡胶组成。作为最后一步,我们考虑了以每平方米的百分比来描述垃圾的丰度。
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