The deformation and failure of the surrounding rock mass is a key issue during the construction of large-scale underground powerhouse, and large discontinuities are likely to cause this problem in the presence of complex geological structures. This article takes the right bank underground powerhouse of the Baihetan Hydropower Station as a case study. In this case, deformation mutation of the surrounding rock mass occurred in the south section of the main powerhouse, with the maximum deformation reaching 178 mm, and the deformation and failure of different parts showed differences. A comprehensive study integrating field survey, site monitoring, laboratory test and numerical simulation was carried out. By field survey and monitoring, characteristics of deformation and failure are described, and the spatiotemporal difference in deformation is analysed. The stress evolution during excavation is studied based on numerical simulations, the mechanical response of rock is derived through laboratory tests, and the mechanism of spatiotemporal difference is revealed. The results indicate that the main reason for the spatiotemporal difference is the presence of slightly inclining interlayer shear zone C4. In the south section, the excavation-induced stress concentration at the arch was enhanced due to C4, with the maximum principal stress exceeding 70 MPa, and the high compressive stress here triggered the deformation mutation of surrounding rock mass. After undergoing a stress path from concentration to unloading, the surrounding rock mass at the downstream sidewall was seriously damaged, and its deformation also mutated under approximately vertical stress. The mutation resulted in the uneven spatial distribution, large increment and time-dependent feature of deformation.
{"title":"Spatiotemporal difference of deformation and failure affected by a large discontinuity in the surrounding rock mass: A case study at the Baihetan underground powerhouse","authors":"An-chi Shi, Meng Wang, Hai-bo Li, Fei Yuan, Hong-chuan Yan, Jia-wen Zhou","doi":"10.1002/gj.4949","DOIUrl":"10.1002/gj.4949","url":null,"abstract":"<p>The deformation and failure of the surrounding rock mass is a key issue during the construction of large-scale underground powerhouse, and large discontinuities are likely to cause this problem in the presence of complex geological structures. This article takes the right bank underground powerhouse of the Baihetan Hydropower Station as a case study. In this case, deformation mutation of the surrounding rock mass occurred in the south section of the main powerhouse, with the maximum deformation reaching 178 mm, and the deformation and failure of different parts showed differences. A comprehensive study integrating field survey, site monitoring, laboratory test and numerical simulation was carried out. By field survey and monitoring, characteristics of deformation and failure are described, and the spatiotemporal difference in deformation is analysed. The stress evolution during excavation is studied based on numerical simulations, the mechanical response of rock is derived through laboratory tests, and the mechanism of spatiotemporal difference is revealed. The results indicate that the main reason for the spatiotemporal difference is the presence of slightly inclining interlayer shear zone C<sub>4</sub>. In the south section, the excavation-induced stress concentration at the arch was enhanced due to C<sub>4</sub>, with the maximum principal stress exceeding 70 MPa, and the high compressive stress here triggered the deformation mutation of surrounding rock mass. After undergoing a stress path from concentration to unloading, the surrounding rock mass at the downstream sidewall was seriously damaged, and its deformation also mutated under approximately vertical stress. The mutation resulted in the uneven spatial distribution, large increment and time-dependent feature of deformation.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140154326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Huaiwei Feng, Shumei Xu, Hou Xubo, Cui Hongzhuang, Jinduo Wang
