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Emerging Trends in Damage Tolerance Assessment:A Review of Smart Materials and Self-Repairable Structures
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作者 Ali Akbar Firoozi Ali Asghar Firoozi 《Structural Durability & Health Monitoring》 EI 2024年第1期1-18,共18页
The discipline of damage tolerance assessment has experienced significant advancements due to the emergence of smart materials and self-repairable structures.This review offers a comprehensive look into both tradition... The discipline of damage tolerance assessment has experienced significant advancements due to the emergence of smart materials and self-repairable structures.This review offers a comprehensive look into both traditional and innovative methodologies employed in damage tolerance assessment.After a detailed exploration of damage tolerance concepts and their historical progression,the review juxtaposes the proven techniques of damage assessment with the cutting-edge innovations brought about by smart materials and self-repairable structures.The subsequent sections delve into the synergistic integration of smart materials with self-repairable structures,marking a pivotal stride in damage tolerance by establishing an autonomous system for immediate damage identification and self-repair.This holistic approach broadens the applicability of these technologies across diverse sectors yet brings forth unique challenges demanding further innovation and research.Additionally,the review examines future prospects that combine advanced manufacturing processes with data-centric methodologies,amplifying the capabilities of these‘intelligent’structures.The review culminates by highlighting the transformative potential of this union between smart materials and self-repairable structures,promoting a sustainable and efficient engineering paradigm. 展开更多
关键词 Damage tolerance smart materials self-repairable structures structural health monitoring SYNERGY autonomous system advanced manufacturing data-driven methodologies
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EFFECT OF UNEQUAL DEFORMATION IN DEVELOPMENT OF ADVANCED PLASTIC PROCESSING TECHNOLOGIES 被引量:3
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作者 Yang He Xian Feijun College of Materials Science and Engineering,Northwestern Polytechnical University,Xi’an 710072,China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2002年第1期79-82,共4页
An effect of unequal deformation in development of advanced plasticprocessing technologies is researched by studying an in-plane bending process of strip metal underunequal compressing. The research results show the f... An effect of unequal deformation in development of advanced plasticprocessing technologies is researched by studying an in-plane bending process of strip metal underunequal compressing. The research results show the following: If appropriately controlled, unequalplastic deformation can play an important role not only in the improvement of quality of partsobtained by plastic processing technologies, but also in the development of new processes foradvanced plastic working technologies. A coordinated growth of unequal plastic deformation candevelop the deformation potentiality of material to the fall. The degree of unequal plasticdeformation can be used as bases for optimization design of processes and dies of plastic forming. 展开更多
关键词 Unequal plastic deformation In-plane bending Net shape process Computer simulation advanced manufacturing technology
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The Achievements of Advanced Manufacturing Techniques in Aviation and Aerospace Industries 被引量:3
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作者 DANG Xiao-ling 《International Journal of Plant Engineering and Management》 2012年第3期145-152,共8页
In this paper, the recent achievements in the advanced manufacturing technology are presented. The laser forming of sheet metals, rapid forming, precision casting, precision forging, inertia friction welding are devel... In this paper, the recent achievements in the advanced manufacturing technology are presented. The laser forming of sheet metals, rapid forming, precision casting, precision forging, inertia friction welding are developed for aviation and aerospace industries. The main topics including the advantages, principle of manufacturing, processing parameters and control, typical processing applied in practice and typical work-pieces for those advanced manufacturing technologies are summarized. 展开更多
关键词 advanced manufacturing hot forming ACHIEVEMENT typical processing
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Selected Papers on Advanced Manufacturing Technology
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《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第5期I0002-I0002,共1页
关键词 DOI Selected Papers on advanced Manufacturing Technology
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Study on the Collaboration between Advanced Manufacturing Technology and Production Process
