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Phase field model of fracture propagation and pressure evolution induced by fluid injection considering the effect of initial stress field in power generation test project of Gonghe Basin, China 考虑初始应力场影响的共和盆地发电试验工程注液裂缝扩展与压力演化相场模型
IF 4.7 3区 地球科学
China Geology Pub Date : 2026-01-01 Epub Date: 2026-02-20 DOI: 10.31035/cg2024034
Hong-wei Wang , Hai-dong Wu , He-juan Liu , Yong-bo Tie , Li-sha Hu , Lin-you Zhang , Xian-peng Jin
{"title":"Phase field model of fracture propagation and pressure evolution induced by fluid injection considering the effect of initial stress field in power generation test project of Gonghe Basin, China","authors":"Hong-wei Wang ,&nbsp;Hai-dong Wu ,&nbsp;He-juan Liu ,&nbsp;Yong-bo Tie ,&nbsp;Li-sha Hu ,&nbsp;Lin-you Zhang ,&nbsp;Xian-peng Jin","doi":"10.31035/cg2024034","DOIUrl":"10.31035/cg2024034","url":null,"abstract":"<div><div>Hydraulic stimulation technology is widely employed to enhance the permeability of geothermal reservoirs. Nevertheless, accurately predicting hydraulic fracture propagation in complex geological conditions remains challenging, thereby hindering the effective utilization of existing natural fractures. In this study, a phase field model was developed utilizing the finite element method to examine the influence of fluid presence, stress conditions, and natural fractures on the initiation and propagation of hydraulic fractures. The model employs Biot's poroelasticity theory to establish the coupling between the displacement field and the fluid field, while the phase field theory is applied to simulate fracture behavior. The results show that when σ<sub>x0</sub>/σ<sub>y0</sub> &lt; 3 or <em>q</em><sub>f</sub> &lt; 20 kg/(m<sup>3</sup>·s), the presence of natural fractures can alter the original propagation direction of hydraulic fractures. Conversely, in the absence of these conditions, the propagation path of natural fractures is predominantly influenced by the initial stress field. Furthermore, based on the analysis of breakdown pressure and damage area, the optimal intersection angle between natural fractures and hydraulic fractures is determined to range from 45° to 60°. Finally, once a dominant channel forms, initiating and propagating hydraulic fractures in other directions becomes increasingly difficult, even in highly fractured areas. This method tackles the challenges of initiating and propagating hydraulic fractures in complex geological conditions, providing a theoretical basis for optimizing Enhanced Geothermal System (EGS) projects.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"9 1","pages":"Pages 25-43"},"PeriodicalIF":4.7,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147426965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reservoir fluid type identification method based on deep learning: A case study of the Chang 1 Formation in the Jiyuan oilfield of the Ordos basin, China 基于深度学习的储层流体类型识别方法——以鄂尔多斯盆地姬塬油田长1组为例
IF 4.7 3区 地球科学
China Geology Pub Date : 2026-01-01 Epub Date: 2026-02-20 DOI: 10.31035/cg2025010
Wen-bo Li , Xiao-ye Wang , Lei He , Zhen-kai Zhang , Zeng-lin Hong , Ling-yi Liu , Dong-tao Li
{"title":"Reservoir fluid type identification method based on deep learning: A case study of the Chang 1 Formation in the Jiyuan oilfield of the Ordos basin, China","authors":"Wen-bo Li ,&nbsp;Xiao-ye Wang ,&nbsp;Lei He ,&nbsp;Zhen-kai Zhang ,&nbsp;Zeng-lin Hong ,&nbsp;Ling-yi Liu ,&nbsp;Dong-tao Li","doi":"10.31035/cg2025010","DOIUrl":"10.31035/cg2025010","url":null,"abstract":"<div><div>With the efficient and intelligent development of computer-based big data processing, applying machine learning methods to the processing and interpretation of logging data in the field of geophysical well logging has broad potential for improving production efficiency. Currently, the Jiyuan Oilfield in the Ordos Basin relies mainly on manual reprocessing and interpretation of old well logging data to identify different fluid types in low-contrast reservoirs, guiding subsequent production work. This study uses well logging data from the Chang 1 