The Dunhuang Basin, situated in western China along the Altyn Tagh Fault (ATF) zone, intersects the Tethys and Paleo-Asian Ocean tectonic domains. Influenced by both the ATF system and the far-field effects of the Qiangtang-Lhasa-Eurasia collision during the Mesozoic, the mechanism of the Jurassic sedimentary migration of the basin in response to tectonic movements is unclear so far. The paper uses a comprehensive approach, including field geological surveys, lithologic and lithofacies discern, stratigraphic relationships analysis and 2D seismic profile interpretation, to examine the distribution of Jurassic residual strata in the basin. The comprehensive results of our study suggest that the Dunhuang Basin exists as an isolated block with unique tectonic and sedimentary evolution characteristics. In the Early Jurassic, the Dunhuang Basin underwent initial rifting, leading to the formation of small segmented intermontane sags. This phase was marked by the coarse particle sedimentary system of alluvial fans and braided rivers, represented the near source rapid deposition in the initial formation period of the basin. Stratigraphic distribution was primarily influenced by pre-Jurassic basement topography and was not significantly constrained by faulting during this period. The formation of these isolated discontinuous small intermontane sags indicates the segmented activities of the ATF in the Early Jurassic period. In the Middle Jurassic period, influenced by the ATF dextral strike-slip faulting, sedimentation extended eastward and the depocenter migrated clockwise compared with the distribution of the Middle Jurassic strata within the Dunhuang Basin. This period witnessed the development of coal measure strata at the basin's margins and lacustrine fine-grained clastic deposition in the centre. The segmented fracture of the ATF gradually initiated a unified dextral strike-slip tectonic movement. In the Late Jurassic period, sedimentary strata were locally present in the Wanyao Sag but absent in other sags. The depocenter migrated counterclockwise compared with the distribution of Middle Jurassic strata within the Dunhuang Basin, due to regional uplift accompanied by the ATF sinistral strike-slip faulting caused by the collision between the Lhasa Block and the Eurasia Plate. The depocenter migration of the Dunhuang Basin constrained within the ATF system from the Early to Middle and Late Jurassic can be attributed to the transition of the ATF strike-slip faulting in context of the stress relaxation and compression between the collision of the Qiangtang and Lhasa blocks to the Eurasia Plate, respectively.
{"title":"Jurassic sedimentary migration characteristics and their geodynamic implications in the Dunhuang Basin and adjacent regions, Northwestern China","authors":"Huaiwei Feng, Shumei Xu, Hou Xubo, Cui Hongzhuang, Jinduo Wang","doi":"10.1002/gj.4943","DOIUrl":"10.1002/gj.4943","url":null,"abstract":"<p>The Dunhuang Basin, situated in western China along the Altyn Tagh Fault (ATF) zone, intersects the Tethys and Paleo-Asian Ocean tectonic domains. Influenced by both the ATF system and the far-field effects of the Qiangtang-Lhasa-Eurasia collision during the Mesozoic, the mechanism of the Jurassic sedimentary migration of the basin in response to tectonic movements is unclear so far. The paper uses a comprehensive approach, including field geological surveys, lithologic and lithofacies discern, stratigraphic relationships analysis and 2D seismic profile interpretation, to examine the distribution of Jurassic residual strata in the basin. The comprehensive results of our study suggest that the Dunhuang Basin exists as an isolated block with unique tectonic and sedimentary evolution characteristics. In the Early Jurassic, the Dunhuang Basin underwent initial rifting, leading to the formation of small segmented intermontane sags. This phase was marked by the coarse particle sedimentary system of alluvial fans and braided rivers, represented the near source rapid deposition in the initial formation period of the basin. Stratigraphic distribution was primarily influenced by pre-Jurassic basement topography and was not significantly constrained by faulting during this period. The formation of these isolated discontinuous small intermontane sags indicates the segmented activities of the ATF in the Early Jurassic period. In the Middle Jurassic period, influenced by the ATF dextral strike-slip faulting, sedimentation extended eastward and the depocenter migrated clockwise compared with the distribution of the Middle