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Improved methods,properties,applications and prospects of microbial induced carbonate precipitation(MICP)treated soil:A review 被引量:2
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作者 Xuanshuo Zhang Hongyu Wang +3 位作者 Ya Wang Jinghui Wang Jing Cao Gang Zhang 《Biogeotechnics》 2025年第1期34-54,共21页
Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vi... Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vironment and intensify carbon emissions.However,the use of microbially induced calcium carbonate pre-cipitation(MICP)to obtain bio-cement is a novel technique with the potential to induce soil stability,providing a low-carbon,environment-friendly,and sustainable integrated solution for some geotechnical engineering pro-blems in the environment.This paper presents a comprehensive review of the latest progress in soil improvement based on the MICP strategy.It systematically summarizes and overviews the mineralization mechanism,influ-encing factors,improved methods,engineering characteristics,and current field application status of the MICP.Additionally,it also explores the limitations and correspondingly proposes prospective applications via the MICP approach for soil improvement.This review indicates that the utilization of different environmental calcium-based wastes in MICP and combination of materials and MICP are conducive to meeting engineering and market demand.Furthermore,we recommend and encourage global collaborative study and practice with a view to commercializing MICP technique in the future.The current review purports to provide insights for engineers and interdisciplinary researchers,and guidance for future engineering applications. 展开更多
关键词 Soil improvement Bio-cement MICP Improved methods Field application cases
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A dual attention-based deep learning model for lithology identificationwhile drilling
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作者 Jie Chen Zhen Gui +6 位作者 Yichao Rui Xusheng Zhao Xiaokang Pan Qingfeng Wang Yuanyuan Pu Zheng Li Maoyi Liu 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1177-1192,共16页
Lithology identificationwhile drilling technology can obtain rock information in real-time.However,traditional lithology identificationmodels often face limitations in feature extraction and adaptability to complex ge... Lithology identificationwhile drilling technology can obtain rock information in real-time.However,traditional lithology identificationmodels often face limitations in feature extraction and adaptability to complex geological conditions,limiting their accuracy in challenging environments.To address these challenges,a deep learning model for lithology identificationwhile drilling is proposed.The proposed model introduces a dual attention mechanism in the long short-term memory(LSTM)network,effectively enhancing the ability to capture spatial and channel dimension information.Subsequently,the crayfishoptimization algorithm(COA)is applied to optimize the model network structure,thereby enhancing its lithology identificationcapability.Laboratory test results demonstrate that the proposed model achieves 97.15%accuracy on the testing set,significantlyoutperforming the traditional support vector machine(SVM)method(81.77%).Field tests under actual drilling conditions demonstrate an average accuracy of 91.96%for the proposed model,representing a 14.31%improvement over the LSTM model alone.The proposed model demonstrates robust adaptability and generalization ability across diverse operational scenarios.This research offers reliable technical support for lithology identification while drilling. 展开更多
关键词 Lithology identificationwhile drilling Deep learning Dual attention mechanism Metaheuristic algorithm Field applications
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Application of Fields for Adopted Standards in Catalogues of Chinese Standards
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作者 Lu Hong 《China Standardization》 2004年第5期9-9,共1页
关键词 Application of fields for Adopted Standards in Catalogues of Chinese Standards
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Application Research of Wireless Sensor Networks and the Internet of Things 被引量:1
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作者 Changjian Lv Rui Wang Man Zhao 《Journal of Electronic Research and Application》 2025年第4期283-289,共7页
In the context of the rapid iteration of information technology,the Internet of Things(IoT)has established itself as a pivotal hub connecting the digital world and the physical world.Wireless Sensor Networks(WSNs),dee... In the context of the rapid iteration of information technology,the Internet of Things(IoT)has established itself as a pivotal hub connecting the digital world and the physical world.Wireless Sensor Networks(WSNs),deeply embedded in the perception layer architecture of the IoT,play a crucial role as“tactile nerve endings.”A vast number of micro sensor nodes are widely distributed in monitoring areas according to preset deployment strategies,continuously and accurately perceiving and collecting real-time data on environmental parameters such as temperature,humidity,light intensity,air pressure,and pollutant concentration.These data are transmitted to the IoT cloud platform