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Rock mass structural recognition from drill monitoring technology in underground mining using discontinuity index and machine learning techniques
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作者 Alberto Fernández JoséA.Sanchidrián +3 位作者 Pablo Segarra Santiago Gómez Enming Li Rafael Navarro 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第5期555-571,共17页
A procedure to recognize individual discontinuities in rock mass from measurement while drilling(MWD)technology is developed,using the binary pattern of structural rock characteristics obtained from in-hole images for... A procedure to recognize individual discontinuities in rock mass from measurement while drilling(MWD)technology is developed,using the binary pattern of structural rock characteristics obtained from in-hole images for calibration.Data from two underground operations with different drilling technology and different rock mass characteristics are considered,which generalizes the application of the methodology to different sites and ensures the full operational integration of MWD data analysis.Two approaches are followed for site-specific structural model building:a discontinuity index(DI)built from variations in MWD parameters,and a machine learning(ML)classifier as function of the drilling parameters and their variability.The prediction ability of the models is quantitatively assessed as the rate of recognition of discontinuities observed in borehole logs.Differences between the parameters involved in the models for each site,and differences in their weights,highlight the site-dependence of the resulting models.The ML approach offers better performance than the classical DI,with recognition rates in the range 89%to 96%.However,the simpler DI still yields fairly accurate results,with recognition rates 70%to 90%.These results validate the adaptive MWD-based methodology as an engineering solution to predict rock structural condition in underground mining operations. 展开更多
关键词 Drill monitoring technology Rock mass characterization Underground mining Similarity metrics of binary vectors Structural rock factor machine learning
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Research of Digital Manufacturing Technology Application on Ultra-precision Optical Workpiece Machining
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作者 HE Daxing (School of Mechanical and Electrical Engineering,Wuhan University of Technology,Wuhan 430070,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期359-362,共4页
Digital manufacturing technology can be used in optical field to solve many problems caused by traditional machining. According to the characters of digital manufacturing and the practical applications of ultra-precis... Digital manufacturing technology can be used in optical field to solve many problems caused by traditional machining. According to the characters of digital manufacturing and the practical applications of ultra-precision machining,the process of digital ultra-precision machining and its technical contents were presented in this paper. In the conclusions,it was stated that the digitalization of ultra-precision machining will be an economical and efficient way for the production of new sorts of optical workpieces. 展开更多
关键词 DIGITAL MANUFACTURING ULTRA-PRECISION machining technology OPTICAL application
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345 GHz Band-Pass Filter Using Ultra-Precision Machining Technology
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作者 Yu-Kun Li Yong Zhang Cai-Jie Ai 《Journal of Electronic Science and Technology》 CAS CSCD 2017年第3期267-270,共4页
This paper presents a terahertz(THz)band-pass filter using ultra-precision machining technology based on Chebyshev filter prototype.This iris inductive window coupled waveguide filter was designed by using 8 resonan... This paper presents a terahertz(THz)band-pass filter using ultra-precision machining technology based on Chebyshev filter prototype.This iris inductive window coupled waveguide filter was designed by using 8 resonant cavities with a center frequency of 345 GHz and a 7% bandwidth.The final design fulfills the desired specifications and presents the minimum insertion loss of 1.55 d B and the return loss of less than 15 d B at 345 GHz.The stop-band rejection is50 d B off the center frequency about 30 GHz,which means it has a good performance of high stop-band suppression.Compared with the recent development of THz filters,this filter possesses the characteristic of simple structure and is easy to machining. 展开更多
关键词 Index Terms--Filter PROTOTYPE simple structure ultra-precision machining technology.