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《International English Education Research》 2013年第12期145-147,共3页
The advanced manufacturing technology of mechanical products features interaction, and high simulation, etc. In this paper, a digital geometry model for the processing is established with the aid of computer technolog... The advanced manufacturing technology of mechanical products features interaction, and high simulation, etc. In this paper, a digital geometry model for the processing is established with the aid of computer technology, so that the needs of machinery manufacturing production and precision machining can be fulfilled, and also the simulation, validation, comparison, and optimization of many plans can be implemented for ultimately finding out an optimal processing method and realizing the benefit of low cost and high quality. From two different levels of activity and parts, the configuration principle of mechanical products' advanced manufacturing technology is defined. Therefore, the advanced manufacturing technology for customizing different products can be derived, and also the reuse of different types of parts is realized. Finally, this is verified with an example. 展开更多
关键词 Mechanical Manufacturing Process Technology advanced Manufacturing Technology COLLABORATION
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A Mini-Review and Perspective on Current Best Practice and Emerging Industry 4.0 Methods for Risk Reduction in Advanced Composites Manufacturing
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作者 Bryn Crawford Hamid Khayyam Abbas S. Milani 《Open Journal of Composite Materials》 2021年第2期31-45,共15页
The manufacturing of composite structures is a highly complex task with inevitable risks, particularly associated with aleatoric and epistemic uncertainty of both the materials and processes, as well as the need for &... The manufacturing of composite structures is a highly complex task with inevitable risks, particularly associated with aleatoric and epistemic uncertainty of both the materials and processes, as well as the need for <i>in-situ</i> decision-making to mitigate defects during manufacturing. In the context of aerospace composites production in particular, there is a heightened impetus to address and reduce this risk. Current qualification and substantiation frameworks within the aerospace industry define tractable methods for risk reduction. In parallel, Industry 4.0 is an emerging set of technologies and tools that can enable better decision-making towards risk reduction, supported by data-driven models. It offers new paradigms for manufacturers, by virtue of enabling <i>in-situ</i> decisions for optimizing the process as a dynamic system. However, the static nature of current (pre-Industry 4.0) best-practice frameworks may be viewed as at odds with this emerging novel approach. In addition, many of the predictive tools leveraged in an Industry 4.0 system are black-box in nature, which presents other concerns of tractability, interpretability and ultimately risk. This article presents a perspective on the current state-of-the-art in the aerospace composites industry focusing on risk reduction in the autoclave processing, as an example system, while reviewing current trends and needs towards a Composites 4.0 future. 展开更多
关键词 advanced Composites Manufacturing Quality Control Uncertainty Knowledge Engineering Industry 4.0 Machine Learning Limited Data Modeling
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The Advanced Manufacture Theory and Practice Based on the Management Science
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作者 Herui Cui Huanying Chen 《Chinese Business Review》 2006年第3期21-28,共8页
The paper points out that the science and technology, social productivity and economic form are the decisive strengths in facilitating the reformation of the production method of the manufacturing industry. This kind ... The paper points out that the science and technology, social productivity and economic form are the decisive strengths in facilitating the reformation of the production method of the manufacturing industry. This kind of strength happens through making an influence on the theory of management and science. It analyses the stage and the characteristic of the development model of manufacturing industry of human society, and on this basis does the detailed research on the several patterns of the advanced manufacturing theory and practice: the computer integrated making, concurrent engineering, lean production, agile manufacturing, planning of enterprise resources, global manufacturing. Finally, it thinks that the development model of the advanced manufacture theory and practice embodies a continuous curve of the technical innovation, which is on the basis of the theory of management science. 展开更多
关键词 advanced manufacture computer integrated making concurrent engineering lean production agile manufacturing planning of enterprise resources global manufacturing
