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Topological search and gradient descent boosted Runge-Kutta optimiser with application to engineering design and feature selection
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作者 Jinge Shi Yi Chen +3 位作者 Ali Asghar Heidari Zhennao Cai Huiling Chen Guoxi Liang 《CAAI Transactions on Intelligence Technology》 2025年第2期557-614,共58页
The Runge-Kutta optimiser(RUN)algorithm,renowned for its powerful optimisation capabilities,faces challenges in dealing with increasing complexity in real-world problems.Specifically,it shows deficiencies in terms of ... The Runge-Kutta optimiser(RUN)algorithm,renowned for its powerful optimisation capabilities,faces challenges in dealing with increasing complexity in real-world problems.Specifically,it shows deficiencies in terms of limited local exploration capabilities and less precise solutions.Therefore,this research aims to integrate the topological search(TS)mechanism with the gradient search rule(GSR)into the framework of RUN,introducing an enhanced algorithm called TGRUN to improve the performance of the original algorithm.The TS mechanism employs a circular topological scheme to conduct a thorough exploration of solution regions surrounding each solution,enabling a careful examination of valuable solution areas and enhancing the algorithm’s effectiveness in local exploration.To prevent the algorithm from becoming trapped in local optima,the GSR also integrates gradient descent principles to direct the algorithm in a wider investigation of the global solution space.This study conducted a serious of experiments on the IEEE CEC2017 comprehensive benchmark function to assess the enhanced effectiveness of TGRUN.Additionally,the evaluation includes real-world engineering design and feature selection problems serving as an additional test for assessing the optimisation capabilities of the algorithm.The validation outcomes indicate a significant improvement in the optimisation capabilities and solution accuracy of TGRUN. 展开更多
关键词 engineering design gradient search rule metaheuristic algorithm Runge-Kutta optimizer topological search
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Improved Dwarf Mongoose Optimization for Constrained Engineering Design Problems 被引量:3
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作者 Jeffrey O.Agushaka Absalom E.Ezugwu +3 位作者 Oyelade N.Olaide Olatunji Akinola Raed Abu Zitar Laith Abualigah 《Journal of Bionic Engineering》 SCIE EI CSCD 2023年第3期1263-1295,共33页
This paper proposes a modified version of the Dwarf Mongoose Optimization Algorithm (IDMO) for constrained engineering design problems. This optimization technique modifies the base algorithm (DMO) in three simple but... This paper proposes a modified version of the Dwarf Mongoose Optimization Algorithm (IDMO) for constrained engineering design problems. This optimization technique modifies the base algorithm (DMO) in three simple but effective ways. First, the alpha selection in IDMO differs from the DMO, where evaluating the probability value of each fitness is just a computational overhead and contributes nothing to the quality of the alpha or other group members. The fittest dwarf mongoose is selected as the alpha, and a new operator ω is introduced, which controls the alpha movement, thereby enhancing the exploration ability and exploitability of the IDMO. Second, the scout group movements are modified by randomization to introduce diversity in the search process and explore unvisited areas. Finally, the babysitter's exchange criterium is modified such that once the criterium is met, the babysitters that are exchanged interact with the dwarf mongoose exchanging them to gain information about food sources and sleeping mounds, which could result in better-fitted mongooses instead of initializing them afresh as done in DMO, then the counter is reset to zero. The proposed IDMO was used to solve the classical and CEC 2020 benchmark functions and 12 continuous/discrete engineering optimization problems. The performance of the IDMO, using different performance metrics and statistical analysis, is compared with the DMO and eight other existing algorithms. In most cases, the results show that solutions achieved by the IDMO are better than those obtained by the existing algorithms. 展开更多
关键词 Improved dwarf mongoose Nature-inspired algorithms Constrained optimization Unconstrained optimization engineering design problems
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Multiobjective extremal optimization with applications to engineering design 被引量:3
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作者 CHEN Min-rong LU Yong-zai YANG Gen-ke 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第12期1905-1911,共7页
In this paper, we extend a novel unconstrained multiobjective optimization algorithm, so-called multiobjective extremal optimization (MOEO), to solve the constrained multiobjective optimization problems (MOPs). Th... In this paper, we extend a novel unconstrained multiobjective optimization algorithm, so-called multiobjective extremal optimization (MOEO), to solve the constrained multiobjective optimization problems (MOPs). The proposed approach is validated by three constrained benchmark problems and successfully applied to handling three multiobjective engineering design problems reported in literature. Simulation results indicate that the proposed approach is highly competitive with three state-of-the-art multiobjective evolutionary algorithms, i.e., NSGA-11, SPEA2 and PAES. Thus MOEO can be considered a good alternative to solve constrained multiobjective optimization problems. 展开更多
关键词 Multiobjective optimization Extremal optimization (EO) engineering design