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Leveraging Geospatial Technology for Smallholder Farmer Credit Scoring
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作者 Susan A. Okeyo Galcano C. Mulaku Collins M. Mwange 《Journal of Geographic Information System》 2023年第5期524-539,共16页
According to the Food and Agriculture Organization of the United Nations (FAO), there are about 500 million smallholder farmers in the world, and in developing countries, such farmers produce about 80% of the food con... According to the Food and Agriculture Organization of the United Nations (FAO), there are about 500 million smallholder farmers in the world, and in developing countries, such farmers produce about 80% of the food consumed there;their farming activities are therefore critical to the economies of their countries and to the global food security. However, these farmers face the challenges of limited access to credit, often due to the fact that many of them farm on unregistered land that cannot be offered as collateral to lending institutions;but even when they are on registered land, the fear of losing such land that they should default on loan payments often prevents them from applying for farm credit;and even if they apply, they still get disadvantaged by low credit scores (a measure of creditworthiness). The result is that they are often unable to use optimal farm inputs such as fertilizer and good seeds among others. This depresses their yields, and in turn, has negative implications for the food security in their communities, and in the world, hence making it difficult for the UN to achieve its sustainable goal no.2 (no hunger). This study aimed to demonstrate how geospatial technology can be used to leverage farm credit scoring for the benefit of smallholder farmers. A survey was conducted within the study area to identify the smallholder farms and farmers. A sample of surveyed farmers was then subjected to credit scoring by machine learning. In the first instance, the traditional financial data approach was used and the results showed that over 40% of the farmers could not qualify for credit. When non-financial geospatial data, i.e. Normalized Difference Vegetation Index (NDVI) was introduced into the scoring model, the number of farmers not qualifying for credit reduced significantly to 24%. It is concluded that the introduction of the NDVI variable into the traditional scoring model could improve significantly the smallholder farmers’ chances of accessing credit, thus enabling such a farmer to be better evaluated for credit on the basis of the health of their crop, rather than on a traditional form of collateral. 展开更多
关键词 Credit Scoring machine Learning Geospatial technology Migori
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Implementing an innovated liver ex-situ machine perfusion technology:The 2018 Joint International Congress of ILTS,ELITA and LICAGE 被引量:2
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作者 Jun-Jun Jia Jian-Hui Li +2 位作者 Hai-Yang Xie Lin Zhoua Shu-Sen Zheng 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2018年第4期283-285,共3页
The 2018 Joint International Congress of ILTS,ELITA and LICAGE were held in Lisbon,Portugal on May 23–26,2018.The exciting and innovative program brought together 1144 experts in liver transplantation(LT)such as surg... The 2018 Joint International Congress of ILTS,ELITA and LICAGE were held in Lisbon,Portugal on May 23–26,2018.The exciting and innovative program brought together 1144 experts in liver transplantation(LT)such as surgeons,physicians or basic scientists from 61 countries.The presentations included 110 invited speakers,181 oral presentations,and 545 posters.This editorial highlights some of the most innovative and impactful presentations in 展开更多
关键词 NMP WIT DCD Implementing an innovated liver ex-situ machine perfusion technology:The 2018 Joint International Congress of ILTS ELITA and LICAGE
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Is the Genie of Artificial Intelligence Technology Out of the Bottle and Control?(A Short Review)
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作者 Bahman Zohuri Farhang Mossavar Rahmani 《Journal of Energy and Power Engineering》 2023年第2期51-56,共6页
In recent years,AI(artificial intelligence)has made considerable strides,transforming a number of industries and facets of daily life.However,as AI develops more,worries about its potential dangers and unforeseen repe... In recent years,AI(artificial intelligence)has made considerable strides,transforming a number of industries and facets of daily life.However,as AI develops more,worries about its potential dangers and unforeseen repercussions have surfaced.This article investigates the claim that AI technology has broken free from human control and is now unstoppable.We look at how AI is developing right now,what it means for society,and what steps are being taken to reduce the risks that come with it.We seek to highlight the need for responsible development and implementation of this game-changing technology by examining the opportunities and challenges that AI presents. 展开更多