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A state-of-the-art review of the fabrication and characteristics of titanium and its alloys for biomedical applications 被引量:12
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作者 Masoud Sarraf Erfan Rezvani Ghomi +2 位作者 Saeid Alipour Seeram Ramakrishna Nazatul Liana Sukiman 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2022年第2期371-395,共25页
Commercially pure titanium and titanium alloys have been among the most commonly used materials for biomedical applications since the 1950 s.Due to the excellent mechanical tribological properties,corrosion resistance... Commercially pure titanium and titanium alloys have been among the most commonly used materials for biomedical applications since the 1950 s.Due to the excellent mechanical tribological properties,corrosion resistance,biocompatibility,and antibacterial properties of titanium,it is getting much attention as a biomaterial for implants.Furthermore,titanium promotes osseointegration without any additional adhesives by physically bonding with the living bone at the implant site.These properties are crucial for producing high-strength metallic alloys for biomedical applications.Titanium alloys are manufactured into the three types ofα,β,andα+β.The scientific and clinical understanding of titanium and its potential applications,especially in the biomedical field,are still in the early stages.This review aims to establish a credible platform for the current and future roles of titanium in biomedicine.We first explore the developmental history of titanium.Then,we review the recent advancement of the utility of titanium in diverse biomedical areas,its functional properties,mechanisms of biocompatibility,host tissue responses,and various relevant antimicrobial strategies.Future research will be directed toward advanced manufacturing technologies,such as powder-based additive manufacturing,electron beam melting and laser melting deposition,as well as analyzing the effects of alloying elements on the biocompatibility,corrosion resistance,and mechanical properties of titanium.Moreover,the role of titania nanotubes in regenerative medicine and nanomedicine applications,such as localized drug delivery system,immunomodulatory agents,antibacterial agents,and hemocompatibility,is investigated,and the paper concludes with the future outlook of titanium alloys as biomaterials. 展开更多
关键词 Titanium and titanium alloys Biomedical application Functional properties BIOCOMPATIBILITY ANTIBACTERIAL ACTIVITY advanced manufacturing
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The Future of Manufacturing: A New Perspective 被引量:10
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作者 Ben Wang 《Engineering》 2018年第5期722-728,共7页
Many articles have been published on intelligent manufacturing, most of which focus on hardware, soft-ware, additive manufacturing, robotics, the Internet of Things, and Industry 4.0. This paper provides a dif-ferent ... Many articles have been published on intelligent manufacturing, most of which focus on hardware, soft-ware, additive manufacturing, robotics, the Internet of Things, and Industry 4.0. This paper provides a dif-ferent perspective by examining relevant challenges and providing examples of some less-talked-about yet essential topics, such as hybrid systems, redefining advanced manufacturing, basic building blocks of new manufacturing, ecosystem readiness, and technology scalahility. The first major challenge is to (re-)define what the manufacturing of the future will he, if we wish to: ① raise public awareness of new manufacturing's economic and societal impacts, and ② garner the unequivocal support of policy- makers. The second major challenge is to recognize that manufacturing in the future will consist of sys-tems of hybrid systems of human and robotic operators; additive and suhtractive processes; metal and composite materials; and cyher and physical systems. Therefore, studying the interfaces between con- stituencies and standards becomes important and essential. The third challenge is to develop a common framework in which the technology, manufacturing business case, and ecosystem readiness can he eval- uated concurrently in order to shorten the time it takes for products to reach customers. Integral to this is having accepted measures of "scalahility" of non-information technologies. The last, hut not least, chal-lenge is to examine successful modalities of industry-academia-government collaborations through public-private partnerships. This article discusses these challenges in detail. 展开更多
关键词 advanced Manufacturing Partnership ECOSYSTEM Industry 4.0 Intelligent manufacturing Internet of Things Manufacturing innovation institutes National Network for Manufacturing INNOVATION
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英文科技期刊国际影响力提升的探索与实践——以Advances in Manufacturing为例 被引量:3
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作者 姜春明 《传播与版权》 2020年第10期62-64,67,共4页
