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A methodology for aircraft mission effectiveness evaluation and design space exploration based on virtual operational test
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作者 Hu LIU Qiang GUO +2 位作者 Yongliang TIAN Kangwen SUN Chenxuan ZHAO 《Chinese Journal of Aeronautics》 2025年第2期92-110,共19页
The early involvement of test and evaluation can significantly reduce the cost of modifying issues and errors found in the later stages of aircraft development and design process.This paper presents a methodology for ... The early involvement of test and evaluation can significantly reduce the cost of modifying issues and errors found in the later stages of aircraft development and design process.This paper presents a methodology for aircraft mission effectiveness evaluation and design space exploration based on Virtual Operational Test(VOT),incorporating Virtual Open Scenario(VOS)and User in Scenarios(UIS)concepts.By employing modeling and simulation technologies in the early stages of aircraft development and design,a virtual environment can be constructed,allowing aircraft users to participate more closely and conveniently in the design process.Virtual tests conducted by users within the mission context provide data on mission effectiveness and critical user feedback.This paper outlines the main components of the virtual operational test process and related conceptual methods,and discusses an open support system framework that supports VOT.The effectiveness and adaptability of the method are demonstrated through two case studies:a beyond-visual-range air combat scenario and a helicopter ground attack scenario.These case studies demonstrate the evaluation of aircraft mission effectiveness and the sensitivity analysis and optimization of design and operational parameters based on VOT. 展开更多
关键词 Virtual operational test Effectiveness evaluation User in scenarios System of systems Virtual simulation design space exploration
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Metamodel-based Global Optimization Using Fuzzy Clustering for Design Space Reduction 被引量:14
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作者 LI Yulin LIU Li +1 位作者 LONG Teng DONG Weili 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第5期928-939,共12页
High fidelity analysis are utilized in modern engineering design optimization problems which involve expensive black-box models.For computation-intensive engineering design problems,efficient global optimization metho... High fidelity analysis are utilized in modern engineering design optimization problems which involve expensive black-box models.For computation-intensive engineering design problems,efficient global optimization methods must be developed to relieve the computational burden.A new metamodel-based global optimization method using fuzzy clustering for design space reduction(MGO-FCR) is presented.The uniformly distributed initial sample points are generated by Latin hypercube design to construct the radial basis function metamodel,whose accuracy is improved with increasing number of sample points gradually.Fuzzy c-mean method and Gath-Geva clustering method are applied to divide the design space into several small interesting cluster spaces for low and high dimensional problems respectively.Modeling efficiency and accuracy are directly related to the design space,so unconcerned spaces are eliminated by the proposed reduction principle and two pseudo reduction algorithms.The reduction principle is developed to determine whether the current design space should be reduced and which space is eliminated.The first pseudo reduction algorithm improves the speed of clustering,while the second pseudo reduction algorithm ensures the design space to be reduced.Through several numerical benchmark functions,comparative studies with adaptive response surface method,approximated unimodal region elimination method and mode-pursuing sampling are carried out.The optimization results reveal that this method captures the real global optimum for all the numerical benchmark functions.And the number of function evaluations show that the efficiency of this method is favorable especially for high dimensional problems.Based on this global design optimization method,a design optimization of a lifting surface in high speed flow is carried out and this method saves about 10 h compared with genetic algorithms.This method possesses favorable performance on efficiency,robustness and capability of global convergence and gives a new optimization strategy for engineering design optimization problems involving expensive black box models. 展开更多
关键词 global optimization metamodel-based optimization reduction of design space fuzzy clustering
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Establishment and reliability evaluation of the design space for HPLC analysis of six alkaloids in Coptis chinensis(Huanglian) using Bayesian approach 被引量:9