reservoir, partitioning the dataset based on individual wells for model training and testing. A deep learning model for intelligent reservoir fluid identification was constructed by incorporating the focal loss function. Comparative validations with five other models, including logistic regression (LR), naive Bayes (NB), gradient boosting decision trees (GBDT), random forest (RF), and support vector machine (SVM), show that this model demonstrates superior identification performance and significantly improves the accuracy of identifying oil-bearing fluids. Mutual information analysis reveals the model's differential dependency on various logging parameters for reservoir fluid identification. This model provides important references and a basis for conducting regional studies and revisiting old wells, demonstrating practical value that can be widely applied.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"9 1","pages":"Pages 60-74"},"PeriodicalIF":4.7,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147426966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing rock slope stability prediction using random forest machine learning: A case study 利用随机森林机器学习增强岩质边坡稳定性预测:一个案例研究
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2023102
Afiqah Ismail , Ahmad Safuan A Rashid , Ali Dehghanbanadaki , Rafiuddin Hakim Roslan , Mohd Firdaus Md Dan @ Azlan , Abd Wahid Rasib , Radzuan Saari , Mushairry Mustaffar , Azman Kassim , Rini Asnida Abdullah , Khairul Hazman Padil , Norbazlan Mohd Yusof , Norisam Abd Rahaman
{"title":"Enhancing rock slope stability prediction using random forest machine learning: A case study","authors":"Afiqah Ismail ,&nbsp;Ahmad Safuan A Rashid ,&nbsp;Ali Dehghanbanadaki ,&nbsp;Rafiuddin Hakim Roslan ,&nbsp;Mohd Firdaus Md Dan @ Azlan ,&nbsp;Abd Wahid Rasib ,&nbsp;Radzuan Saari ,&nbsp;Mushairry Mustaffar ,&nbsp;Azman Kassim ,&nbsp;Rini Asnida Abdullah ,&nbsp;Khairul Hazman Padil ,&nbsp;Norbazlan Mohd Yusof ,&nbsp;Norisam Abd Rahaman","doi":"10.31035/cg2023102","DOIUrl":"10.31035/cg2023102","url":null,"abstract":"<div><div>The prediction of slope stability is a complex nonlinear problem. This paper proposes a new method based on the random forest (RF) algorithm to study the rocky slopes stability. Taking the Bukit Merah, Perak and Twin Peak (Kuala Lumpur) as the study area, the slope characteristics of geometrical parameters are obtained from a multidisciplinary approach (consisting of geological, geotechnical, and remote sensing analyses). 18 factors, including rock strength, rock quality designation (RQD), joint spacing, continuity, openness, roughness, filling, weathering, water seepage, temperature, vegetation index, water index, and orientation, are selected to construct model input variables while the factor of safety (FOS) functions as an output. The area under the curve (AUC) value of the receiver operating characteristic (ROC) curve is obtained with precision and accuracy and used to analyse the predictive model ability. With a large training set and predicted parameters, an area under the ROC curve (the AUC) of 0.95 is achieved. A precision score of 0.88 is obtained, indicating that the model has a low false positive rate and correctly identifies a substantial number of true positives. The findings emphasise the importance of using a variety of terrain characteristics and different approaches to characterise the rock slope.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 691-706"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lishiite, (Ca2□)Sr3(CO3)5, a new burbankite mineral from carbonatite-syenite complex in Shaxiongdong, Hubei, China 李氏石,(Ca2□)Sr3(CO3)5,一种来自湖北沙雄洞碳酸岩-正长岩杂岩的新伯班特矿物
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2025163
Jie Dai , Xiao-dong Pan , Tong Wang , Guo-wu Li , Guan Wang , Shang-ke Xie , Jing Ren , Kun-yang Wang , Ting Li , Tao Wang , Jia-le He , Jin-sha Xu , Gan-fu Shen