文章以Advances in Manufacturing(AiM)为例,探讨我国英文科技期刊提高国际影响力的办刊经验和探索实践。AiM在取得一定成绩的同时,还面临诸多挑战。因此,在今后工作中,AiM需不断提升自身办刊能力,多角度、多举措地继续坚持走国际化发... 文章以Advances in Manufacturing(AiM)为例,探讨我国英文科技期刊提高国际影响力的办刊经验和探索实践。AiM在取得一定成绩的同时,还面临诸多挑战。因此,在今后工作中,AiM需不断提升自身办刊能力,多角度、多举措地继续坚持走国际化发展道路,努力使AiM成为具有更高国际影响力和竞争力的科技期刊。 展开更多
关键词 国际影响力 英文科技期刊 Advances in Manufacturing 宣传推广
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Precision Analysis of Three Dimension Free Curves Nanofabrication
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作者 ZHENG Wei 1, WANG Er-qi 2, SONG De-hui 2, W B LEE 3, S andy TO 3 (1. Department of Mechatronics, Xiamen University, 2. College of Computer and Information Engineering, Xiamen University, Xiamen 361005, China 3. Ultra-Precision Machining Centre, Department of Industrial and Systems Engin eering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期279-,共1页
Three dimension free curves find wide applications in engineering. There is no problem to express them exactly mathematically, but th e reportage has not been done on the investigation of precision analysis of thre e-... Three dimension free curves find wide applications in engineering. There is no problem to express them exactly mathematically, but th e reportage has not been done on the investigation of precision analysis of thre e-dimension free curves nanofabrication. Nanofabrication Precision includes the geometrical precision and the precision of driving system (below simply cal led the system precision). This paper submits the precision analysis method of c urve normal vector to analyze geometrical precision. Take an aspherical surf ace for example, it can be fitted and constructed by tensor product parameter cu rves, such as linear drawing curves, straight veins curves, rotating curves, swe eping curves, DUCT curves and Geomap curves. Then the curves of the aspherical s urface is iterated and modified to select the best fitted curves of the aspheric al surface. Finally, the geometrical precision of perfect approximate aspherical surface fitting has been sought. This kind of geometrical fitting construction is very important. Another is the system precision, which contains axial position precision, line p recision, and twisting and swinging precision, etc. The paper adopts the theory of precision optimum match (Prof. Wang Er-qi first put forward in 19 83) to allocate precision optimumly. The minimum cost is used as an objective fu nction, and weight method matches the precision. To obtain the optimum match combination of the minimum cost design parameters and every composing element t olerance, the precision is iterated and sought optimumly to design the system op timumly. The theoretical analysis shows that it’s feasible to control three dim ension free curves nanofabrication within nanometer scale precision. 展开更多
关键词 three dimension curves PRECISION optimum match advanced manufacturing technology micro-/nano-technology
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Theoretical Analysis of Nano Displacement of Nanometer Precision Actuator and Its Application
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作者 ZHENG Wei, HUANG Yuan-qing (Dept. of Mechatronics, Xiamen University, Xiamen 361005, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期85-,共1页
The kind of micro-/nano-meter precision actuator in cludes a piezoelectric one, an electric deformation one, a magnetic deformation one, a mechanical one, and a mechanical and electrical one. This paper puts forw ard ... The kind of micro-/nano-meter precision actuator in cludes a piezoelectric one, an electric deformation one, a magnetic deformation one, a mechanical one, and a mechanical and electrical one. This paper puts forw ard a mechanical and electrical step actuator of nanometer precision, which cons ists of a step motor of large fine-dividing number of step angle, shaft couplin gs, a decelerator of large decelerating ratio, a screw mechanism and a pole of U shape, and has the minimum step displacement of 10 nm, the step displac ement precision of 1 nm, the step frequency of 4 kHz, the maximum loadability of 20 kg. In order to achieve the nano displacement of nano precision by this actu ator, the theoretical analysis of stress and strain must be made on the transmit ting course of nano displacement of the actuator, and their numerical simulation is done by computer. The paper establishes the constitutive equation of 3-D stress and the strain co ordinate equation of the composing system of the nanometer precision actuator. A s a result, the theoretical relation among stress and strain and displacement is set up. The torque of the step motor produces a thrust to transmit the displace ment of the above system of the parts and assemblies to output the needed nano d isplacement. In the case of concrete analysis and calculating, the comparing met hod of film-roof is applied to analyze and calculate the motor axis, decelerato r axes, the screw pole and the nut. The analysis method of plane stress and stra in is used to analyze and calculate the shaft couplings and gears. The analysis method of beam stress and strain is used to do the pole of U shape. These calcul ation is belong to the physical non-linear problem. Under the condition of smal l deformation, the analysis way of the finite element can be combined with the a bove analyses and calculations. The elementary analysis results show that the na nometer precision actuator can be applied in STM nanofabrication. 展开更多