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作者 DAI Sheng-Yun XU Bing +4 位作者 ZHANG Yi LI Jian-Yu SUN Fei SHI Xin-Yuan QIAO Yan-Jiang 《Chinese Journal of Natural Medicines》 SCIE CAS CSCD 2016年第9期697-708,共12页
Coptis chinensis(Huanglian) is a commonly used traditional Chinese medicine(TCM) herb and alkaloids are the most important chemical constituents in it. In the present study, an isocratic reverse phase high performance... Coptis chinensis(Huanglian) is a commonly used traditional Chinese medicine(TCM) herb and alkaloids are the most important chemical constituents in it. In the present study, an isocratic reverse phase high performance liquid chromatography(RP-HPLC) method allowing the separation of six alkaloids in Huanglian was for the first time developed under the quality by design(Qb D) principles. First, five chromatographic parameters were identified to construct a Plackett-Burman experimental design. The critical resolution, analysis time, and peak width were responses modeled by multivariate linear regression. The results showed that the percentage of acetonitrile, concentration of sodium dodecyl sulfate, and concentration of potassium phosphate monobasic were statistically significant parameters(P < 0.05). Then, the Box-Behnken experimental design was applied to further evaluate the interactions between the three parameters on selected responses. Full quadratic models were built and used to establish the analytical design space. Moreover, the reliability of design space was estimated by the Bayesian posterior predictive distribution. The optimal separation was predicted at 40% acetonitrile, 1.7 g·m L-1of sodium dodecyl sulfate and 0.03 mol·m L-1 of potassium phosphate monobasic. Finally, the accuracy profile methodology was used to validate the established HPLC method. The results demonstrated that the Qb D concept could be efficiently used to develop a robust RP-HPLC analytical method for Huanglian. 展开更多
关键词 Coptis chinensis Quality by design(Qb D) Bayesian approach Analytical design space Accuracy profile
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Variable-fidelity optimization with design space reduction 被引量:3
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作者 Mohammad Kashif Zahir Gao Zhenghong 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第4期841-849,共9页
Advanced engineering systems, like aircraft, are defined by tens or even hundreds of design variables. Building an accurate surrogate model for use in such high-dimensional optimization problems is a difficult task ow... Advanced engineering systems, like aircraft, are defined by tens or even hundreds of design variables. Building an accurate surrogate model for use in such high-dimensional optimization problems is a difficult task owing to the curse of dimensionality. This paper presents a new algorithm to reduce the size of a design space to a smaller region of interest allowing a more accurate surrogate model to be generated. The framework requires a set of models of different physical or numerical fidelities. The low-fidelity (LF) model provides physics-based approximation of the high-fidelity (HF) model at a fraction of the computational cost. It is also instrumental in identifying the small region of interest in the design space that encloses the high-fidelity optimum. A surrogate model is then constructed to match the low-fidelity model to the high-fidelity model in the identified region of interest. The optimization process is managed by an update strategy to prevent convergence to false optima. The algorithm is applied on mathematical problems and a two-dimen-sional aerodynamic shape optimization problem in a variable-fidelity context. Results obtained are in excellent agreement with high-fidelity results, even with lower-fidelity flow solvers, while showing up to 39% time savings. 展开更多
关键词 Airfoil optimization Curse of dimensionality design space reduction Genetic algorithms Kriging Surrogate models Surrogate update strategies Variable fidelity
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Hybrid Meta-Model Based Design Space Differentiation Method for Expensive Problems 被引量:1
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作者 Nianfei Gan Guangyao Li Jichao Gu 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2016年第2期120-132,共13页
In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive p... In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive points,with two different search strategies respectively applied inside and outside the promising region.Besides,the hybrid meta-model strategy applied in the search process makes it possible to solve the complex practical problems.Tested upon a serial of benchmark math functions,the HMDSD method shows great efficiency and search accuracy.On top of that,a practical lightweight design demonstrates its superior performance. 展开更多
关键词 hybrid meta-model design space differentiation expensive problems global optimization
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Design space exploration of neural network accelerator based on transfer learning