关键词 AI ML(machine learning) DL(deep learning) quantum computer super artificial intelligence artificial intelligence human intelligences technology and society industry and artificial intelligence dependency
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Cervical Cancer Prediction Empowered with Federated Machine Learning
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作者 Muhammad Umar Nasir Omar Kassem Khalil +3 位作者 Karamath Ateeq Bassam SaleemAllah Almogadwy M.A.Khan Khan Muhammad Adnan 《Computers, Materials & Continua》 SCIE EI 2024年第4期963-981,共19页
Cervical cancer is an intrusive cancer that imitates various women around the world. Cervical cancer ranks in thefourth position because of the leading death cause in its premature stages. The cervix which is the lowe... Cervical cancer is an intrusive cancer that imitates various women around the world. Cervical cancer ranks in thefourth position because of the leading death cause in its premature stages. The cervix which is the lower end of thevagina that connects the uterus and vagina forms a cancerous tumor very slowly. This pre-mature cancerous tumorin the cervix is deadly if it cannot be detected in the early stages. So, in this delineated study, the proposed approachuses federated machine learning with numerous machine learning solvers for the prediction of cervical cancer totrain the weights with varying neurons empowered fuzzed techniques to align the neurons, Internet of MedicalThings (IoMT) to fetch data and blockchain technology for data privacy and models protection from hazardousattacks. The proposed approach achieves the highest cervical cancer prediction accuracy of 99.26% and a 0.74%misprediction rate. So, the proposed approach shows the best prediction results of cervical cancer in its early stageswith the help of patient clinical records, and all medical professionals will get beneficial diagnosing approachesfrom this study and detect cervical cancer in its early stages which reduce the overall death ratio of women due tocervical cancer. 展开更多
关键词 Cervical cancer federated machine learning NEURONS blockchain technology
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The Symbiotic Relationship Unraveling the Interplay between Technology and Artificial Intelligence(An Intelligent Dynamic Relationship)
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作者 Bahman Zohuri Farhang Mossavar-Rahmani 《Journal of Energy and Power Engineering》 2023年第2期63-68,共6页
This article investigates the dynamic relationship between technology and AI(artificial intelligence)and the role that societal requirements play in pushing AI research and adoption.Technology has advanced dramaticall... This article investigates the dynamic relationship between technology and AI(artificial intelligence)and the role that societal requirements play in pushing AI research and adoption.Technology has advanced dramatically throughout the years,providing the groundwork for the rise of AI.AI systems have achieved incredible feats in various disciplines thanks to advancements in computer power,data availability,and complex algorithms.On the other hand,society’s needs for efficiency,enhanced healthcare,environmental sustainability,and personalized experiences have worked as powerful accelerators for AI’s progress.This article digs into how technology empowers AI and how societal needs dictate its progress,emphasizing their symbiotic relationship.The findings underline the significance of responsible AI research,which considers both technological prowess and ethical issues,to ensure that AI continues to serve the greater good. 展开更多
关键词 technology AI SOCIETY evolution advancements computing power data availability algorithms efficiency healthcare environmental sustainability personalized experiences automation machine learning natural language processing image recognition predictive analysis cloud computing BD(big data) user experience innovation ethical considerations responsible AI development
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Research and test of the adaptive quadrature demodulation technology for silicon micro-machined gyroscope 被引量:3
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作者 王玉良 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第5期118-122,共5页
A program of adaptive quadrature demodulation is proposed to supply the gaps in the traditional analog detection technology of a silicon micro-machined gyroscope (SMG). This program is suitable for digital phase locke... A program of adaptive quadrature demodulation is proposed to supply the gaps in the traditional analog detection technology of a silicon micro-machined gyroscope (SMG). This program is suitable for digital phase locked loop (DPLL) drive technology that proposed in other papers. In addition the program adopts an adaptive filtering algorithm, which selects the in-phase and quadrature components that are outputs of the DPLL of the SMG's drive mode as reference signals to update the amplitude of the in-phase and quadrature components of the input signal by iteratively. An objective of the program is to minimize the mean square error of the accurate amplitudes and the estimated amplitudes of SMG's detection mode. The simulation and test results prove the feasibility of the program that lays the foundation for the further improvement of the SMG's system performance and the implementation of the SMG system's self-calibration and self-demarcation in future. 展开更多