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An Improved Elite Slime Mould Algorithm for Engineering Design 被引量:1
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作者 Li Yuan Jianping Ji +3 位作者 Xuegong Liu Tong Liu Huiling Chen Deng Chen 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第10期415-454,共40页
The Swarm intelligence algorithm is a very prevalent field in which some scholars have made outstanding achievements.As a representative,Slime mould algorithm(SMA)is widely used because of its superior initial perform... The Swarm intelligence algorithm is a very prevalent field in which some scholars have made outstanding achievements.As a representative,Slime mould algorithm(SMA)is widely used because of its superior initial performance.Therefore,this paper focuses on the improvement of the SMA and the mitigation of its stagnation problems.For this aim,the structure of SMA is adjusted to develop the efficiency of the original method.As a stochastic optimizer,SMA mainly stimulates the behavior of slime mold in nature.For the harmony of the exploration and exploitation of SMA,the paper proposed an enhanced algorithm of SMA called ECSMA,in which two mechanisms are embedded into the structure:elite strategy,and chaotic stochastic strategy.The details of the original SMA and the two introduced strategies are given in this paper.Then,the advantages of the improved SMA through mechanism comparison,balance-diversity analysis,and contrasts with other counterparts are validated.The experimental results demonstrate that both mechanisms have a significant enhancing effect on SMA.Also,SMA is applied to four structural design issues of the welded beam design problem,PV design problem,I-beam design problem,and cantilever beam design problem with excellent results. 展开更多
关键词 Slime mould algorithm metaheuristic algorithm continuous optimization chaos random strategy engineering design
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Preliminary Engineering Design of Toroidal Field Magnet System for Superconducting Tokamak HT-7U 被引量:2
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作者 潘引年 翁佩德 +9 位作者 陈灼民 李保增 武松涛 吴维越 高秉钧 郁杰 吴镝 吴雪冰 陈强 陈文革 《Plasma Science and Technology》 SCIE EI CAS CSCD 2000年第2期235-243,共9页
HT7U is a large fusion experimental device. It will be built in the Institute of Plasma Physics of Chinese Academy of Sciences. The mission of HT-7U is to develop the scientific basis for a continuously operating toka... HT7U is a large fusion experimental device. It will be built in the Institute of Plasma Physics of Chinese Academy of Sciences. The mission of HT-7U is to develop the scientific basis for a continuously operating tokama-k fusion reactor. This paper describes only a toroidal field (TF) superconducting magnet system of HT7U. In this paper, design criteria of conductor and stability analysis, coil winding and support structure design of magnet system, mechanical calculation and stress analysis, heat load evaluation are given. 展开更多
关键词 HT Preliminary engineering design of Toroidal Field Magnet System for Superconducting Tokamak HT-7U
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Investigation into precision engineering design and development of the next-generation brake discs using Al/SiC metal matrix composites 被引量:1
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作者 Jake Haley Kai Cheng 《Nanotechnology and Precision Engineering》 CAS CSCD 2021年第4期24-36,共13页
Substantially lightweight brake discs with high wear resistance are highly desirable in the automotive industry.This paper presents an investigation of the precision-engineering design and development of automotive br... Substantially lightweight brake discs with high wear resistance are highly desirable in the automotive industry.This paper presents an investigation of the precision-engineering design and development of automotive brake discs using nonhomogeneous Al/SiC metal-matrixcomposite materials.The design and development are based on modeling and analysis following stringent precision-engineering principles,i.e.,brake-disc systems that operate repeatably and stably over time as enabled by precision-engineering design.The design and development are further supported by tribological experimental testing and finite-element simulations.The results show the industrial feasibility of the innovative design approach and the application merits of using advanced metal-matrix-composite materials for next-generation automotive and electric vehicles. 展开更多
关键词 Brake disc design Metal matrix composite Precision engineering design Tribological testing Automotive braking system Finite element analysis(FEA)and simulation
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CREATIVE DESIGN BASED ON KNOWLEDGE MANAGEMENT IN ENGINEERING DESIGN 被引量:1
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作者 LIANG Jun JIANG Zuhua +2 位作者 ZHEN Lu SU Hai WANG Kuoming 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第5期101-105,共5页
To support and serve engineering design, creative design based on knowledge management is proposed. The key knowledge factors of creative design are analyzed and discussed, and knowledge extraction tools are utilized ... To support and serve engineering design, creative design based on knowledge management is proposed. The key knowledge factors of creative design are analyzed and discussed, and knowledge extraction tools are utilized to distill the important knowledge to serve for knowledge resource of creative design. The implementation of creative design mode is described and executed, which can promote the intelligent asset of the enterprise and shorten the period of creative design. With this study, design afflatus and conceptual design can be achieved expediently and effectively. 展开更多