关键词 step micro-actuator theoretical analysis MEMS advanced manufacturing technology micro-/nano-technology
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Solvent-Less Vapor-Phase Fabrication of Membranes for Sustainable Separation Processes
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作者 Junjie Zhao Karen K.Gleason 《Engineering》 SCIE EI 2020年第12期1432-1442,共11页
Sustainable processes for purifying water,capturing carbon,producing biofuels,operating fuel cells,and performing energy-efficient industrial separations will require next-generation membranes.Solvent-less fabrication... Sustainable processes for purifying water,capturing carbon,producing biofuels,operating fuel cells,and performing energy-efficient industrial separations will require next-generation membranes.Solvent-less fabrication for membranes not only eliminates potential environmental issues with organic solvents,but also solves the swelling problems that occur with delicate polymer substrates.Furthermore,the activation procedures often required for synthesizing microporous materials such as metal–organic frameworks(MOFs)can be reduced when solvent-less vapor-phase approaches are employed.This perspective covers several vacuum deposition processes,including initiated chemical vapor deposition(iCVD),initiated plasma-enhanced chemical vapor deposition(iPECVD),solvent-less vapor deposition followed by in situ polymerization(SLIP),atomic layer deposition(ALD),and molecular layer deposition(MLD).These solvent-less vapor-phase methods are powerful in creating ultrathin selective layers for thin-film composite membranes and advantageous in conformally coating nanoscale pores for the precise modification of pore size and internal functionalities.The resulting membranes have shown promising performance for gas separation,nanofiltration,desalination,and water/oil separation.Further development of novel membrane materials and the scaling up of high-throughput reactors for solvent-less vapor-phase processes are necessary in order to make a real impact on the chemical industry in the future. 展开更多
关键词 Membrane separation Chemical vapor deposition Atomic layer deposition Molecular layer deposition Thin films Metal-organic frameworks POLYMERS advanced manufacturing
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Crystallinity of FRCM/GPM with High PB through Microbial Growth
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作者 Sourav Kumar Das Bulbul Ahmed +3 位作者 Rony Mia Abu Bakar Injamam Ul Huq Dan Xie 《Advances in Nanoparticles》 2020年第4期81-116,共36页
Fiber reinforced composite (FRC) requires a process of grinding, mixing and compounding natural fibers from cellulosic waste streams into a polymer matrix that creates a high-strength fiber composite. In this situatio... Fiber reinforced composite (FRC) requires a process of grinding, mixing and compounding natural fibers from cellulosic waste streams into a polymer matrix that creates a high-strength fiber composite. In this situation, the specified waste or base raw materials used are the waste thermoplastics and different types of cellulosic waste including rice husk and saw dust. FRC is a high-performance fiber composite achieved and made possible through a proprietary molecular re-engineering process by interlinking cellulosic fiber molecules with resins in the FRC material matrix, resulting in a product of exceptional structural properties. In this feat of molecular re-engineering, selected physical and structural properties of wood are effectively cloned and obtained in the FRC component, in addition to other essential qualities in order to produce superior performance properties to conventional wood. The dynamic characteristics of composite structures are largely extracted from the reinforcing of fibres. The fiber, held in place by the matrix resin, contributes to tensile strength in a composite, enhancing the performance properties in the final part, such as strength and rigidity, while minimizing weight. The advantages of composite materials always beat down their disadvantages. In this analysis, we tried to find out FRC advance manufacturing, recycling technology and future perspective for mankind and next generation development. This research will bring a new horizon for future science with FRC technology and every aspect of modern science which will bring a stable dimensional stability by recycling process with minimizing waste for environment and next generation science. 展开更多
关键词 Reinforced Composite advanced Manufacturing Recycling Process NGS CRYSTALLINE Polymeric Bonds