{"title":"Lishiite, (Ca2□)Sr3(CO3)5, a new burbankite mineral from carbonatite-syenite complex in Shaxiongdong, Hubei, China","authors":"Jie Dai ,&nbsp;Xiao-dong Pan ,&nbsp;Tong Wang ,&nbsp;Guo-wu Li ,&nbsp;Guan Wang ,&nbsp;Shang-ke Xie ,&nbsp;Jing Ren ,&nbsp;Kun-yang Wang ,&nbsp;Ting Li ,&nbsp;Tao Wang ,&nbsp;Jia-le He ,&nbsp;Jin-sha Xu ,&nbsp;Gan-fu Shen","doi":"10.31035/cg2025163","DOIUrl":"10.31035/cg2025163","url":null,"abstract":"<div><div>Lishiite, (Ca<sub>2</sub>□)Sr<sub>3</sub>(CO<sub>3</sub>)<sub>5</sub>, is a new mineral species from Shaxiongdong, Hubei Province, China. It mainly occours as conchoidal crystals and with combination of hexagonal prism and pyramid and is associated with calcite, K-feldspar, albite, aegirine, apatite, and ancylite-(Ce)(?) and strontianite etc. Lishiite is brittle with conchiform fracture and has a Mohs hardness of approximately 4 and none cleavages were observed. The Vickers microhardness (VHN10) is 197.42 kg/mm<sup>2</sup> (range: 166.88 kg/mm<sup>2</sup> to 214.58 kg/mm<sup>2</sup>), and the calculated density of lishiite is 3.696 g/cm<sup>3 .</sup> Hand specimen of lishiite are yellow-brown. The empirical chemical formula of the lishiite is <sup><em>A</em></sup>(Ca<sub>1.18</sub>Sr<sub>0.25</sub>Na<sub>0.19</sub>□<sub>1.38</sub>)<sub>Σ3.00</sub> <sup><em>B</em></sup>[Sr<sub>2.17</sub>(Ce<sub>0.42</sub>La<sub>0.24</sub>Nd<sub>0.09</sub>Eu<sub>0.01</sub>)<sub>Σ0.76</sub> Ba<sub>0.07</sub>]<sub>Σ3.00</sub> (C<sub>5.05</sub>O<sub>15</sub>). As a member of the burbankite group, the general formula of lishiite follows the general formula <em>A</em><sub>3</sub><em>B</em><sub>3</sub>(CO<sub>3</sub>)<sub>5</sub>, where <em>A</em>=Na, Ca, or and <em>B</em>=Sr, Ba, <em>REE</em>, or Ca. Its crystal structure is hexagonal (space group <em>P</em>6<sub>3</sub><em>mc</em>) with unit cell parameters a=10.4898(5) Å, c=6.4167(5) Å, and V=611.47(6) Å<sup>3</sup>, characterized by layers of <em>A</em>O<sub>8</sub> and <em>B</em>O<sub>10</sub> polyhedra connected to [CO<sub>3</sub>]<sup>3−</sup> groups. The discovery of lishiite provides new insights into the evolutionary history of rare earth element (REE) carbonate deposit formation.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 797-805"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characteristics of strike-slip fault-related fractures and their controls on reservoir in Halahatang area, northern Tarim Basin 塔北哈拉哈塘地区走滑断裂相关裂缝特征及其对储层的控制作用
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2023085
Xiao-xu Liu , Guang-hui Wu , Li-xin Chen , Bing-shan Ma , Zhou Su , Bo Yang , Xia Wang , Bin Zhao
{"title":"Characteristics of strike-slip fault-related fractures and their controls on reservoir in Halahatang area, northern Tarim Basin","authors":"Xiao-xu Liu ,&nbsp;Guang-hui Wu ,&nbsp;Li-xin Chen ,&nbsp;Bing-shan Ma ,&nbsp;Zhou Su ,&nbsp;Bo Yang ,&nbsp;Xia Wang ,&nbsp;Bin Zhao","doi":"10.31035/cg2023085","DOIUrl":"10.31035/cg2023085","url":null,"abstract":"<div><div>The strike-slip fault system in the central Tarim Craton controls a complex petroleum system with estimated reserves exceeding 1×10<sup>9</sup> t, the fault-related fractures are important for hydrocarbon accumulation. In this paper, the basic parameters such as density and width of fractures are counted and classified, and the effects of fractures on reservoirs are analyzed. The results show that: (1) Structural fractures and stylolite were widely developed in Halahatang area and experienced at least three stages of activity based on the infilling materials and crosscutting relationship. (2) Fracture density, width, aperture, and dip angle vary in different wells, but the relationship between the above parameters and the distance to the fault core indicates the fracture differences in the fault damage zone and further provides a method to divide the inner units in the fault damage zone. In addition, oil and gas wells with high production mainly concentrate in the inner unit. (3) The infilling materials and degree of fractures vary. Fractures formed in the early stage are more filled and less open, while the fractures formed in the late stage are relatively less filled and more open. (4) Fractures improve porosity to a certain extent but greatly increase permeability, especially in the inner zone of fault damage zone with large quantity, multiple inclinations, less filling and large width. These features contribute to the formation of a higher-quality reservoir, further improving oil and gas production. This paper provides a quantitative characterization method for the study of strike-slip fault-related fracture-caved reservoirs, and points out that fault damage zone, especially the inner zone of the fault damage zone, is the potential goal for oil and gas exploration.