Jurassic strata within the Dunhuang Basin. This period witnessed the development of coal measure strata at the basin's margins and lacustrine fine-grained clastic deposition in the centre. The segmented fracture of the ATF gradually initiated a unified dextral strike-slip tectonic movement. In the Late Jurassic period, sedimentary strata were locally present in the Wanyao Sag but absent in other sags. The depocenter migrated counterclockwise compared with the distribution of Middle Jurassic strata within the Dunhuang Basin, due to regional uplift accompanied by the ATF sinistral strike-slip faulting caused by the collision between the Lhasa Block and the Eurasia Plate. The depocenter migration of the Dunhuang Basin constrained within the ATF system from the Early to Middle and Late Jurassic can be attributed to the transition of the ATF strike-slip faulting in context of the stress relaxation and compression between the collision of the Qiangtang and Lhasa blocks to the Eurasia Plate, respectively.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140154410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The Ramagiri greenstone terrane (RGT) of Central Dharwar craton, India, is recognized as remnants of Archean oceanic crust squeezed between ancient proto-continental terranes. The granites and gneisses formed as a result of partial melting, resisted subduction and collided, sinking the intervening ocean basin. The geochemical characteristics of the bimodal metavolcanics of RGT were carefully assessed using suitable proxy. An insight into them suggests that the mafic rocks bear characteristics of island arc tholeiites belonging to suprasubduction zone setting, as corroborated by their low TiO2/Yb (avg 443) and high Th/Nb (avg 0.8). Their high V/Ti (avg 0.3) ratio points towards a mantle source that has been influenced by subduction, whereas low Ti/Yb echoes high degrees of shallow melting with little residual garnet. The felsic rocks on the other hand are metaluminous–peraluminous, mostly calc-alkaline and geochemically akin to I- and S-type syncollisional and volcanic arc granite emplaced during intercontinent collision. Their immobile element plot with low Nb + Y (avg 25) concentration also points towards a volcanic arc environment.
印度中达瓦尔克拉通的拉玛吉里绿岩地层(Ramagiri greenstone terrane,RGT)被认为是挤压在古老的原大陆地层之间的阿新世大洋地壳的残余。花岗岩和片麻岩因部分熔融而形成,抵御了俯冲并发生碰撞,使中间的洋盆下沉。我们使用合适的替代物对 RGT 双峰变质岩的地球化学特征进行了仔细评估。对它们的深入研究表明,这些岩浆岩具有属于超俯冲带环境的岛弧透辉岩的特征,其低 TiO2/Yb(平均 443)和高 Th/Nb(平均 0.8)证实了这一点。它们的高V/Ti(平均0.3)比值表明地幔源受到俯冲的影响,而低Ti/Yb则反映了浅熔化程度高,残留石榴石少。另一方面,长英岩为金属铝-高铝质,大部分为钙碱性,地球化学性质类似于大陆间碰撞过程中堆积的 I 型和 S 型同步碰撞花岗岩和火山弧花岗岩。它们的不动元素图与低 Nb + Y(平均 25)浓度也表明了火山弧环境。
{"title":"Petrogenetic evolution of Ramagiri greenstone terrane, Central Dharwar craton, Andhra Pradesh, India: Unravelling ancient oceanic basin of Archean Earth","authors":"Sukanya Chaudhury, Lakshmi Mehera, Prasun Ghosh, Biswajit Ghosh","doi":"10.1002/gj.4940","DOIUrl":"10.1002/gj.4940","url":null,"abstract":"<p>The Ramagiri greenstone terrane (RGT) of Central Dharwar craton, India, is recognized as remnants of Archean oceanic crust squeezed between ancient proto-continental terranes. The granites and gneisses formed as a result of partial melting, resisted subduction and collided, sinking the intervening ocean basin. The geochemical characteristics of the bimodal metavolcanics of RGT were carefully assessed using suitable proxy. An insight into them suggests that the mafic rocks bear characteristics of island arc tholeiites belonging to suprasubduction zone setting, as corroborated by their low TiO<sub>2</sub>/Yb (avg 443) and high Th/Nb (avg 0.8). Their high V/Ti (avg 0.3) ratio points towards a mantle source that has been influenced by subduction, whereas low Ti/Yb echoes high degrees of shallow melting with little residual garnet. The felsic rocks on the other hand are metaluminous–peraluminous, mostly calc-alkaline and geochemically akin to I- and S-type syncollisional and volcanic arc granite emplaced during intercontinent collision. Their immobile element plot with low Nb + Y (avg 25) concentration also points towards a volcanic arc environment.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140126127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yi Zeng, Khalid Elbaz, Wang Xiong, Xiao-Long Zhang, Shui-Long Shen