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A Techno-Economic Paradigm Perspective on the 'Third Industrial Revolution' and China's Strategies in Response
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作者 黄群慧 贺俊 《China Economist》 2013年第2期4-17,共14页
Built on artificial intelligence, digitalization, and information technologies, the "Third Industrial Revolution "" transforms large-scale assembly lines and flexible manufacturing system with fundamental modern ma... Built on artificial intelligence, digitalization, and information technologies, the "Third Industrial Revolution "" transforms large-scale assembly lines and flexible manufacturing system with fundamental modern manufacturing technologies and features personalized manufacturing, which is enabled by reconfigurable manufacturing system, and quick market response. It is a profound transformation of techno-economic paradigms, imbedded in the technology, management, and institutional systems. As this revolution deepens, it is likely that manufacturing and the manufacturing sector would acquire new definitions. In addition, the resource foundation and factor structure, which are central to the competitiveness of a nation and an enterprise, would perhaps be reconfigured, hence rewriting the landscape of global industrial competition. Under this scenario, the "smiling curve '" which used to portray the economic features of the value chain, may change into a "silence curve" or even "sadness curve ". The catching- up pathway of latecomer countries, as predicted by the traditional 'flying geese model", is likely to be blocked, solidifying the division of"core and periphery countries" which is unfavorable to developing countries. Industrial competition between countries would move from competition between enterprises and supply chains to competition in industrial ecosystems, matdng system adaptability and dynamics the key to long-term industrial competitiveness. As an effort to embrace the "Third Industrial Revolution" and meet the challenges brought by "multi-facets competition" with developed industrial nations in various links of value chain, in the future China should make appropriate adjustments in its strategies for economic transition and upgrading, global competition, technological innovation, industrial development and information technology. 展开更多
关键词 advanced manufacturing technology the Third Industrial Revolution techno-economic paradigm economic development strategy
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The Cultivating of Engineering Human Resource Baced on AMT
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作者 LIU Bo, SUN Lin-yan Department of Industrial Engineering, Management School, Xi′an Jiaotong University, Xi′an 710049, P.R. China 《International Journal of Plant Engineering and Management》 2003年第2期108-114,共7页
This paper firstly analyzes the features and developing tendency of AMT. Then starting from studying the challenges of AMT that qualified IE specialists have to face, it systematically analyzes the problems that part ... This paper firstly analyzes the features and developing tendency of AMT. Then starting from studying the challenges of AMT that qualified IE specialists have to face, it systematically analyzes the problems that part of a qualified IE specialist′s education can not fit to the development of AMT, discussing some root causes of these problems. Finally, it puts forward the idea for training of qualified IE specialists that should adapt to the development of AMT. 展开更多
关键词 advanced manufacturing technology (AMT) engineering technology human resources industrial engineering(IE)
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DEVELOP SERIES PRODUCTS OF ROBOTS TO PROMOTE THE TECHNOLOGICAL ADVANCEMENT OF THE MANUFACTURING INDUSTRY
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作者 Wang Tianran and Qu Daokui(Shenyang Institute of Automation, Shenyang 110015) 《Bulletin of the Chinese Academy of Sciences》 2000年第1期35-38,共4页
As a typical representative and main technicalmeans of advanced manufacturing technology,robotic technology plays an important role in raisingan enterpse’s engineering level, improving its prod-uct quality and produc... As a typical representative and main technicalmeans of advanced manufacturing technology,robotic technology plays an important role in raisingan enterpse’s engineering level, improving its prod-uct quality and productivity, and realizing civilizedproduction. Currently, there are nearly one millionrobots of various kinds, which are employed widelyin different fields of manufacturing industry. Robot-ics is now one of the high technologies, which arecompetitively developed by the developed coun- 展开更多
关键词 SIA AGV DEVELOP SERIES PRODUCTS OF ROBOTS TO PROMOTE THE TECHNOLOGICAL ADVANCEMENT OF THE MANUFACTURING INDUSTRY
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A differentiated approach for justification of advanced manufacturing technologies 被引量:4
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作者 Natalia Iakymenko Erlend Alfnes Maria Kollberg Thomassen 《Advances in Manufacturing》 SCIE CAS CSCD 2016年第3期257-267,共11页