through stable and reliable communication links,forming a massive and detailed basic data resource pool.By using cutting-edge big data processing algorithms,machine learning models,and artificial intelligence analysis tools,in-depth mining and intelligent analysis of these multi-source heterogeneous data are conducted to generate high-value-added decision-making bases.This precisely empowers multiple fields,including agriculture,medical and health care,smart home,environmental science,and industrial manufacturing,driving intelligent transformation and catalyzing society to move towards a new stage of high-quality development.This paper comprehensively analyzes the technical cores of the IoT and WSNs,systematically sorts out the advanced key technologies of WSNs and the evolution of their strategic significance in the IoT system,deeply explores the innovative application scenarios and practical effects of the two in specific vertical fields,and looks forward to the technological evolution trends.It provides a detailed and highly practical guiding reference for researchers,technical engineers,and industrial decision-makers. 展开更多
关键词 Wireless Sensor Networks Internet of Things Key technologies Application fields
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Top 10 Events in China Rare Earth Industry in 2024
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《China Rare Earth Information》 2025年第1期14-19,共6页
In order to highlight the achievements of China's rare earth industry over the past year with the support of national policy,and show that technological innovation has promoted the development of new high-quality ... In order to highlight the achievements of China's rare earth industry over the past year with the support of national policy,and show that technological innovation has promoted the development of new high-quality productive forces,expanded the application fields of rare earth elements and accelerated the progress of green and low-carbon transformation. 展开更多
关键词 national policy technological innovation rare earth elements rare earth application fields green transformation rare earth industry
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The Hydrogen Pathway:International Hydrogen Development Strategies and Implications for China’s Energy Enterprises
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作者 Wang Jinxiao Sun Qian Meng Xiangyu 《China Oil & Gas》 2025年第4期64-71,共8页
Developing hydrogen energy is a key strategic pillar for global climate change mitigation and accelerating the energy transition.Currently,major economies globally are elevating hydrogen industry planning to national ... Developing hydrogen energy is a key strategic pillar for global climate change mitigation and accelerating the energy transition.Currently,major economies globally are elevating hydrogen industry planning to national energy strategy status,and international energy companies have begun to focus on developing hydrogen businesses.This study systematically reviews the development prospects,application fields,and strategic significance of hydrogen,summarizes the current status of the global hydrogen industry,analyzes the current development characteristics of the hydrogen industry,and reviews the hydrogen strategies of international energy companies.Finally,from a strategic,comprehensive,precise,and forward-looking perspective,it is suggested that China’s Energy enterprises promote the high-quality development of the hydrogen industry by overcoming bottlenecks across the entire hydrogen industry value chain,jointly driving industrial development from both the technology supply and demand sides,defining key development fields based on their respective strengths,and actively participating in international hydrogen energy trade. 展开更多
关键词 hydrogen application fields climate change mitigation energy strategy international hydrogen strategies hydrogen industry value chain energy transition climate change hydrogen industry
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Review of the development and application of high flux reactors
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作者 Jian Li Wei Xu +3 位作者 Ding She Heng Xie Zhi-Hong Liu Lei Shi 《Nuclear Science and Techniques》 2025年第11期45-68,共24页
High flux reactors(HFRs)are a special type of research reactor aimed at providing a high neutron flux.Compared with power reactors and other research reactors,HFRs have unique technical features in terms of reactor co... High flux reactors(HFRs)are a special type of research reactor aimed at providing a high neutron flux.Compared with power reactors and other research reactors,HFRs have unique technical features in terms of reactor core design,irradiation capability,and operating characteristics.They can be applied to the irradiation tests of nuclear fuels and materials,radioisotope production,neutron science,and experiments.This paper reviews HFRs,including their development history,technical features,and application areas,as well as trends in the development of new and advanced HFRs. 展开更多
关键词 High flux reactor Development Design features Application fields REVIEW
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A quantitative fracability evaluation method and its application to deep shale gas development in Sichuan Basin,China