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作者 吴豫章 ZHI Tian +1 位作者 SONG Xinkai LI Xi 《High Technology Letters》 EI CAS 2023年第4期416-426,共11页
With the increasing demand of computational power in artificial intelligence(AI)algorithms,dedicated accelerators have become a necessity.However,the complexity of hardware architectures,vast design search space,and c... With the increasing demand of computational power in artificial intelligence(AI)algorithms,dedicated accelerators have become a necessity.However,the complexity of hardware architectures,vast design search space,and complex tasks of accelerators have posed significant challenges.Tra-ditional search methods can become prohibitively slow if the search space continues to be expanded.A design space exploration(DSE)method is proposed based on transfer learning,which reduces the time for repeated training and uses multi-task models for different tasks on the same processor.The proposed method accurately predicts the latency and energy consumption associated with neural net-work accelerator design parameters,enabling faster identification of optimal outcomes compared with traditional methods.And compared with other DSE methods by using multilayer perceptron(MLP),the required training time is shorter.Comparative experiments with other methods demonstrate that the proposed method improves the efficiency of DSE without compromising the accuracy of the re-sults. 展开更多
关键词 design space exploration(DSE) transfer learning neural network accelerator multi-task learning
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Emerging Microelectronic Materials by Design:Navigating Combinatorial Design Space with Scarce and Dispersed Data
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作者 Hengrui Zhang Alexandru B.Georgescu +5 位作者 Suraj Yerramilli Christopher Karpovich Daniel W.Apley Elsa A.Olivetti James M.Rondinelli Wei Chen 《Accounts of Materials Research》 2025年第6期730-741,共12页
CONSPECTUS:The increasing demands of sustainable energy,electronics,and biomedical applications call for next-generation functional materials with unprecedented properties.Of particular interest are emerging materials... CONSPECTUS:The increasing demands of sustainable energy,electronics,and biomedical applications call for next-generation functional materials with unprecedented properties.Of particular interest are emerging materials that display exceptional physical properties,making them promising candidates for energy-efficient microelectronic devices.As the conventional Edisonian approach becomes significantly outpaced by growing societal needs,emerging computational modeling and machine learning methods have been employed for the rational design of materials. 展开更多
关键词 edisonian approach dispersed data biomedical applications machine learning methods combinatorial design space computational modeling scarce data emerging materials display exceptional physical propertiesmaking
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Exploring the renovation design space:A new iterative approach based on scenario distance metrics and resampling strategies
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作者 Carl Schultz Aliakbar Kamari 《Building Simulation》 2025年第6期1515-1542,共28页
Supporting designers in making effective renovation decisions is urgently needed to address the ever-growing climate crisis.This requires developing tools that bring insight into the enormous set of design options at ... Supporting designers in making effective renovation decisions is urgently needed to address the ever-growing climate crisis.This requires developing tools that bring insight into the enormous set of design options at hand,where the efficacy of candidate renovation design options is evaluated using(potentially computationally expensive)simulations.Thus,a systematic,goal-driven design process is required that ensures“design space”diversity and coverage,while making careful and effective use of highly informative but time consuming performance simulations.To this end,we define twelve new concepts based on scenario(dis)similarity that give designers insight about pairs of scenarios,clusters of scenarios,and pairs of clusters,and apply these concepts in an iterative,goal-driven design process.We evaluate a software implementation of our design concept analyser using a real renovation case of a large residential building in Denmark. 展开更多
关键词 sustainable building renovation iterative design design space exploration decision support systems(DSS) renovation domain model(NovaDM)
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Exploring Digital Visualization Methods in Urban Public Building Space Design
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作者 Pan Liang Sharul Azim Sharudin 《Journal of Architectural Research and Development》 2024年第2期55-61,共7页