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 740-753"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537195","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation on the fracture propagation for horizontal wells in hydrate reservoirs using a fluid-solid coupling discrete element method 用流固耦合离散元法研究水合物储层水平井裂缝扩展
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2024031
Jia-wei Zhang , Chang-ling Liu , Yong-chao Zhang , Le-le Liu , Yun-kai Ji
{"title":"Investigation on the fracture propagation for horizontal wells in hydrate reservoirs using a fluid-solid coupling discrete element method","authors":"Jia-wei Zhang ,&nbsp;Chang-ling Liu ,&nbsp;Yong-chao Zhang ,&nbsp;Le-le Liu ,&nbsp;Yun-kai Ji","doi":"10.31035/cg2024031","DOIUrl":"10.31035/cg2024031","url":null,"abstract":"<div><div>Hydraulic fracturing technology has played an important role in the exploitation of unconventional oil and gas resources, however, its application to gas hydrate reservoirs has been rarely studied. Currently, there is still limited understanding of the propagation and extension of fractures around the wellbore during the fracturing process of horizontal wells in hydrate reservoirs, as well as the stress interference patterns between fractures. This study simulates hydraulic fracturing processes in hydrate reservoirs using a fluid-solid coupling discrete element method (DEM), and analyzes the impacts of hydrate saturation and geological and engineering factors on fracture extension and stress disturbance. The results show that hydraulic fracturing is more effective when hydrate saturation exceeds 30% and that fracture pressure increases with saturation. The increase in horizontal stress differential enhances the directionality of fracture propagation and reduces stress disturbance. The distribution uniformity index (DUI) reveals that injection pressure is directly proportional to the number of main fractures and inversely proportional to fracturing time, with fracturing efficiency depending on the spacing between injection points and the distance between wells. This work may provide reference for the commercial exploitation of natural gas hydrates.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 765-778"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Zircon U-Pb dating of metagabbro masses from the Liwu Group Complex within the Taka dome: Geochronological constraints on the Indosinian–Yanshanian tectonic events in western Sichuan, China 塔卡巨丘里武群杂岩变质长岩锆石U-Pb定年:川西印支-燕山期构造事件的年代学约束
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2023126
Hong-chao Zhang , Hong-bing Zhou , Bo Yan , Chong-bo Sun , Yue-zhong Wang , Yun-chuan Zhao , Yao Wen , Ren-liang Cao , Yang Qin , Hong-qi Tan
{"title":"Zircon U-Pb dating of metagabbro masses from the Liwu Group Complex within the Taka dome: Geochronological constraints on the Indosinian–Yanshanian tectonic events in western Sichuan, China","authors":"Hong-chao Zhang ,&nbsp;Hong-bing Zhou ,&nbsp;Bo Yan ,&nbsp;Chong-bo Sun ,&nbsp;Yue-zhong Wang ,&nbsp;Yun-chuan Zhao ,&nbsp;Yao Wen ,&nbsp;Ren-liang Cao ,&nbsp;Yang Qin ,&nbsp;Hong-qi Tan","doi":"10.31035/cg2023126","DOIUrl":"10.31035/cg2023126","url":null,"abstract":"","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 865-868"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Global exploration trends and prospects for lithium, cobalt, and nickel battery metals in 2024 2024年锂、钴、镍电池金属的全球勘探趋势与展望
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2025150
Ji Chen , Yun Yu , Jian-feng Yang , Ben-Yang Xu , Qian Cao