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作者 Guokai Zhao Yintong Guo +5 位作者 Chunhe Yang Mingyang Wu Junchuan Gui Shilong Teng Lei Wang Xinao Zhang 《International Journal of Mining Science and Technology》 2025年第9期1477-1492,共16页
Fracability evaluation is critical for efficiently extracting deep shale gas using hydraulic fracturing to avoid blind drilling and fracking.However,existing fracability indices often fail to systematically consider t... Fracability evaluation is critical for efficiently extracting deep shale gas using hydraulic fracturing to avoid blind drilling and fracking.However,existing fracability indices often fail to systematically consider the mechanical behavior of rocks at high temperatures and high pressures(HTHP),coupled with geostress distributions and heterogeneous reservoir characteristics.This critical omission limits their effectiveness in accurately identifying the optimal fracability sweet spots within deep reservoirs.In this work,a fracability evaluation model was proposed based on the combined weighting method,integrating the improved brittleness index,rock strength,geostresses and natural weakness characteristics.A fracability grading evaluation was carried out to determine the potential fracture characteristics corresponding to shales with different fracability levels.Additionally,the fracability index was used for field validation and applications.Results show that rock brittleness and fracability are not equivalent for deep reservoirs.The fracability index is closely related to the pay zones and actual gas production,with a correlation as high as 84%,implying that the proposed method has practical significance in both experimental and field applications.The above findings can provide theoretical guidance for the selection of fracturing candidates and the optimal design of fracturing in deep resource development. 展开更多
关键词 Fracability Energy-based brittleness Wufeng-Longmaxi formation Field application
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Key mechanical component properties for a high-ductility energy-absorbing rockfall barrier
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作者 YUE Yilin HE Manchao +2 位作者 YANG Xiaojie LIU Xiyue LI Kangle 《Journal of Mountain Science》 2025年第12期4509-4522,共14页
Traditional passive flexible protection systems often fail under high-energy rockfall impacts,leading to structural destruction and casualties.To address this critical limitation,this study develops a novel high-ducti... Traditional passive flexible protection systems often fail under high-energy rockfall impacts,leading to structural destruction and casualties.To address this critical limitation,this study develops a novel high-ductility energy-absorbing(HDEA)system incorporating negative Poisson's ratio(NPR)materials.The mechanical performance of the HDEA system was comprehensively evaluated through an integrated methodology comprising static/dynamic tests,finite element simulation,and field monitoring.Quasi-static tensile and drop hammer impact tests were conducted on conventional positive Poisson's ratio(PR)steel and NPR materials.The NPR material exhibits 54.4%-68.8%higher tensile strength and 1.04-1.31 times greater elongation at break than the PR material.Dynamic tests reveal the NPR cable achieves 44.29%lower single-impact deformation with 1.39 times higher cumulative impact deformation versus the PR counterpart.These results indicate that the NPR material breaks the strength-ductility trade-off,equipping the cable with both high impact resistance and exceptional energy absorption.The fastener transits from plastic deformation to fracture under extreme conditions while the NPR cables retain integrity.This contrasting behavior validates a deliberate failure hierarchy,where the fastener acts as a sacrificial component,thereby preserving the integrity and reusability of the NPR cable.Slip resistance tests verify an anti-slip capacity exceeding 350 kN.This confirms a robust interfacial bond between the cable and fastener,which is critical for ensuring the coordinated deformation of the entire interception net under rockfall impact.Field implementation demonstrates the HDEA system withstands daily average of 3 rockfall impacts with 2000 J mean impact energy while maintaining structural integrity.This study pioneers the application of NPR materials in rockfall protection systems,providing a groundbreaking solution for mitigating high-energy rockfall hazards. 展开更多
关键词 HDEA protection system NPR cables Mechanical properties Finite element simulation Slip resistance test Field application
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Bearing characteristics of anchor box beam support system in deep thick roof coal roadway and its application
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作者 WANG Qi WANG Ming-zi +1 位作者 JIANG Bei XU Chuan-jie 《Journal of Central South University》 2025年第5期1887-1902,共16页