European companies rely on advanced manu- facturing technologies (AMTs) in order to succeed in an environment of high labour costs, increasing competition and rising customer expectations. AMT implementation is ofte... European companies rely on advanced manu- facturing technologies (AMTs) in order to succeed in an environment of high labour costs, increasing competition and rising customer expectations. AMT implementation is often a high-risk investment. Many companies experience a misalignment between the installed functionality and pro- duction needs. There is a need for decision support in order to take into account all possible advantages and disad- vantages of the technology implementation, and ensure that the technology meets the requirements of the production processes. In this article, a differentiated technology justi- fication approach is introduced. The approach suggests a combination of strategic, financial and risk justification methods. The recommended number and type of methods depend on the integration level of the technical system under consideration, ranging from stand-alone machines to large and integrated production systems. The approach was developed based on a literature review and a case study. The application of the approach was presented in a case where several types of pipe bending technology were evaluated. 展开更多
关键词 Automation - advanced manufacturing -Technology selection Technology justification - Pipebending
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Machine-learning-based interatomic potentials for advanced manufacturing 被引量:3
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作者 Wei Yu Chaoyue Ji +4 位作者 Xuhao Wan Zhaofu Zhang John Robertson Sheng Liu Yuzheng Guo 《International Journal of Mechanical System Dynamics》 2021年第2期159-172,共14页
This paper summarizes the progress of machine-learning-based interatomic potentials and their applications in advanced manufacturing.Interatomic potential is essential for classical molecular dynamics.The advancements... This paper summarizes the progress of machine-learning-based interatomic potentials and their applications in advanced manufacturing.Interatomic potential is essential for classical molecular dynamics.The advancements made in machine learning(ML)have enabled the development of fast interatomic potential with ab initio accuracy.The accelerated atomic simulation can greatly transform the design principle of manufacturing technology.The most widely used supervised and unsupervised ML methods are summarized and compared.Then,the emerging interatomic models based on ML are discussed:Gaussian approximation potential,spectral neighbor analysis potential,deep potential molecular dynamics,SCHNET,hierarchically interacting particle neural network,and fast learning of atomistic rare events. 展开更多
关键词 advanced manufacturing interatomic potential machine learning molecular dynamics
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The Promotion of Deep Integration of Modern Service Industry and Advanced Manufacturing Industry 被引量:2
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作者 Ziyan Xu Xiaoxu Feng Jiechang Xia 《China Finance and Economic Review》 2021年第1期86-101,共16页
Industry integration is a significant trend in modern economic system and industrial development.It has been proved by both theory and practice that choosing the path of integrated development is the inevitable course... Industry integration is a significant trend in modern economic system and industrial development.It has been proved by both theory and practice that choosing the path of integrated development is the inevitable course for expanding the modern industrial system,extending the industry boundary and improving industry competitiveness.The modern service industry and advanced manufacturing industry with the core feature of innovation and development under the leadership of technology need to satisfy the high standard and requirement of development quality,comprehensive competitiveness,demand shift and green development.Under the development trend of“integration of two industries”,profound changes have taken place in the status,industrial form and agglomeration mode of producer services.New models are emerging in the integrated development of advanced manufacturing and modern service industries in the aspects of innovation,input,output,demand and region.To accelerate the in-depth development of“integration of two industries”,under the precondition of respecting the choice of market supply and demand and industrial development trends,the government needs to exert targeted force in supporting key integrated areas,organizing working mechanisms orderly and standardizing market access regulations,and fostering diversified integration development entities and establishing talent systems. 展开更多
关键词 industry integration modern service industry advanced manufacturing industry integration model
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