Tunnelling in complex geological strata is a challenging task that can affect the performance of shield machines and result in unexpected hazards. Therefore, extensive knowledge of unfavourable environments and shield operational parameters is essential for ensuring successful and safe tunnelling. This study aims to analyse the geological and hydrological conditions of the Chunfeng Tunnel and present the key construction technologies of a large slurry shield machine when crossing complex strata. To this end, attempts were made to (i) discuss the geological and environmental challenges encountered during the tunnelling process and present some early interpretations based on the database information, (ii) analyse the factors affecting tunnel performance and simulate the ground surface settlement along the tunnel alignment and (iii) discuss the countermeasures under adverse ground conditions and propose future directions. The results revealed that tunnelling in fault zones with soft upper and hard lower strata led to severe wear of disc cutters and controlling the tunnelling parameters could provide a suitable method for adjusting the construction process. This study leveraged extensive experience gained during tunnelling using a large slurry shield machine, with special emphasis on mixed ground strata, by providing valuable insights and suggested responses for effective tunnelling strategies.
{"title":"Geological challenges of tunnelling using large slurry shield machine in dense urban centre","authors":"Yi Zeng, Khalid Elbaz, Wang Xiong, Xiao-Long Zhang, Shui-Long Shen","doi":"10.1002/gj.4942","DOIUrl":"10.1002/gj.4942","url":null,"abstract":"<p>Tunnelling in complex geological strata is a challenging task that can affect the performance of shield machines and result in unexpected hazards. Therefore, extensive knowledge of unfavourable environments and shield operational parameters is essential for ensuring successful and safe tunnelling. This study aims to analyse the geological and hydrological conditions of the Chunfeng Tunnel and present the key construction technologies of a large slurry shield machine when crossing complex strata. To this end, attempts were made to (i) discuss the geological and environmental challenges encountered during the tunnelling process and present some early interpretations based on the database information, (ii) analyse the factors affecting tunnel performance and simulate the ground surface settlement along the tunnel alignment and (iii) discuss the countermeasures under adverse ground conditions and propose future directions. The results revealed that tunnelling in fault zones with soft upper and hard lower strata led to severe wear of disc cutters and controlling the tunnelling parameters could provide a suitable method for adjusting the construction process. This study leveraged extensive experience gained during tunnelling using a large slurry shield machine, with special emphasis on mixed ground strata, by providing valuable insights and suggested responses for effective tunnelling strategies.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140126039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Haifeng Li, Zhiliang Chen, Lei Zhu, Lin Tang, Guanfei Liu, Liming Qu, Xin Liao, Zhijun Wang, Zi Zeng, Zuowen Zhou
Malan loess possesses unfavourable engineering mechanical properties that may vary depending on the geological context in which it exists. In the context of roadbed loading, the structural characteristics of the loess roadbed often result in uneven settlement, which significantly impacts transportation safety. To investigate the dynamic behaviour of loess under the influence of vehicle loading, groups of dynamic rebound modulus tests were conducted using a dynamic triaxial apparatus. Three key aspects are highlighted: compaction degree, moisture content and stress state. The results reveal that the dynamic rebound modulus of loess tends to increase with higher compaction degrees, decrease with increased moisture content and rise under greater confining pressure. For Maran loess, the water content has the greatest influence on its physical and mechanical properties. Under conditions of a confining pressure of 60 kPa and a deviatoric stress of 30 kPa, as the moisture content increased from w = 9% to w = 18%, the minimum dynamic rebound modulus decreased by 63%.