Considering the characteristics of deep thick top coal roadway,in which the high ground stress,coal seam with low strength,and a large range of surrounding rock fragmentation,the pressure relief anchor box beam suppor... Considering the characteristics of deep thick top coal roadway,in which the high ground stress,coal seam with low strength,and a large range of surrounding rock fragmentation,the pressure relief anchor box beam support system with high strength is developed.The high-strength bearing characteristics and coupling yielding support mechanism of this support system are studied by the mechanical tests of composite members and the combined support system.The test results show that under the coupling effect of support members,the peak stress of the box-shaped support beam in the anchor box beam is reduced by 21.9%,and the average deformation is increased by 135.0%.The ultimate bending bearing capacity of the box-shaped support beam is 3.5 times that of traditional channel beam.The effective compressive stress zone applied by the high prestressed cable is expanded by 26.4%.On this basis,the field support comparison test by the anchor channel beam,the anchor I-shaped beam and the anchor box beam are carried out.Compared with those of the previous two,the surrounding rock convergence of the latter is decreased by 41.2%and 22.2%,respectively.The field test verifies the effectiveness of the anchor box beam support system. 展开更多
关键词 thick roof coal roadway anchor box beam bearing characteristics combined support field application
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A mini-review of MXene porous films:Preparation,mechanism and application 被引量:20
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作者 Yali Zhang Yi Yan +3 位作者 Hua Qiu Zhonglei Ma Kunpeng Ruan Junwei Gu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第8期42-49,共8页
MXene presents excellent electrical conductivity,abundant surface functional groups and wonderful filmforming performance,but the lamellar layers are prone to self-stacking during film formation,which will reduce the ... MXene presents excellent electrical conductivity,abundant surface functional groups and wonderful filmforming performance,but the lamellar layers are prone to self-stacking during film formation,which will reduce the loss of electromagnetic waves,hinder ion transmission,and limit the effective load of other functional materials.The construction of the porous structure can effectively solve the self-stacking problem of MXene sheets.This article reviews the research progress of MXene porous films for electromagnetic interference(EMI)shielding,lithium/sodium ion batteries,pseudocapacitors,and biomedical science applications.It focuses on the preparation methods of MXene porous films,and discusses the pore-forming mechanism of the porous structure formed by different preparation methods and the internal relationship between the“microstructure-macroscopic performance”of the MXene porous films,points out the key scientific and technical bottlenecks that need to be solved urgently in the preparation and application of the MXene porous films.It is hoped to provide certain guidance for the design,preparation,optimization,industrial application,and development of MXene porous films. 展开更多
关键词 MXene porous films Preparation method Pore formation mechanism Application fields
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Dynamic mechanical characteristics and application of constant resistance energy-absorbing supporting material 被引量:17
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作者 Qi Wang Shuo Xu +3 位作者 Manchao He Bei Jiang Huayong Wei Yue Wang 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2022年第3期447-458,共12页
In deep underground engineering,rock burst and other dynamic disasters are prone to occur due to stress concentration and energy accumulation in surrounding rock.The control of dynamic disasters requires bolts and cab... In deep underground engineering,rock burst and other dynamic disasters are prone to occur due to stress concentration and energy accumulation in surrounding rock.The control of dynamic disasters requires bolts and cables with high strength,high elongation,and high energy-absorbing capacity.Therefore,a constant resistance energy-absorbing(CREA)material is developed.In this study,the dynamic characteristics of the new material are obtained via the drop hammer tests and the Split Hopkinson Pressure Bar(SHPB)tests of the new material and two common bolt(CB)materials widely used in the field.The test results of drop hammer test and SHPB test show that the percentage elongation of CREA material is more than 2.64 and 3.22 times those of the CB material,and the total impact energy acting on CREA material is more than 18.50 and 21.84 times,respectively,indicating that the new material has high elongation and high energy-absorbing capacity.Subsequently,the CREA bolts and cables using the new material are developed,which are applied in roadways with high stress and strong dynamic disturbance.The field monitoring results show that CREA bolts and cables can effectively control the surrounding rock deformation and ensure engineering safety. 展开更多
关键词 Constant resistance energy-absorbing Supporting material Dynamic impact tests Mechanical characteristics Field application
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Drilling-based measuring method for the c-φ parameter of rock and its field application 被引量:10
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作者 Bei Jiang Fenglin Ma +5 位作者 Qi Wang Hongke Gao Dahu Zhai Yusong Deng Chuanjie Xu Liangdi Yao 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第1期65-76,共12页