{"title":"Global exploration trends and prospects for lithium, cobalt, and nickel battery metals in 2024","authors":"Ji Chen ,&nbsp;Yun Yu ,&nbsp;Jian-feng Yang ,&nbsp;Ben-Yang Xu ,&nbsp;Qian Cao","doi":"10.31035/cg2025150","DOIUrl":"10.31035/cg2025150","url":null,"abstract":"","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 869-870"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metallogenic characteristics and mineralization of supergiant gold deposits (223 t) in the northeastern margin of the Jiaolai Basin, Shandong Province: A review 山东胶莱盆地东北缘超大型金矿床(223 t)成矿特征及成矿作用
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2023122
Jun-wei Bo , Zheng-jiang Ding , Jun Deng , Feng-yue Sun , Kun-feng Qiu , Ming-chun Song
{"title":"Metallogenic characteristics and mineralization of supergiant gold deposits (223 t) in the northeastern margin of the Jiaolai Basin, Shandong Province: A review","authors":"Jun-wei Bo ,&nbsp;Zheng-jiang Ding ,&nbsp;Jun Deng ,&nbsp;Feng-yue Sun ,&nbsp;Kun-feng Qiu ,&nbsp;Ming-chun Song","doi":"10.31035/cg2023122","DOIUrl":"10.31035/cg2023122","url":null,"abstract":"<div><div>Since the first discovery of gold deposits on the northeastern margin of the Jiaolai Basin in Shandong Province at the end of the 20<sup>th</sup> century, seven medium-sized to large/super-large gold deposits have been identified in this region, with cumulative proven gold resources of 223 t. This study reviewed the metallogenic and geochemical characteristics of various gold deposits in this region, examined the sources of their ore-forming fluids and materials, as well as their gold metallogenic epochs and processes, and developed a gold metallogenic model. The gold deposits in this region are governed by both dense fractures and detachment structural systems along basin margins, primarily categorized into the altered rock type and the pyrite-bearing carbonate vein type. The latter type, a recently discovered mineralization type in the Jiaodong Peninsula, enjoys high gold grade, a large scale, and high gold mineral fineness, suggesting considerable prospecting potential. Both types of gold deposits show metallogenic epochs ranging from 116 Ma to 119 Ma. Their ore-forming fluids are identified as a CO<sub>2</sub>-NaCl-H<sub>2</sub>O fluid system characterized by moderate to low temperatures, moderate to low salinity, and low density, with the pyrite-bearing carbonate vein-type gold deposits manifesting slightly higher salinity. The C-H-O, S, and Pb isotopes of hydrothermal minerals reveal that the ore-forming fluids and materials are characteristic of crust-mantle mixing. Specifically, they were derived from mantle fluids in the early stages, mixed with stratum water and meteoric water in the later stages for mineralization. The gold metallogenic process is identified as follows: During the Early Cretaceous, the subduction of the Pacific Plate and the destruction of the North China Craton led to asthenospheric upwelling. The resulting fluids, after metasomatizing the enriched mantle, differentiated and evolved into C-H-O ore-bearing fluids, which were then mixed with crustal fluids. The mixed fluids migrated to the shallow crust, where they mingled with stratum water and meteoric water. Then, the fluids underwent unloading and final mineralization in detachment fault tectonic systems on basin margins. Due to differences in mixed crustal materials or the surrounding rocks involved in water-rock interactions, altered rock- and pyrite-bearing carbonate vein-type gold deposits were formed in acidic and alkaline fluid environments, respectively.</div></div>","PeriodicalId":45329,"journal":{"name":"China Geology","volume":"8 4","pages":"Pages 806-842"},"PeriodicalIF":4.7,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145537185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impacts of random negative training datasets on machine learning-based geologic hazard susceptibility assessment 随机负训练数据集对基于机器学习的地质灾害易感性评估的影响
IF 4.7 3区 地球科学
China Geology Pub Date : 2025-11-25 Epub Date: 2025-11-18 DOI: 10.31035/cg2024094
Hao Cheng , Wei Hong , Zhen-kai Zhang , Zeng-lin Hong , Zi-yao Wang , Yu-xuan Dong
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