关键词 Creative design engineering design Knowledge management Knowledge sharing
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A Multi-strategy Improved Snake Optimizer Assisted with Population Crowding Analysis for Engineering Design Problems
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作者 Lei Peng Zhuoming Yuan +4 位作者 Guangming Dai Maocai Wang Jian Li Zhiming Song Xiaoyu Chen 《Journal of Bionic Engineering》 SCIE EI CSCD 2024年第3期1567-1591,共25页
Snake Optimizer(SO)is a novel Meta-heuristic Algorithm(MA)inspired by the mating behaviour of snakes,which has achieved success in global numerical optimization problems and practical engineering applications.However,... Snake Optimizer(SO)is a novel Meta-heuristic Algorithm(MA)inspired by the mating behaviour of snakes,which has achieved success in global numerical optimization problems and practical engineering applications.However,it also has certain drawbacks for the exploration stage and the egg hatch process,resulting in slow convergence speed and inferior solution quality.To address the above issues,a novel multi-strategy improved SO(MISO)with the assistance of population crowding analysis is proposed in this article.In the algorithm,a novel multi-strategy operator is designed for the exploration stage,which not only focuses on using the information of better performing individuals to improve the quality of solution,but also focuses on maintaining population diversity.To boost the efficiency of the egg hatch process,the multi-strategy egg hatch process is proposed to regenerate individuals according to the results of the population crowding analysis.In addition,a local search method is employed to further enhance the convergence speed and the local search capability.MISO is first compared with three sets of algorithms in the CEC2020 benchmark functions,including SO with its two recently discussed variants,ten advanced MAs,and six powerful CEC competition algorithms.The performance of MISO is then verified on five practical engineering design problems.The experimental results show that MISO provides a promising performance for the above optimization cases in terms of convergence speed and solution quality. 展开更多
关键词 Snake optimizer Multi-strategy Population crowding analysis engineering design problem
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Process-oriented knowledge-sharing platform for chemical engineering design projects
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作者 Zhang, Lingling Zhang, Yuejin +2 位作者 Li, Jun Zhen, Miao Zheng, Xiuyu 《Journal of Southeast University(English Edition)》 EI CAS 2008年第S1期136-141,共6页
A process-oriented knowledge-sharing platform is studied to improve knowledge sharing and project management of chemical engineering design enterprises. First, problems and characteristics of knowledge sharing in mult... A process-oriented knowledge-sharing platform is studied to improve knowledge sharing and project management of chemical engineering design enterprises. First, problems and characteristics of knowledge sharing in multi-projects of chemical engineering design are analyzed. Then based on theories of project management, process management, and knowledge management, a process-oriented knowledge-sharing platform is proposed. The platform has three characteristics: knowledge is divided into professional knowledge and project management knowledge; knowledge sharing is integrated with the project process, which makes knowledge sharing a necessary part of the project process and ensures the quantity of knowledge shared; the platform provides quantitative measurements of incentive mechanisms for knowledge providers and users which ensures the quality of knowledge shared. This knowledge-sharing platform uses two knowledge management tools, a knowledge map and a knowledge base, to support the platform. 展开更多
关键词 chemical engineering design project knowledge sharing process-oriented PLATFORM
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A Comparative Study of Metaheuristic Optimization Algorithms for Solving Real-World Engineering Design Problems
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作者 Elif Varol Altay Osman Altay Yusuf Ovik 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第4期1039-1094,共56页
Real-world engineering design problems with complex objective functions under some constraints are relatively difficult problems to solve.Such design problems are widely experienced in many engineering fields,such as ... Real-world engineering design problems with complex objective functions under some constraints are relatively difficult problems to solve.Such design problems are widely experienced in many engineering fields,such as industry,automotive,construction,machinery,and interdisciplinary research.However,there are established optimization techniques that have shown effectiveness in addressing these types of issues.This research paper gives a comparative study of the implementation of seventeen new metaheuristic methods in order to optimize twelve distinct engineering design issues.The algorithms used in the study are listed as:transient search optimization(TSO),equilibrium optimizer(EO),grey wolf optimizer(GWO),moth-flame optimization(MFO),whale optimization algorithm(WOA),slimemould algorithm(SMA),harris hawks optimization(HHO),chimp optimization algorithm(COA),coot optimization algorithm(COOT),multi-verse optimization(MVO),arithmetic optimization algorithm(AOA),aquila optimizer(AO),sine cosine algorithm(SCA),smell agent optimization(SAO),and seagull optimization algorithm(SOA),pelican optimization algorithm(POA),and coati optimization algorithm(CA).As far as we know,there is no comparative analysis of recent and popular methods against the concrete conditions of real-world engineering problems.Hence,a remarkable research guideline is presented in the study for researchersworking in the fields of engineering and artificial intelligence,especiallywhen applying the optimization methods that have emerged recently.Future research can rely on this work for a literature search on comparisons of metaheuristic optimization methods in real-world problems under similar conditions. 展开更多