Digital technology has driven the innovation of architectural design methods and tools,applying digital techniques to allow greater possibilities for more innovative and scientific design of public building spaces.Thi... Digital technology has driven the innovation of architectural design methods and tools,applying digital techniques to allow greater possibilities for more innovative and scientific design of public building spaces.This article first analyzes the characteristics of digital visualization and its advantages in the design of urban public building spaces,including aspects such as visualizing three-dimensional expression,rational analysis of building space,Virtual Reality Experience,and integration of design and construction processes.Subsequently,by introducing digital design methods such as parametric design,algorithmic generation,nonlinear design,and artificial intelligence-assisted design,it explores the methods and implementation approaches of digital visualization in the design of public building spaces.The aim is to offer insights and references for the deeper integration of digital technology into architectural design practices. 展开更多
关键词 Public building space design Digital visualization METHODS
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Analysis of Urban Public Building Space Design Strategies in the Digital Age
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作者 Pan Liang Sharul Azim Sharudin 《Journal of World Architecture》 2024年第2期140-145,共6页
Urban public building spaces involve various aspects of people’s daily activities and interactions,making the rationality and scientific nature of the design of these spaces crucial.This article first discusses the r... Urban public building spaces involve various aspects of people’s daily activities and interactions,making the rationality and scientific nature of the design of these spaces crucial.This article first discusses the role and impact of digitization in the design of public building spaces,covering aspects such as digital design methods,visual expression and presentation,augmented reality’s spatial interaction experience,and integrated design and construction.Following that,it analyzes the process of digitized urban public building space design by exploring topics like digital space design and modeling,visual representation of digital spaces,digital performance analysis of spaces,and the integration of digital projects.This article aims to provide insights and references for urban public building space design in the digital era. 展开更多
关键词 Digital age Public building space design STRATEGIES
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Design Strategies for the Renewal of Public Space in Chongming Countryside from the Perspective of Cultural Heritage
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作者 Yu Hong Yuxin Jiang +1 位作者 Yuxiang Wang Sifan Chen 《Journal of World Architecture》 2024年第6期22-28,共7页
Cultural heritage and protection is an important part of rural revitalization.Chongming district is a place with special geographical advantages and historical and natural resources in Shanghai.However,after recent in... Cultural heritage and protection is an important part of rural revitalization.Chongming district is a place with special geographical advantages and historical and natural resources in Shanghai.However,after recent investigations,it is found that the cultural heritage and protection of local traditional architecture in Chongming has not been adequately researched.This paper is based on the analysis and abstract of the traditional architectural design elements of Chongming,combined with renewal design projects,hoping to summarize the public space renewal design strategies in Chongming countryside with the characteristics of Chongming,and providing certain reference value to relevant research or design projects in the future. 展开更多
关键词 Environmental design Public space design Cultural heritage
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Research on the Application and Development of Digital Media Art in Urban Public Space Design
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作者 Xiongwen Gan 《Journal of World Architecture》 2024年第2期62-66,共5页
Digital media art is an emerging art form that combines digital technology and media art.It has huge potential to bring innovation to urban public spaces and provide them with vibrant artistic experiences.This article... Digital media art is an emerging art form that combines digital technology and media art.It has huge potential to bring innovation to urban public spaces and provide them with vibrant artistic experiences.This article analyzes the design significance and value of digital media art in urban public space,its various forms of application in urban public space design,and the innovative ideas and paths that digital media art can take in urban public space to guide the future.The application and innovative methods of digital media art in urban public space design provide certain theoretical and practical references for urban planners and designers. 展开更多