马兰黄土具有不利的工程机械特性,这些特性可能因其所处的地质环境而异。在路基加载的情况下,黄土路基的结构特征往往会导致不均匀沉降,从而严重影响交通安全。为了研究黄土在车辆荷载影响下的动态行为,使用动态三轴仪器进行了多组动态回弹模量测试。重点研究了三个关键方面:压实度、含水量和应力状态。结果表明,黄土的动态回弹模量随着压实度的增加而增大,随着含水量的增加而减小,并在较大的约束压力下增大。对于马兰黄土而言,含水量对其物理和机械特性的影响最大。在约束压力为 60 千帕、偏差应力为 30 千帕的条件下,随着含水量从 w = 9% 增加到 w = 18%,最小动回弹模量下降了 63%。
{"title":"Dynamic properties of Malan loess based on triaxial shear tests","authors":"Haifeng Li, Zhiliang Chen, Lei Zhu, Lin Tang, Guanfei Liu, Liming Qu, Xin Liao, Zhijun Wang, Zi Zeng, Zuowen Zhou","doi":"10.1002/gj.4941","DOIUrl":"10.1002/gj.4941","url":null,"abstract":"<p>Malan loess possesses unfavourable engineering mechanical properties that may vary depending on the geological context in which it exists. In the context of roadbed loading, the structural characteristics of the loess roadbed often result in uneven settlement, which significantly impacts transportation safety. To investigate the dynamic behaviour of loess under the influence of vehicle loading, groups of dynamic rebound modulus tests were conducted using a dynamic triaxial apparatus. Three key aspects are highlighted: compaction degree, moisture content and stress state. The results reveal that the dynamic rebound modulus of loess tends to increase with higher compaction degrees, decrease with increased moisture content and rise under greater confining pressure. For Maran loess, the water content has the greatest influence on its physical and mechanical properties. Under conditions of a confining pressure of 60 kPa and a deviatoric stress of 30 kPa, as the moisture content increased from <i>w</i> = 9% to <i>w</i> = 18%, the minimum dynamic rebound modulus decreased by 63%.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140115756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Following the latest Permian mass extinction (LPME), abundant unusual sedimentary features and fabrics were widely distributed in Early Triassic carbonate platforms. As a unique type of carbonate grain, spheroids from the Lower Triassic are infrequently reported, yet differ significantly from giant ooids and oncoids. Griesbachian micritic spheroids are well preserved in the Lower Triassic Feixianguan Formation at the Baimiaozi (BMZ) outcrop in Beibei, Chongqing, southwestern China. These spheroids (diameter: 3.9–10.8 mm) were in a marl layer interbedded with massive oolites. They were deposited in the wave troughs of ripple marks comprising micritic clots, sparry calcite, clay minerals, organic matter and pyrite. A microbial spheroid origin is implied based on the coccoidal microbes (coccoid-like microspherules and bacterial clump-like microspherules), numerous pyrite framboids (indications suggest the presence of many sulphate-reducing bacteria and the high iron content in seawater can promote nitrogen-fixing cyanobacteria proliferation) and microbial-derived microspherules. The dark-coloured matrix between the spheroids primarily included microcrystalline calcite, clay minerals, organic matter and metazoan fossils. The spherical and ellipsoidal shapes of the spheroids suggested rapid accretion and lithification. As a unique carbonate depositional mode, Greisbachian spheroids may have been recorded for a palaeo-ocean with dysoxic and calcium carbonate supersaturation shortly after the LPME.