关键词 Metaheuristic optimization algorithms real-world engineering design problems multidisciplinary design optimization problems
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Mechanism for Integrating Sustainability in Engineering Design
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作者 Andrew S.Chang Kuan Pei Lee 《Journal of Civil Engineering and Architecture》 2011年第1期48-55,共8页
This paper proposes an integration mechanism to help the owners and designers to integrate sustainability issues into design process,communicate with stakeholders and achieve consensus.Literature concerning engineerin... This paper proposes an integration mechanism to help the owners and designers to integrate sustainability issues into design process,communicate with stakeholders and achieve consensus.Literature concerning engineering design,decision making and environment assessment were reviewed.Sustainability disputes in construction projects were analyzed and owners and designers were interviewed to understand the evolvement of these issues.Key success factors of other successful integration projects were also referenced.An integration mechanism including procedures was established along with traditional design process.Four integration steps were developed:organize integration team,propose integration issues,determine acceptance criteria,and evaluate alternatives;and four integration dimensions were also identified:appeals,decision making and execution,stakeholders,and experts.A matrix was formed by the four integration steps and four dimensions.A rigor index was proposed to measure the quality of the integration process.Finally,the mechanism was tested on a construction project with sustainability controversy to check its validity.The study results show that the integration mechanism can help incorporate sustainability issues and achieve consensus if followed rigorously.The integration matrix systematically examines the eight key integration factors under the four dimensions.The rigor index can explain the quality in integrating sustainability issues into engineering design.The mechanism provides a useful tool for the owners and designers to cope with the sustainability decision making difficulties. 展开更多
关键词 Integration mechanism decision making SUSTAINABILITY engineering design.
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China's Chemical Engineering Design Capability
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作者 Zong Ri 《China's Foreign Trade》 1994年第12期39-40,共2页
During the early days of New China, to support the domestic construction of those projects aided by the former Soviet Union, the design institution formed a chemical engineering production installation design team. Du... During the early days of New China, to support the domestic construction of those projects aided by the former Soviet Union, the design institution formed a chemical engineering production installation design team. During the 1950s, this team designed an ammonia synthesis unit with an annual capacity of 75000 tons, set up the Sichuan Chemical Plant and worked out a 展开更多
关键词 design China’s Chemical engineering design Capability
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Integrated Engineering Design and Data Management
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《Electricity》 1997年第3期34-37,共4页
This paper describes how database information and electronic 3D models are integrated to produce power plant designs more efficiently and accurately. Engineering CAD/CAE systems have evolved from strictly 3D modeling ... This paper describes how database information and electronic 3D models are integrated to produce power plant designs more efficiently and accurately. Engineering CAD/CAE systems have evolved from strictly 3D modeling to spatial data management tools. This paper describes how process data, commodities, and location data are disseminated to the various project team members through a central integrated database. The database and 3D model also provide a cache of information that is valuable to the constructor, and operations and maintenance Personnel. 展开更多
关键词 design DCAD Integrated engineering design and Data Management
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The Engineering Design ofErtan 500 kV Transmission Lines
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《Electricity》 1999年第4期27-30,共4页
关键词 design The engineering design ofErtan 500 kV Transmission Lines KV
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Analysis of Technical Key Points in Mechanical and Electronic Engineering Design
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作者 WANG Shuai 《外文科技期刊数据库(文摘版)工程技术》 2021年第7期219-221,共5页
The electronic information engineering industry of construction machinery industry is an important high-tech pillar industry in contemporary China. It also has important strategic significance in continuously improvin... The electronic information engineering industry of construction machinery industry is an important high-tech pillar industry in contemporary China. It also has important strategic significance in continuously improving the international technology influence level of contemporary Chinese enterprises. In order to effectively promote the further and healthy development of electronic machinery and electronic components engineering, many domestic experts and related experts have carried out more in-depth research on its application. 展开更多