关键词 Urban public space design Digital media art INTELLIGENCE Interactive installation
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The Ecological Code of Landscape Cities:Traditional Feng Shui Patterns for Modern Sustainable Spatial Designs
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作者 Bowen Dong 《Journal of Architectural Research and Development》 2025年第2期14-21,共8页
The traditional Feng Shui pattern embodies rich ecological wisdom and philosophical thoughts,which are of great significance to the modern sustainable space design.The core concepts of Feng Shui patterns from traditio... The traditional Feng Shui pattern embodies rich ecological wisdom and philosophical thoughts,which are of great significance to the modern sustainable space design.The core concepts of Feng Shui patterns from traditional civilization can provide a theoretical foundation and research framework for this study.By integrating these principles,such as“hiding the wind and gathering the Qi”and“backing the mountain and facing the water”,a functional relationship between urban structures can be established.This approach can help optimize the spatial layout of urban elements,minimize energy consumption,and enhance environmental comfort.It also examines the influence of the ShanShui City pattern in traditional Feng Shui on guiding the development of modern urban ecological networks,as well as its role in protecting and restoring biodiversity through ecological corridors and ecological nodes.The modern urban design of traditional Feng Shui culture focuses on the inheritance and innovation of riotous things and the combination of traditional Feng Shui concepts and modern design concepts to form ecological spaces with cultural connotation.This paper hopes to give some inspiration or methods for contemporary urban design and to reconcile the relationship between human and nature through these thoughts. 展开更多
关键词 ShanShui City Ecological code Traditional Feng Shui pattern Modern sustainable space design Ecological balance
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基于CiteSpace的残疾人居住空间无障碍设计可视化分析
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作者 严鑫 吴新林 《家具》 2025年第2期59-64,共6页
通过分析近30年来残疾人居住空间的无障碍设计研究态势,总结无障碍设计的研究热点及未来发展趋势。选取中国知网收录的1993—2023年间关于“无障碍设计”和“残疾人”的文献共862篇,通过可视化分析软件CiteSpace对这些文献的研究机构和... 通过分析近30年来残疾人居住空间的无障碍设计研究态势,总结无障碍设计的研究热点及未来发展趋势。选取中国知网收录的1993—2023年间关于“无障碍设计”和“残疾人”的文献共862篇,通过可视化分析软件CiteSpace对这些文献的研究机构和关键词进行了深入分析。结果表明,残疾人无障碍设计的研究在2008年达到高峰,此后发展趋于平稳。目前的研究多集中于少数几类主题,且主要由高校主导,研究机构之间的合作较为有限。研究热点主要集中在通用设计、残疾人、老年人和人性化等关键词上。无障碍设计作为本研究的核心关键词,表现出较高的中心度和广泛的时间覆盖。总体来看,残疾人居住空间的无障碍设计将更加注重个性化需求和多样化应用,以提升居住环境的包容性和适应性。 展开更多
关键词 残疾人居住空间 无障碍设计 可视化分析 知识图谱
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Reliable Space Pursuing for Reliability-based Design Optimization with Black-box Performance Functions 被引量:2
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作者 SHAN Songqing WANG G Gary 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第1期27-35,共9页
Reliability-based design optimization (RBDO) is intrinsically a double-loop procedure since it involves an overall optimization and an iterative reliability assessment at each search point. Due to the double-loop pr... Reliability-based design optimization (RBDO) is intrinsically a double-loop procedure since it involves an overall optimization and an iterative reliability assessment at each search point. Due to the double-loop procedure, the computational expense of RBDO is normally very high. Current RBDO research focuses on problems with explicitly expressed performance functions and readily available gradients. This paper addresses a more challenging type of RBDO problem in which the performance functions are computation intensive. These computation intensive functions are often considered as a "black-box" and their gradients are not available or not reliable. On the basis of the reliable design space (RDS) concept proposed earlier by the authors, this paper proposes a Reliable Space Pursuing (RSP) approach, in which RDS is first identified and then gradually refined while optimization is performed. It fundamentally avoids the nested optimization and probabilistic assessment loop. Three well known RBDO problems from the literature are used for testing and demonstrating the effectiveness of the proposed RSP method. 展开更多
关键词 Reliability based design optimization black-box function reliable design space
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Design space of electrostatic chuck in etching chamber 被引量:1
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作者 孙钰淳 程嘉 +2 位作者 路益嘉 侯悦民 季林红 《Journal of Semiconductors》 EI CAS CSCD 2015年第8期94-100,共7页