关键词 Silicon Micro-machined Gyroscope (SMG) adaptive filtering technology quadrature demodulation Field Programmable Gate Array(FPGA)
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Technological requirements of profile machining
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作者 PARK Sangchul 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第9期1461-1466,共6页
The term ‘profile machining’ is used to refer to the milling of vertical surfaces described by profile curves. Profile machining requires higher precision (1/1000 mm) than regular 3D machining (1/100 mm) with the er... The term ‘profile machining’ is used to refer to the milling of vertical surfaces described by profile curves. Profile machining requires higher precision (1/1000 mm) than regular 3D machining (1/100 mm) with the erosion of sharp vertices should being especially avoided. Although, profile machining is very essential for making trimming and flange dies, it seldom brought into focus. This paper addresses the technological requirements of profile machining including machining width and depth control, minimizing toolware, and protecting sharp vertices. Issues of controller alarms are also addressed. 展开更多
关键词 型面加工 技术要求 轮廓曲线 表面质量
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Research on Manufacturing Technology Based on Machine Vision
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作者 HU Zhanqi ZHENG Kuijing (Mechanical Engineering College,Yanshan University,Qinhuangdao 066004,China 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S2期402-406,共5页
The concept of machine vision based manufacturing technology is proposed first,and the key algorithms used in two-dimensional and three-dimensional machining are discussed in detail.Machining information can be derive... The concept of machine vision based manufacturing technology is proposed first,and the key algorithms used in two-dimensional and three-dimensional machining are discussed in detail.Machining information can be derived from the binary images and gray picture after processing and transforming the picture.Contour and the parallel cutting method about two-dimen- sional machining are proposed.Polygon approximating algorithm is used to cutting the profile of the workpiece.Fill Scanning al- gorithm used to machining inner part of a pocket.The improved Shape From Shading method with adaptive pre-processing is adopted to reconstruct the three-dimensional model.Layer cutting method is adopted for three-dimensional machining.The tool path is then gotten from the model,and NC code is formed subsequently.The model can be machined conveniently by the lathe, milling machine or engraver.Some examples are given to demonstrate the results of lmageCAM system,which is developed by the author to implement the algorithms previously mentioned. 展开更多
关键词 INDEX terms-machine VISION MANUFACTURING technology IMAGE PROCESSING
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A Definition Formalism of Machining Features for DFM
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作者 孙正兴 张福炎 《Journal of Southeast University(English Edition)》 EI CAS 1999年第1期49-54,共6页
特征技术在设计和制造中的成功应用取决于其形式化理论的建立.本文从形式化定义和可制造性分析两个方面研究了面向制造设计中制造特征的形式化描述方法,提出了基于设计几何材料去除操作选择和规划的相关制造特征定义,给出了相应的可... 特征技术在设计和制造中的成功应用取决于其形式化理论的建立.本文从形式化定义和可制造性分析两个方面研究了面向制造设计中制造特征的形式化描述方法,提出了基于设计几何材料去除操作选择和规划的相关制造特征定义,给出了相应的可制造性分析算法框架.所提出的方法为基于特征的CAD/CAM集成,尤其是为设计自动化的实现提供了一种新的思路. 展开更多
关键词 面向制造设计 特征技术 制造特征 形式化定义 工艺规划
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Ethical Principles and Governance Technology Development of AI in China 被引量:9
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作者 Wenjun Wu Tiejun Huang Ke Gong 《Engineering》 SCIE EI 2020年第3期302-309,共8页
Ethics and governance are vital to the healthy and sustainable development of artificial intelligence(AI).With the long-term goal of keeping AI beneficial to human society,governments,research organizations,and compan... Ethics and governance are vital to the healthy and sustainable development of artificial intelligence(AI).With the long-term goal of keeping AI beneficial to human society,governments,research organizations,and companies in China have published ethical guidelines and principles for AI,and have launched projects to develop AI governance technologies.This paper presents a survey of these efforts and highlights the preliminary outcomes in China.It also describes the major research challenges in AI governance research and discusses future research directions. 展开更多
关键词 AI ethical principles AI governance technology machine learning PRIVACY Safety FAIRNESS