关键词 MECHATRONICS engineering design main technical points
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Study on Fire Engineering Design of High-rise Building
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作者 LUO Wei 《外文科技期刊数据库(文摘版)工程技术》 2021年第4期336-340,共5页
Because of the particularity of high-rise buildings, it is necessary to build a professional fire engineering system in the building. All the fire engineering system in the design process should completely eliminate t... Because of the particularity of high-rise buildings, it is necessary to build a professional fire engineering system in the building. All the fire engineering system in the design process should completely eliminate the possible problems in the design process to fully ensure the safety of the whole building. Based on the analysis of the information that needs to be considered in the design process of high-rise building fire engineering, this paper discusses the common problems existing in the current design process, and further analyzes the solutions to these problems. 展开更多
关键词 high-rise building fire engineering engineering design
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Application of Power System Planning and Design in Power Engineering Design
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作者 MENG Depeng 《外文科技期刊数据库(文摘版)工程技术》 2021年第7期729-731,共5页
In the process of Chinese economic development, the number of domestic enterprises is increasing and the development momentum is getting better and better. In order to promote the further development of enterprises an... In the process of Chinese economic development, the number of domestic enterprises is increasing and the development momentum is getting better and better. In order to promote the further development of enterprises and meet people's living needs, we should manage the development of Chinese power sector from a scientific perspective and promote the more comprehensive development of electric energy. In addition, in the power system, power engineering design plays an important role, and directly affects the security and reliability of power supply. Therefore, it is necessary to further analyze the application of power system planning and design in power engineering design, so as to hope the analysis in this paper can bring reference to relevant researchers. 展开更多
关键词 power system planning and design power engineering design
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The Application of NURBS Modeling Method to Visualization in Engineering Design 被引量:1
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作者 薛晓滨 吴六永 《Journal of Modern Transportation》 1998年第1期88-95,共8页
A modeling method is proposed, which combines texture mapping, LOD and geometric modeling. The theory and the application of NURBS in geometric modeling are presented. The methods of NURBS commonly used in the visuali... A modeling method is proposed, which combines texture mapping, LOD and geometric modeling. The theory and the application of NURBS in geometric modeling are presented. The methods of NURBS commonly used in the visualization in engineering design are discussed. Some examples are presented. 展开更多
关键词 VISUALIZATION engineering design NURBS CAD
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Engineering design and numerical design for chemical looping combustion reactor: A review
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作者 Xi Chen Rongchao Li +4 位作者 Ye Tao Yongqi Tong Ao Li Daofeng Mei Haibo Zhao 《Energy Reviews》 2024年第3期129-150,共22页
Chemical looping combustion(CLC)has emerged as a cost-effective technology for carbon capture at the combustion source.The reactor,being central to the implementation of CLC,primarily adheres to two technological path... Chemical looping combustion(CLC)has emerged as a cost-effective technology for carbon capture at the combustion source.The reactor,being central to the implementation of CLC,primarily adheres to two technological pathways:the dual fluidized bed reactor and the packed bed reactor.However,the intricate interaction between gas-solid reaction flow and heat/mass transfer processes in these reactors gives rise to diverse operational principles at both macroscopic and microscopic levels across various reactor forms and scales,making performance prediction challenging.Consequently,the rational design of CLC reactors poses a significant challenge in advancing this technology to commercial viability.This article offers an extensive review of the prevailing reactor designs in CLC,delving into reactor characteristics,pivotal aspects of the design process,methodologies,and representative studies in the field.The predominant reactor design approaches are categorized into engineering and numerical methods.The former encompasses phenomenological and similarity analysis methods,whereas the latter consists of macroscopic and computational fluid dynamics simulation methods.Each method possesses its theoretical framework,distinctive characteristics,appropriate applications,and respective advantages and limitations.In practical applications,integrating these aspects is essential.For instance,the engineering design,which is less costly but also less precise,is effective for quickly screening numerous potential design scenarios.In contrast,the numerical design,despite its higher computational demand and greater model complexity,offers improved predictive accuracy and is optimal for validating and refining engineering design solutions. 展开更多
关键词 Carbon capture Chemical looping combustion Reactor design engineering design Numerical design
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