{"title":"Early Triassic (Griesbachian) spheroids in Beibei, Chongqing, Southwestern China: Characteristics, cause and implications for palaeo-oceanic conditions","authors":"Xiong Duan, Dongxun Yuan, Dan Qiao, Zhiqiang Shi","doi":"10.1002/gj.4939","DOIUrl":"10.1002/gj.4939","url":null,"abstract":"<p>Following the latest Permian mass extinction (LPME), abundant unusual sedimentary features and fabrics were widely distributed in Early Triassic carbonate platforms. As a unique type of carbonate grain, spheroids from the Lower Triassic are infrequently reported, yet differ significantly from giant ooids and oncoids. Griesbachian micritic spheroids are well preserved in the Lower Triassic Feixianguan Formation at the Baimiaozi (BMZ) outcrop in Beibei, Chongqing, southwestern China. These spheroids (diameter: 3.9–10.8 mm) were in a marl layer interbedded with massive oolites. They were deposited in the wave troughs of ripple marks comprising micritic clots, sparry calcite, clay minerals, organic matter and pyrite. A microbial spheroid origin is implied based on the coccoidal microbes (coccoid-like microspherules and bacterial clump-like microspherules), numerous pyrite framboids (indications suggest the presence of many sulphate-reducing bacteria and the high iron content in seawater can promote nitrogen-fixing cyanobacteria proliferation) and microbial-derived microspherules. The dark-coloured matrix between the spheroids primarily included microcrystalline calcite, clay minerals, organic matter and metazoan fossils. The spherical and ellipsoidal shapes of the spheroids suggested rapid accretion and lithification. As a unique carbonate depositional mode, Greisbachian spheroids may have been recorded for a palaeo-ocean with dysoxic and calcium carbonate supersaturation shortly after the LPME.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140115963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
In the process of landslide susceptibility prediction (LSP) modelling, there are some problems in the model dataset relating to landslide and non-landslide samples, such as landslide sample errors, subjective randomness and low accuracy of non-landslide sample selection. In order to solve the above problems, a semi-supervised machine learning model for LSP is innovatively proposed. Firstly, Yanchang County of Shanxi Province, China, is taken as the study area. Secondly, the frequency ratio values of 12 environmental factors (elevation, slope, aspect, etc.) and the randomly selected twice non-landslides are used to form the initial model datasets. Thirdly, an extreme gradient boosting (XGBoost) model is adopted for training and testing the initial datasets, so as to produce initial landslide susceptibility maps (LSMs) which are divided into very low, low, moderate, high and very high susceptibility levels. Next, the landslide samples in initial LSMs with very low and low susceptibility levels are excluded to improve the accuracy of landslide samples, and the unlabelled twice non-landslide samples in initial LSMs with low and very low susceptibility levels are randomly selected to ensure the accuracy of non-landslide samples. These new obtained landslide and non-landslide samples are reimported into XGBoost model to construct the semi-supervised XGBoost (SSXGBoost) model. Finally, accuracy, kappa coefficient and statistical indexes of susceptibility indexes are adopted to assess the LSP performance of XGBoost and SSXGBoost models. Results show that SSXGBoost model has remarkably better LSP performance than that of XGBoost model. Conclusively, the proposed SSXGBoost model effectively overcomes the problems that the accuracy of landslide samples needs to be further improved and that non-landslide samples are difficult to select accurately.