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Research on key control technologies of all-position automatic welding machine 被引量:1
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作者 曾惠林 杜则裕 +1 位作者 马静 黄福祥 《China Welding》 EI CAS 2009年第3期69-73,共5页
The pipeline all-position automatic welding machine system is a special welding system for automatically welding circumferential joint of pipeline on site, which has been widely used to the long-distance pipeline cons... The pipeline all-position automatic welding machine system is a special welding system for automatically welding circumferential joint of pipeline on site, which has been widely used to the long-distance pipeline construction projects due to the advantages of automatic control for welding parameters at all-position, moving speed of bugs and operating. In this paper, the key control technologies of PAWM all-position automatic welding machine ( developed by Pipeline Research Institute of CNPC) such us the automatic control system, control software, personal digital assistant (PDA) software and complex programmable logic device ( CPLD ) program as well us the control method of welding parameter have been described detailedly. With the higher welding quality, higher welding effwiency and lower labor intensity, PA WM all-position automatic welding machine has been successfully applied in many famous pipeline construction projects. 展开更多
关键词 key control technology ALL-POSITION automatic welding machine welding parameters
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OPEN ARCHITECTURE CNC SYSTEM HITCNC AND KEY TECHNOLOGY 被引量:4
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作者 WANG Yongzhang LIU Tao FU Hongya HAN Zhenyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第2期13-16,共4页
Aiming at the characteristics of modularity and reconfigurable in open architecture computer numerical control (CNC) system, the open architecture CNC system, Harbin Institute of Tech- nology computer numerical cont... Aiming at the characteristics of modularity and reconfigurable in open architecture computer numerical control (CNC) system, the open architecture CNC system, Harbin Institute of Tech- nology computer numerical control (HITCNC), is researched and manufactured based on the interface standards. The system's external interfaces are coincident with the corresponding international standards, and the internal interfaces follow the open modular architecture controller (OMAC) agreement. In the research and manufacturing process, object-oriented technology is used to ensure the openness of the HITCNC, and static programming is applied in the CNC system according to the idea of modularization disassembly. The HITCNC also actualizes real-time and unreal-time modules adopting real-time dynamical linked library (RTDLL) and component object model (COM). Finite state ma- chine (FSM) is adopted to do dynamically modeling of HITCNC. The complete separation between the software and the hardware is achieved in the HITCNC by applying the SoftSERCANS technique. The application of the above key techniques decreases the programming workload greatly, and uses software programs replacing hardware functions, which offers plenty technique ensures for the openness of HITCNC. Finally, based on the HITCNC, a three-dimensional milling system is established. On the system, series experiments are done to validate the expandability and interchangeability of HITCNC. The results of the experiments show that the established open architecture CNC system HITCNC is correct and feasible, and has good openness. 展开更多
关键词 Harbin Institute of technology computer numerical control(HITCNC) Open architecture CNC system Interface standard Statically modeling Finite state machine (FSM) SoflSERCANS
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Research on Wireless Monitoring Technology of the Well Site Environment
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作者 Bo Chen Chaohao Zhang +2 位作者 Kui Deng Liang Ge Pan Hu 《Communications and Network》 2017年第2期101-110,共10页
Based on the characteristics of wireless communication technology and Wireless Sensor Network, this paper studies the well site environmental monitoring system. The relevant hardware and software of the system are des... Based on the characteristics of wireless communication technology and Wireless Sensor Network, this paper studies the well site environmental monitoring system. The relevant hardware and software of the system are designed to monitor the well site environment, thus preventing downhole accidents. The system uses the wireless ZigBee technology as the transmission mode, and combines the virtual instrument technology to design the upper machine interface. The test results show that the system can monitor the outdoor environment in real time. When the environmental parameters exceed the set value, the corresponding location of the LabVIEW interface will send an alarm. 展开更多
关键词 WELL Site Environmental Monitoring Wireless Communication technology ZigBee Data ACQUISITION ROUTER COORDINATOR the UPPER machine LabVIEW
