An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System

Coal production in opencast mining generates substantial waste materials, which are typically delivered to an on-site waste dump. As a large artificial loose pile, such dumps have a special multi-berm structure accompanied by some security issues due to wind and water erosion. Highly accurate digita...

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Bibliographic Details
Main Authors: He Ren, Yanling Zhao, Wu Xiao, Xin Wang, Tao Sui
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Remote Sensing
Subjects:
UAS
DSM
Online Access:https://www.mdpi.com/2072-4292/12/10/1623
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spelling doaj-dc2a6013f9ef415cb36ddd9dee1a97872020-11-25T03:22:09ZengMDPI AGRemote Sensing2072-42922020-05-01121623162310.3390/rs12101623An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle SystemHe Ren0Yanling Zhao1Wu Xiao2Xin Wang3Tao Sui4Institute of Land Reclamation and Ecological Restoration, China University of Mining and Technology (Beijing), Beijing 100083, ChinaInstitute of Land Reclamation and Ecological Restoration, China University of Mining and Technology (Beijing), Beijing 100083, ChinaDepartment of Land Management, Zhejiang University, Hangzhou 310058, ChinaInstitute of Land Reclamation and Ecological Restoration, China University of Mining and Technology (Beijing), Beijing 100083, ChinaInstitute of Land Reclamation and Ecological Restoration, China University of Mining and Technology (Beijing), Beijing 100083, ChinaCoal production in opencast mining generates substantial waste materials, which are typically delivered to an on-site waste dump. As a large artificial loose pile, such dumps have a special multi-berm structure accompanied by some security issues due to wind and water erosion. Highly accurate digital surface models (DSMs) provide the basic information for detection and analysis of elevation change. Low-cost unmanned aerial vehicle systems (UAS) equipped with a digital camera have become a useful tool for DSM reconstruction. To achieve high-quality UAS products, consideration of the number and configuration of ground control points (GCPs) is required. Although increasing of GCPs will improve the accuracy of UAS products, the workload of placing GCPs is difficult and laborious, especially in a multi-berm structure such as a waste dump. Thus, the aim of this study is to propose an improved GCPs configuration to generate accurate DSMs of a waste dump to obtain accurate elevation information, with less time and fewer resources. The results of this study suggest that: (1) the vertical accuracy of DSMs is affected by the number of GCPs and their configuration. (2) Under a set number of GCPs, a difference of accuracy is obtained when the GCPs are located on different berms. (3) For the same number of GCPs, the type 4 (GCPs located on the 1st and 4th berms) in the study is the best configuration for higher vertical accuracy compared with other types. The principal objective of this study provides an effective GCP configuration for DSM construction of coal waste dumps with four berms, and also a reference for engineering piles using multiple berms.https://www.mdpi.com/2072-4292/12/10/1623opencast miningwaste dumpsmultiple bermsUASDSMground control points
collection DOAJ
language English
format Article
sources DOAJ
author He Ren
Yanling Zhao
Wu Xiao
Xin Wang
Tao Sui
spellingShingle He Ren
Yanling Zhao
Wu Xiao
Xin Wang
Tao Sui
An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
Remote Sensing
opencast mining
waste dumps
multiple berms
UAS
DSM
ground control points
author_facet He Ren
Yanling Zhao
Wu Xiao
Xin Wang
Tao Sui
author_sort He Ren
title An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
title_short An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
title_full An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
title_fullStr An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
title_full_unstemmed An Improved Ground Control Point Configuration for Digital Surface Model Construction in a Coal Waste Dump Using an Unmanned Aerial Vehicle System
title_sort improved ground control point configuration for digital surface model construction in a coal waste dump using an unmanned aerial vehicle system
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2020-05-01
description Coal production in opencast mining generates substantial waste materials, which are typically delivered to an on-site waste dump. As a large artificial loose pile, such dumps have a special multi-berm structure accompanied by some security issues due to wind and water erosion. Highly accurate digital surface models (DSMs) provide the basic information for detection and analysis of elevation change. Low-cost unmanned aerial vehicle systems (UAS) equipped with a digital camera have become a useful tool for DSM reconstruction. To achieve high-quality UAS products, consideration of the number and configuration of ground control points (GCPs) is required. Although increasing of GCPs will improve the accuracy of UAS products, the workload of placing GCPs is difficult and laborious, especially in a multi-berm structure such as a waste dump. Thus, the aim of this study is to propose an improved GCPs configuration to generate accurate DSMs of a waste dump to obtain accurate elevation information, with less time and fewer resources. The results of this study suggest that: (1) the vertical accuracy of DSMs is affected by the number of GCPs and their configuration. (2) Under a set number of GCPs, a difference of accuracy is obtained when the GCPs are located on different berms. (3) For the same number of GCPs, the type 4 (GCPs located on the 1st and 4th berms) in the study is the best configuration for higher vertical accuracy compared with other types. The principal objective of this study provides an effective GCP configuration for DSM construction of coal waste dumps with four berms, and also a reference for engineering piles using multiple berms.
topic opencast mining
waste dumps
multiple berms
UAS
DSM
ground control points
url https://www.mdpi.com/2072-4292/12/10/1623
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