The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China

Since polymetallic ores show higher anomalies in gravity exploration methods, we usually obtain the position and range of ore bodies by density inversion of gravity data. The three-dimensional (3D) gravity focusing density inversion is a common interpretation method in mineral exploration, which can...

Full description

Bibliographic Details
Main Authors: Qingfa Meng, Guoqing Ma, Taihan Wang, Shengqing Xiong
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Minerals
Subjects:
Online Access:https://www.mdpi.com/2075-163X/10/9/741
id doaj-5308ab6d750748feacff848ba806ce7a
record_format Article
spelling doaj-5308ab6d750748feacff848ba806ce7a2020-11-25T03:26:56ZengMDPI AGMinerals2075-163X2020-08-011074174110.3390/min10090741The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, ChinaQingfa Meng0Guoqing Ma1Taihan Wang2Shengqing Xiong3College of Geo-Exploration Sciences and Technology, Jilin University, Changchun 130026, ChinaCollege of Geo-Exploration Sciences and Technology, Jilin University, Changchun 130026, ChinaCollege of Geo-Exploration Sciences and Technology, Jilin University, Changchun 130026, ChinaChina Aerogeophysical Survey and Remote Sensing Center for Land and Resources, Beijing 100083, ChinaSince polymetallic ores show higher anomalies in gravity exploration methods, we usually obtain the position and range of ore bodies by density inversion of gravity data. The three-dimensional (3D) gravity focusing density inversion is a common interpretation method in mineral exploration, which can directly and quantitatively obtain the density distribution of subsurface targets. However, in actual cases, it is computation inefficient. We proposed the preconditioned Jacobian-free Newton-Krylov (JFNK) method to accomplish the focusing inversion. The JFNK method is an efficient algorithm in solving large sparse systems of nonlinear equations, and we further accelerate the inversion process by the preconditioned technique. In the actual area, the gravity anomalies are distributed on the naturally undulating surface. Nowadays, the gravity inversion under undulating terrain was mainly achieved by discretizing the ground into unstructured meshes, but it is complicated and time-consuming. To improve the practicality, we presented an equivalent-dimensional method that incorporates unstructured meshes with structured meshes in gravity inversion, and the horizontal size is determined by the gradient of observed gravity and terrain data. The small size meshes are adopted at the position where the terrain or gravity gradient is large. We used synthetic data with undulating-terrain to test our new method. The results indicated that the recovered model obtained by this method was similar to the inversion method of unstructured meshes, and the new method computes faster. We also applied the method to field data in Huayangchuan, Shaanxi Province. The survey area has complicated terrain conditions and contains multiple polymetallic ores. Based on the high-density characteristics of polymetallic ore bodies in the area, we calculate the field data into 3D density models of the subsurface by the preconditioned JFNK method and infer six polymetallic ores.https://www.mdpi.com/2075-163X/10/9/741preconditioned jacobian-free Newton-Krylov (JFNK) methodundulating terraingravity focusing density inversionadaptive equivalent-dimensionpolymetallic mineralsunstructured mesh and structured mesh
collection DOAJ
language English
format Article
sources DOAJ
author Qingfa Meng
Guoqing Ma
Taihan Wang
Shengqing Xiong
spellingShingle Qingfa Meng
Guoqing Ma
Taihan Wang
Shengqing Xiong
The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
Minerals
preconditioned jacobian-free Newton-Krylov (JFNK) method
undulating terrain
gravity focusing density inversion
adaptive equivalent-dimension
polymetallic minerals
unstructured mesh and structured mesh
author_facet Qingfa Meng
Guoqing Ma
Taihan Wang
Shengqing Xiong
author_sort Qingfa Meng
title The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
title_short The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
title_full The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
title_fullStr The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
title_full_unstemmed The Efficient 3D Gravity Focusing Density Inversion Based on Preconditioned JFNK Method under Undulating Terrain: A Case Study from Huayangchuan, Shaanxi Province, China
title_sort efficient 3d gravity focusing density inversion based on preconditioned jfnk method under undulating terrain: a case study from huayangchuan, shaanxi province, china
publisher MDPI AG
series Minerals
issn 2075-163X
publishDate 2020-08-01
description Since polymetallic ores show higher anomalies in gravity exploration methods, we usually obtain the position and range of ore bodies by density inversion of gravity data. The three-dimensional (3D) gravity focusing density inversion is a common interpretation method in mineral exploration, which can directly and quantitatively obtain the density distribution of subsurface targets. However, in actual cases, it is computation inefficient. We proposed the preconditioned Jacobian-free Newton-Krylov (JFNK) method to accomplish the focusing inversion. The JFNK method is an efficient algorithm in solving large sparse systems of nonlinear equations, and we further accelerate the inversion process by the preconditioned technique. In the actual area, the gravity anomalies are distributed on the naturally undulating surface. Nowadays, the gravity inversion under undulating terrain was mainly achieved by discretizing the ground into unstructured meshes, but it is complicated and time-consuming. To improve the practicality, we presented an equivalent-dimensional method that incorporates unstructured meshes with structured meshes in gravity inversion, and the horizontal size is determined by the gradient of observed gravity and terrain data. The small size meshes are adopted at the position where the terrain or gravity gradient is large. We used synthetic data with undulating-terrain to test our new method. The results indicated that the recovered model obtained by this method was similar to the inversion method of unstructured meshes, and the new method computes faster. We also applied the method to field data in Huayangchuan, Shaanxi Province. The survey area has complicated terrain conditions and contains multiple polymetallic ores. Based on the high-density characteristics of polymetallic ore bodies in the area, we calculate the field data into 3D density models of the subsurface by the preconditioned JFNK method and infer six polymetallic ores.
topic preconditioned jacobian-free Newton-Krylov (JFNK) method
undulating terrain
gravity focusing density inversion
adaptive equivalent-dimension
polymetallic minerals
unstructured mesh and structured mesh
url https://www.mdpi.com/2075-163X/10/9/741
work_keys_str_mv AT qingfameng theefficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT guoqingma theefficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT taihanwang theefficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT shengqingxiong theefficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT qingfameng efficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT guoqingma efficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT taihanwang efficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
AT shengqingxiong efficient3dgravityfocusingdensityinversionbasedonpreconditionedjfnkmethodunderundulatingterrainacasestudyfromhuayangchuanshaanxiprovincechina
_version_ 1724590398799609856