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A Framework for Introducing Precision Agriculture Technologies in Egypt
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作者 Mahmoud Abdelnabby Tarek Khalil 《Management Studies》 2023年第3期175-183,共9页
Precision Agriculture(PA)has been used in many countries and serving the agricultural sectors.The use of PA solutions intervened with many agricultural businesses and supported decision making using data analytics.Pre... Precision Agriculture(PA)has been used in many countries and serving the agricultural sectors.The use of PA solutions intervened with many agricultural businesses and supported decision making using data analytics.Precision Agriculture depends on weather,soil,plants,and water information that are essential for farming.Precision Agriculture depends on the use of several technologies such as image sensors,vision machines,drones,robots,machine learning,and artificial intelligence.The use of Precision Agriculture Technologies(PAT)depends on integration between devices,sensors,and systems to ensure the proper implementation of activities.This paper is generated from research on the applicability of PA in in Egypt that ended with a proposed framework for proper implementation of it.The conducted research depended on a survey,focus group discussions,and an online questionnaire that reached 271 respondents from 19 Egyptian governorates.The framework has been developed to enhance the role of an initiative leader to promote PAT through collaboration with other stakeholders in the agricultural sector.The proposed framework can be used by governmental,non-governmental entities,universities and private sector institutions and could be used at countries facing issues with land fragmentation,limited access to information,limited access to agricultural extension services,and increase in agricultural input’s prices. 展开更多
关键词 Precision Agriculture precision agriculture technologies image sensors ROBOTS machine learning Internet of Things
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Using Technologies for Creative-text Translation,edited by James Luke Hadley,Kristiina Taivalkoski-Shilov,Carlos S.C.Teixeira and Antonio Toral,New York,Routledge,2022,219 pp.,ISBN:9780367555818
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作者 WU Yi-xuan PENG Ke-ming 《Journal of Literature and Art Studies》 2023年第1期22-28,共7页
Despite the COVID-19 pandemic,creative-text translation is less impacted by uncertainty than interpretation.Research on the effectiveness and viability of incorporating artificial intelligence into the translation of ... Despite the COVID-19 pandemic,creative-text translation is less impacted by uncertainty than interpretation.Research on the effectiveness and viability of incorporating artificial intelligence into the translation of creative works that capture human aesthetic value is still in its infancy.The book Using Technologies for Creative-text Translation goes deep into this emerging field,covering significant findings of machine translation in creative text from the prevailing perspectives on the application of machine translation to the efficiency of machine-to-translation rhetoric.This review describes the background of the work,sorts out its logical relationships,identifies the research findings,and summarises the ingenious ideas.In summary,the book takes into account the perspectives of multiple disciplines,which helps scholars,translators and practitioners understand the application of machine translation in creative texts. 展开更多
关键词 using technologies for creative-text translation machine translation creative texts
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跨线转体桥施工抗倾覆技术研究现状及展望 被引量:1
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作者 段海松 刘旭 +4 位作者 姚利军 吴红刚 赵建秋 关伟 朱兆荣 《铁道标准设计》 北大核心 2024年第5期97-105,共9页
在我国交通强国战略背景下,伴随公共交通建设力度的进一步提升,交叉线路变得越来越频繁。在跨越既有铁路开展桥梁工程建设时,为不影响铁路线路的正常运营,大多选用桥梁转体施工方案。为保障转体桥梁施工的安全,亟需系统梳理和总结桥梁... 在我国交通强国战略背景下,伴随公共交通建设力度的进一步提升,交叉线路变得越来越频繁。在跨越既有铁路开展桥梁工程建设时,为不影响铁路线路的正常运营,大多选用桥梁转体施工方案。为保障转体桥梁施工的安全,亟需系统梳理和总结桥梁转体施工抗倾覆难点及现有抗倾覆关键技术。通过调研国内外平转型转体桥工程实例及对相关文献进行分析与研究,分别从桥梁结构不平衡因素、转体结构所受外荷载影响及转体桥梁的施工工艺三方面进行研究,分析现有跨线转体桥梁施工技术抗倾覆难点,结合当前最新研究成果及较为先进的施工工法,总结专家学者提出的桥梁转体施工抗倾覆关键技术。最后对桥梁转体施工抗倾覆新技术进行展望,提出基于北斗技术下桥梁转体姿态实时动态监测技术与基于机器学习算法下,对转体桥梁的动态位移及结构损伤快速且精确识别的构思,为平转型桥梁转体施工抗倾覆研究的进一步发展提供了一定的研究思路,对平转型桥梁转体工程建设抗倾覆具有一定参考与借鉴意义。 展开更多
关键词 跨线桥 转体桥 平面转体 抗倾覆 北斗技术 机器学习
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管理者长期主义如何促进企业技术创新——数字化转型的调节效应 被引量:1
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作者 徐宁 张迪 +1 位作者 李孝琪 郑方 《科技进步与对策》 北大核心 2024年第11期120-129,共10页
数字经济时代,厘清管理者特质与数字化转型对于企业技术创新影响的内在逻辑关系具有重要理论与实践意义。以2010-2021年A股主板上市公司为研究样本,利用机器学习和文本分析方法构建管理者长期主义指标,进而探究管理者长期主义对技术创... 数字经济时代,厘清管理者特质与数字化转型对于企业技术创新影响的内在逻辑关系具有重要理论与实践意义。以2010-2021年A股主板上市公司为研究样本,利用机器学习和文本分析方法构建管理者长期主义指标,进而探究管理者长期主义对技术创新的作用机制及数字化转型的调节效应。结果表明:管理者长期主义对技术创新具有显著促进作用,主要通过缓解委托代理问题与提升内部控制质量两条中介路径实现;数字化转型力度越大,管理者长期主义对技术创新的促进作用越显著,即数字化转型对管理者长期主义与技术创新之间的关系具有正向调节效应,且该效应在企业给予管理层股权激励以及外部市场竞争程度高的情境下更加显著。 展开更多
关键词 管理者长期主义 企业技术创新 数字化转型 机器学习
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