The technology of drilling tests makes it possible to obtain the strength parameter of rock accurately in situ. In this paper, a new rock cutting analysis model that considers the influence of the rock crushing zone(R... The technology of drilling tests makes it possible to obtain the strength parameter of rock accurately in situ. In this paper, a new rock cutting analysis model that considers the influence of the rock crushing zone(RCZ) is built. The formula for an ultimate cutting force is established based on the limit equilibrium principle. The relationship between digital drilling parameters(DDP) and the c-φ parameter(DDP-cφ formula, where c refers to the cohesion and φ refers to the internal friction angle) is derived, and the response of drilling parameters and cutting ratio to the strength parameters is analyzed. The drillingbased measuring method for the c-φ parameter of rock is constructed. The laboratory verification test is then completed, and the difference in results between the drilling test and the compression test is less than 6%. On this basis, in-situ rock drilling tests in a traffic tunnel and a coal mine roadway are carried out, and the strength parameters of the surrounding rock are effectively tested. The average difference ratio of the results is less than 11%, which verifies the effectiveness of the proposed method for obtaining the strength parameters based on digital drilling. This study provides methodological support for field testing of rock strength parameters. 展开更多
关键词 Digital drilling Rock crushing zone c-u parameter Measurement method Field application
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Evaluation of soil flame disinfestation(SFD) for controlling weeds,nematodes and fungi 被引量:9
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作者 WANG Xiao-ning CAO Ao-cheng +8 位作者 YAN Dong-dong WANG Qian HUANG Bin ZHU Jia-hong WANG Qiu-xia LI Yuan OUYANG Can-bin GUO Mei-xia WANG Qian 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2020年第1期164-172,共9页
Soil flame disinfestation(SFD) is a form of physical disinfestation that can be used both in greenhouses and on field crops. Its use for soil disinfestation in different crop growing conditions makes it increasingly a... Soil flame disinfestation(SFD) is a form of physical disinfestation that can be used both in greenhouses and on field crops. Its use for soil disinfestation in different crop growing conditions makes it increasingly attractive for controlling soilborne pathogens and weeds. But little is known about the effect on weeds and soilbrone diseases. This study reports on greenhouses and field crops in China that determined the efficacy of SFD to control weeds, nematodes and fungi. It also determined the impact of SFD on the soil physical and chemical properties(water content, bulk density, NO3^–-N content, NH4^+-N content, conductivity and organic matter) in three field trials. A second generation SFD machine was used in these trials. SFD treatment significantly reduced weeds(>87.8%) and root-knot nematodes(Meloidogyne incognita)(>98.1%). Plant height and crop yield was significantly increased with SFD treatment. NO3^–-N and NH4^+-N increased after the SFD treatment, and there was also an increase in soil conductivity. Water content, bulk density and organic matter decreased significantly in the soil after the SFD treatment compared to the control. Soil flame disinfestation is a potential technique for controlling weeds and diseases in greenhouses or in fields. SFD is a non-chemical, safe, environmentally-friendly soil disinfection method. 展开更多
关键词 soil flame disinfestation WEEDS pests control soil properties field application sustainable
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On transitioning from PID to ADRC in thermal power plants 被引量:9
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作者 Zhenlong Wu Zhiqiang Gao +2 位作者 Donghai Li YangQuan Chen Yanhong Liu 《Control Theory and Technology》 EI CSCD 2021年第1期3-18,共16页
This paper focuscs on the recent progress in the adoption of active disturbance rejection control(ADRC)in thermal pro-cesses as a viable alternative to proportional-_integral-derivative(PID),especially in coa-fired po... This paper focuscs on the recent progress in the adoption of active disturbance rejection control(ADRC)in thermal pro-cesses as a viable alternative to proportional-_integral-derivative(PID),especially in coa-fired power plants.The profound interpretation of this paradigm shift,with backward compatibility,is discussed in detail.A few fundamental issues associated with ADRC's applications in thermal processes are discussed,such as implementation,tuning,and the structural changes.Examples and case studies are presented,encompassing coal-fired power plants,gas turbines and nuclear power plants,as well as highlighting results of field applications.Also discussed are future research opportunities brought by ADRC's entry as the baseline control technology in thermal processes. 展开更多
关键词 Active disturbance rejection control(ADRC) Proportional-integral-derivative(PID) Thermal processes Coal-fired power plant Field applications
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Antisense RNA: the new favorite in genetic research 被引量:3
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作者 Jian-zhong XU Jun-lan ZHANG Wei-guo ZHANG 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2018年第10期739-749,共11页