{"title":"Landslide susceptibility prediction modelling based on semi-supervised XGBoost model","authors":"Qiangqiang Shua, Hongbin Peng, Jingkai Li","doi":"10.1002/gj.4936","DOIUrl":"10.1002/gj.4936","url":null,"abstract":"<p>In the process of landslide susceptibility prediction (LSP) modelling, there are some problems in the model dataset relating to landslide and non-landslide samples, such as landslide sample errors, subjective randomness and low accuracy of non-landslide sample selection. In order to solve the above problems, a semi-supervised machine learning model for LSP is innovatively proposed. Firstly, Yanchang County of Shanxi Province, China, is taken as the study area. Secondly, the frequency ratio values of 12 environmental factors (elevation, slope, aspect, etc.) and the randomly selected twice non-landslides are used to form the initial model datasets. Thirdly, an extreme gradient boosting (XGBoost) model is adopted for training and testing the initial datasets, so as to produce initial landslide susceptibility maps (LSMs) which are divided into very low, low, moderate, high and very high susceptibility levels. Next, the landslide samples in initial LSMs with very low and low susceptibility levels are excluded to improve the accuracy of landslide samples, and the unlabelled twice non-landslide samples in initial LSMs with low and very low susceptibility levels are randomly selected to ensure the accuracy of non-landslide samples. These new obtained landslide and non-landslide samples are reimported into XGBoost model to construct the semi-supervised XGBoost (SSXGBoost) model. Finally, accuracy, kappa coefficient and statistical indexes of susceptibility indexes are adopted to assess the LSP performance of XGBoost and SSXGBoost models. Results show that SSXGBoost model has remarkably better LSP performance than that of XGBoost model. Conclusively, the proposed SSXGBoost model effectively overcomes the problems that the accuracy of landslide samples needs to be further improved and that non-landslide samples are difficult to select accurately.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140074117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The development of earth fissures, which are linear fractures with openings or offsets on the land surface, can severely affect landforms, especially in urban areas, in the form of earthquakes causing major concern on human lives as well as damage to infrastructures. Thus, an early warning map for lands susceptible to earth fissures can better equip planners for formulating mitigation strategies. In this study, we focus on the Damghan Plain in Iran for preparation of earth fissure susceptible maps using several topographical, hydrological, geological and environmental conditioning factors. In order to train these conditioning factors and preparation of earth fissure susceptibility maps, 124-earth fissure field-based samples, for training and validation purposes, were used by random subspace (RS) model based on four other machine learning ensemble methods such as RS-Naïve-Bayes Tree (NBTree), RS-alternating decision tree (ADTree), RS-Fisher's Linear Discriminant Function (FLDA) and RS-Logistic model tree (LMT). From the validation technique, the receiver operating characteristic (ROC) curve performance test demonstrates that the RS-NBTree model was the best suited with area under curve (AUC) = 0.974 followed by RS-ADTree (AUC = 0.966), RS-LMT (AUC = 0.954), RS-FLDA (AUC = 0.948) and RS (AUC = 0.923). The results from our study can be useful for environmental management and risk reduction.
{"title":"Earth fissure susceptibility mapping: Application of random subspace-based novel ensemble approaches","authors":"M. Santosh, Alireza Arabameri, Aman Arora","doi":"10.1002/gj.4932","DOIUrl":"10.1002/gj.4932","url":null,"abstract":"<p>The development of earth fissures, which are linear fractures with openings or offsets on the land surface, can severely affect landforms, especially in urban areas, in the form of earthquakes causing major concern on human lives as well as damage to infrastructures. Thus, an early warning map for lands susceptible to earth fissures can better equip planners for formulating mitigation strategies. In this study, we focus on the Damghan Plain in Iran for preparation of earth fissure susceptible maps using several topographical, hydrological, geological and environmental conditioning factors. In order to train these conditioning factors and preparation of earth fissure susceptibility maps, 124-earth fissure field-based samples, for training and validation purposes, were used by random subspace (RS) model based on four other machine learning ensemble methods such as RS-Naïve-Bayes Tree (NBTree), RS-alternating decision tree (ADTree), RS-Fisher's Linear Discriminant Function (FLDA) and RS-Logistic model tree (LMT). From the validation technique, the receiver operating characteristic (ROC) curve performance test demonstrates that the RS-NBTree model was the best suited with area under curve (AUC) = 0.974 followed by RS-ADTree (AUC = 0.966), RS-LMT (AUC = 0.954), RS-FLDA (AUC = 0.948) and RS (AUC = 0.923). The results from our study can be useful for environmental management and risk reduction.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140054894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Retraction: ‘ Socio-economic impact of natural resource management: How environmental degradation affects the quality of life’ by LiJie An, XiuJing Jiang, Zhen Liu, Qiong Li, Geol J2023, 58: 3310–3325. The above article, published online on 9 July 2023 in Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4787) has been retracted by agreement between the journal's Editors in Chief, Ian D. Somerville and Yunpeng Dong, and John Wiley & Sons Ltd.