Antisense RNA molecule represents a unique type of DNA transcript that comprises 19-23 nucleotides and is complementary to mRNA. Antisense RNAs play the crucial role in regulating gene expression at multiple levels, s... Antisense RNA molecule represents a unique type of DNA transcript that comprises 19-23 nucleotides and is complementary to mRNA. Antisense RNAs play the crucial role in regulating gene expression at multiple levels, such as at replication, transcription, and translation. In addition, artificial antisense RNAs can effectively regulate the expression of related genes in host cells. With the development of antisense RNA, investigating the functions of antisense RNAs has emerged as a hot research field. This review summarizes our current understanding of antisense RNAs, particularly of the formation of antisense RNAs and their mechanism of regulating the expression of their target genes. In addition, we detail the effects and applications of antisense RNAs in antivirus and anticancer treatments and in regulating the expression of related genes in plants and microorganisms. This review is intended to highlight the key role of antisense RNA in genetic research and guide new investigators to the study of antisense RNAs. 展开更多
关键词 Antisense RNA Formation mode Regulatory mechanism Application field Genetic research
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Mechanical behaviour analysis and support system field experiment of confined concrete arches 被引量:5
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作者 WANG Qi LUAN Ying-cheng +2 位作者 JIANG Bei LI Shu-cai YU Heng-chang 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第4期970-983,共14页
Soft rock control is a big challenge in underground engineering.As for this problem,a high-strength support technique of confined concrete(CC)arches is proposed and studied in this paper.Based on full-scale mechanical... Soft rock control is a big challenge in underground engineering.As for this problem,a high-strength support technique of confined concrete(CC)arches is proposed and studied in this paper.Based on full-scale mechanical test system of arch,research is made on the failure mechanism and mechanical properties of CC arch.Then,a mechanical calculation model of circular section is established for the arches with arbitrary section and unequal rigidity;a calculation formula is deduced for the internal force of the arch;an analysis is made on the influence of different factors on the internal force of the arch;and a calculation formula is got for the bearing capacity of CC arch through the strength criterion of bearing capacity.With numerical calculation and laboratory experiment,the ultimate bearing capacity and internal force distribution is analyzed for CC arches.The research results show that:1)CC arch is 2.31 times higher in strength than the U-shaped steel arch and has better stability;2)The key damage position of the arch is the two sides;3)Theoretical analysis,numerical calculation and laboratory experiment have good consistency in the internal force distribution,bearing capacity,and deformation and failure modes of the arch.All of that verifies the correctness of the theoretical calculation.Based on the above results,a field experiment is carried out in Liangjia Mine.Compared with the U-shaped steel arch support,CC arch support is more effective in surrounding rock deformation control.The research results can provide a basis for the design of CC arch support in underground engineering. 展开更多
关键词 confined concrete arch full-scale laboratory experiment theoretical analysis numerical experiment field application
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Colon capsule endoscopy:What we know and what we would like to know 被引量:2
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作者 Cristiano Spada Federico Barbaro +5 位作者 Gianluca Andrisani Leonardo Minelli Grazioli Cesare Hassan Isabella Costamagna Mariachiara Campanale Guido Costamagna 《World Journal of Gastroenterology》 SCIE CAS 2014年第45期16948-16955,共8页
Colonoscopy is usually perceived as an invasive and potentially painful procedure, being also affected by a small, but definite, risk of major complications (cardiopulmonary complications, perforation, hemorrhage) and... Colonoscopy is usually perceived as an invasive and potentially painful procedure, being also affected by a small, but definite, risk of major complications (cardiopulmonary complications, perforation, hemorrhage) and even mortality. To improve both acceptability and safety, PillCam Colon Capsule Endoscopy (CCE) (Given Imaging Ltd, Yoqneam, Israel) has been developed. CCE represents a non-invasive technique that is able to explore the colon without sedation and air insufflation. The Second Generation of Colon Capsule Endoscopy (PillCam Colon 2) (CCE-2) was proven to be an accurate tool to detect colonic neoplastic lesions when used in average risk individuals. To date, the evidence supports the use of CCE-2 in case of colonoscopy failure, in patients unwilling to perform colonoscopy and when colonoscopy is contraindicated. Other potential applications, such as colorectal cancer screening or diagnostic surveillance of inflammatory bowel disease need to be clarified. In this paper, the current &#x0201c;state of the art&#x0201d;, potential application of CCE and future needs are evaluated. 展开更多
关键词 Colon capsule endoscopy Incomplete colonoscopy Regimen of preparation Accuracy fields of application
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TSC prediction and dynamic control of BOF steelmaking with state-of-the-art machine learning and deep learning methods 被引量:1
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作者 Tian-yi Xie Cai-dong Zhang +3 位作者 Quan-lin Zhou Zhi-qiang Tian Shuai Liu Han-jie Guo 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2024年第1期174-194,共21页
Mathematical(data-driven)models based on state-of-the-art(SOTA)machine learning and deep learning models and data collected from 12,786 heats were established to predict the values of temperature,sample,and carbon(TSC... Mathematical(data-driven)models based on state-of-the-art(SOTA)machine learning and deep learning models and data collected from 12,786 heats were established to predict the values of temperature,sample,and carbon(TSC)test,including temperature of molten steel(TSC-Temp),carbon content(TSC-C)and phosphorus content(TSC-P),which made prepa-ration for eliminating the TSC test.To maximize the prediction accuracy of the proposed approach,various models with different inputs were implemented and compared,and the best models were applied to the production process of a Hesteel Group steelmaking plant in China in the field.The number of tabular features(hot metal information,scrap,additives,blowing practices,and preset values)was expanded,and time series(off-gas profiles and blowing practice curves)that could reflect the entire steelmaking process were introduced as inputs.First,the latest machine learning models(LightGBM,CatBoost,TabNet,and NODE)were used to make predictions with tabular features,and the best coefficient of determination R^(2)values obtained for TSC-P,TSC-C and TSC-Temp predictions were 0.435(LightGBM),0.857(Cat-Boost)and 0.678(LightGBM),respectively,which were higher than those of classic models(backpropagation and support vector machine).Then,making predictions was performed by using SOTA time series regression models(SCINet,DLinear,Informer,and MLSTM-FCN)with original time series,SOTA image regression models(NesT,CaiT,ResNeXt,and GoogLeNet)with resized time series,and the proposed Concatenate-Model and Parallel-Model with both tabular features and time series.Through optimization and comparisons,it was finally determined that the Concatenate-Model with MLSTM-FCN,SCINet and Informer as feature extractors performed the best,and its R^(2)values for predicting TSC-P,TSC-C and TSC-Temp reached 0.470,0.858 and 0.710,respectively.Its field test accuracies for TSC-P,TSC-C and TSC-Temp were 0.459,0.850 and 0.685,respectively.A related importance analysis was carried out,and dynamic control methods based on prediction values were proposed. 展开更多
关键词 BOF steelmaking In-blow prediction TSC test Machine learning Deep learning Field application
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Pre-stack elastic reverse time migration in tunnels based on cylindrical coordinates 被引量:1
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作者 Yuxiao Ren Jiansen Wang +2 位作者 Zhichao Yang Xinji Xu Lei Chen 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2022年第6期1933-1945,共13页
Seismic forward-prospecting in tunnels is an important step to ensure excavation safety. Nowadays, most advanced imaging techniques in seismic exploration involve calculating the solution of elastic wave equation in a... Seismic forward-prospecting in tunnels is an important step to ensure excavation safety. Nowadays, most advanced imaging techniques in seismic exploration involve calculating the solution of elastic wave equation in a certain coordinate system. However, considering the cylindrical geometry of common tunnel body, Cartesian coordinate system seemingly has limited applicability in tunnel seismic forwardprospecting. To accurately simulate the seismic signal received in tunnels, previous imaging method using decoupled non-conversion elastic wave equation is extended from Cartesian coordinates to cylindrical coordinates. The proposed method preserves the general finite-difference time-domain(FDTD)scheme in Cartesian coordinates, except for a novel wavefield calculation strategy addressing the singularity issue inherited at the cylindrical axis. Moreover, the procedure of cylindrical elastic reverse time migration(CERTM) in tunnels is introduced based on the decoupled non-conversion elastic wavefield. Its imaging effect is further validated via numerical experiments on typical tunnel models. As indicated in the synthetic examples, both the PP-and SS-images could clearly show the geological structure in front of the tunnel face without obvious crosstalk artifacts. Migration imaging using PP-waves can present satisfactory results with higher resolution information supplemented by the SS-images. The potential of applying the proposed method in real-world cases is demonstrated in a water diversion tunnel. In the end, we share our insights regarding the singularity treatment and further improvement of the proposed method. 展开更多
关键词 Tunnel geological forward-prospecting Elastic reverse time migration Cylindrical coordinates Numerical singularity Field application
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