The retraction has been agreed following concerns raised by a third party. Further investigation by the publisher has found manipulation of the peer review process. The retraction is warranted due to the compromised integrity of the article's peer review.
撤稿:'' by LiJie An , XiuJing Jiang , Zhen Liu , Qiong Li , Geol J 2023, 58:3310-3325.上述文章于 2023 年 7 月 9 日在线发表于 Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4787),经该刊主编 Ian D. Somerville 和 Yunpeng Dong 与 John Wiley & Sons Ltd.协商,同意撤回该文章。出版商的进一步调查发现,同行评审过程存在操纵行为。由于文章同行评审的完整性受到损害,因此有理由撤回该文章。
{"title":"Retraction: Socio-economic impact of natural resource management: How environmental degradation affects the quality of life","authors":"","doi":"10.1002/gj.4944","DOIUrl":"10.1002/gj.4944","url":null,"abstract":"<p>Retraction: ‘ <span>Socio-economic impact of natural resource management: How environmental degradation affects the quality of life</span>’ by <span>LiJie An</span>, <span>XiuJing Jiang</span>, <span>Zhen Liu</span>, <span>Qiong Li</span>, <i>Geol J</i> <span>2023</span>, <span>58</span>: <span>3310</span>–<span>3325</span>. The above article, published online on 9 July 2023 in Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4787) has been retracted by agreement between the journal's Editors in Chief, Ian D. Somerville and Yunpeng Dong, and John Wiley & Sons Ltd.</p><p>The retraction has been agreed following concerns raised by a third party. Further investigation by the publisher has found manipulation of the peer review process. The retraction is warranted due to the compromised integrity of the article's peer review.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/gj.4944","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140037382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Retraction: ‘ Systematic review on gully erosion measurement, modelling and management: Mitigation alternatives and policy recommendations’ by Rabin Chakrabortty, Subodh Chandra Pal, Geol J2023, 58: 3544–3576. The above article, published online on 13 March 2023 in Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4709) has been retracted by agreement between the journal's Editors in Chief, Ian D. Somerville and Yunpeng Dong, and John Wiley & Sons Ltd.
The retraction has been agreed following concerns raised by a third party. Further investigation by the publisher has found manipulation of the peer review process. The retraction is warranted due to the compromised integrity of the article's peer review.
撤稿:'' 作者:Rabin Chakrabortty , Subodh Chandra Pal , Geol J 2023, 58:3544-3576。上述文章于 2023 年 3 月 13 日在线发表于 Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4709),经期刊主编 Ian D. Somerville 和 Yunpeng Dong 与 John Wiley & Sons Ltd.协商,已同意撤回该文章。出版商的进一步调查发现,同行评审过程存在操纵行为。由于文章同行评审的完整性受到损害,因此有理由撤回该文章。
{"title":"Retraction: Systematic review on gully erosion measurement, modelling and management: Mitigation alternatives and policy recommendations","authors":"","doi":"10.1002/gj.4946","DOIUrl":"10.1002/gj.4946","url":null,"abstract":"<p>Retraction: ‘ <span>Systematic review on gully erosion measurement, modelling and management: Mitigation alternatives and policy recommendations</span>’ by <span>Rabin Chakrabortty</span>, <span>Subodh Chandra Pal</span>, <i>Geol J</i> <span>2023</span>, <span>58</span>: <span>3544</span>–<span>3576</span>. The above article, published online on 13 March 2023 in Wiley Online Library (https://onlinelibrary.wiley.com/doi/full/10.1002/gj.4709) has been retracted by agreement between the journal's Editors in Chief, Ian D. Somerville and Yunpeng Dong, and John Wiley & Sons Ltd.</p><p>The retraction has been agreed following concerns raised by a third party. Further investigation by the publisher has found manipulation of the peer review process. The retraction is warranted due to the compromised integrity of the article's peer review.</p>","PeriodicalId":12784,"journal":{"name":"Geological Journal","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/gj.4946","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140037332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}