One of the core semiconductor devices is the electrostatic chuck. It has been widely used in plasma- based and vacuum-based semiconductor processing. The electrostatic chuck plays an important role in adsorbing and co... One of the core semiconductor devices is the electrostatic chuck. It has been widely used in plasma- based and vacuum-based semiconductor processing. The electrostatic chuck plays an important role in adsorbing and cooling/heating wafers, and has technical advantages on non-edge exclusion, high reliability, wafer planarity, particles reduction and so on. This article extracts key design elements from the existing knowledge and techniques of electrostatic chuck by the method proposed by Paul and Beitz, and establishes a design space systematically. The design space is composed of working objects, working principles and working structures. The working objects in- volve electrostatic chuck components and materials, classifications, and relevant properties; the working principles involve clamping force, residual force, and temperature control; the working structures describe how to compose an electrostatic chuck and to fulfill the overall functions. The systematic design space exhibits the main issues during electrostatic chuck design. The design space will facilitate and inspire designers to improve the design quality and shorten the design time in the conceptual design. 展开更多
关键词 design space electrostatic chuck clamping force temperature control
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CADSE: communication aware design space exploration for efficient run-time MPSoC management
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作者 Amit Kumar SINGH Akash KUMAR +1 位作者 Jigang WU Thambipillai SRIKANTHAN 《Frontiers of Computer Science》 SCIE EI CSCD 2013年第3期416-430,共15页
Real-time multi-media applications are increasingly mapped on modern embedded systems based on multiprocessor systems-on-chip (MPSoC). Tasks of the applications need to be mapped on the MPSoC resources efficiently i... Real-time multi-media applications are increasingly mapped on modern embedded systems based on multiprocessor systems-on-chip (MPSoC). Tasks of the applications need to be mapped on the MPSoC resources efficiently in order to satisity their performance constraints. Exploring all the possible mappings, i.e., tasks to resources combinations exhaustively may take days or weeks. Additionally, the exploration is performed at design-time, which cannot handle dynamism in applications and resources' status. A runtime mapping technique can cater for the dynamism but cannot guarantee for strict timing deadlines due to large computations involved at run-time. Thus, an approach performing feasible compute intensive exploration at design-time and using the explored results at run-time is required. This paper presents a solution in the same direction. Communicationaware design space exploration (CADSE) techniques have been proposed to explore different mapping options to be selected at run-time subject to desired performance and available MPSoC resources. Experiments show that the proposed techniques for exploration are faster over an exhaustive exploration and provides almost the same quality of results. 展开更多
关键词 multiprocessor systems-on-chip design space exploration run-time mapping synchronous dataflow graphs THROUGHPUT
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Minimax designs for linear regression models with bias in a reproducing kernel Hilbert space in a discrete set
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作者 ZHOU Xiao-dong YUE Rong-xian 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2015年第3期361-378,共18页
Consider the design problem for estimation and extrapolation in approximately linear regression models with possible misspecification. The design space is a discrete set consisting of finitely many points, and the mod... Consider the design problem for estimation and extrapolation in approximately linear regression models with possible misspecification. The design space is a discrete set consisting of finitely many points, and the model bias comes from a reproducing kernel Hilbert space. Two different design criteria are proposed by applying the minimax approach for estimating the parameters of the regression response and extrapolating the regression response to points outside of the design space. A simulated annealing algorithm is applied to construct the minimax designs. These minimax designs are compared with the classical D-optimal designs and all-bias extrapolation designs. Numerical results indicate that the simulated annealing algorithm is feasible and the minimax designs are robust against bias caused by model misspecification. 展开更多
关键词 62K05 62K25 62J05 minimax design reproducing kernel Hilbert space discrete design space simulated annealing algorithm
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基于CiteSpace的红色文创设计可视化分析与方法研究 被引量:4
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作者 刘洪波 卢敏学 《包装工程》 CAS 北大核心 2024年第18期330-340,共11页
目的基于CiteSpace概述国内红色文创设计的发展状况,梳理关于红色文创设计的相关方法与理论模型,探讨未来红色文创设计发展的趋势,为研究者提供相关设计思路与发展动向。方法通过对国内相关文献的研究,梳理了红色文创设计的概念与发展现... 目的基于CiteSpace概述国内红色文创设计的发展状况,梳理关于红色文创设计的相关方法与理论模型,探讨未来红色文创设计发展的趋势,为研究者提供相关设计思路与发展动向。方法通过对国内相关文献的研究,梳理了红色文创设计的概念与发展现状,归纳了当前红色文创设计中包括文化转译维度、文化层次理论、叙事性设计的三种主要方法与理论模型。结论目前红色文创设计方法较为单一,很难满足用户的不同需求,且缺乏具体针对性的完整理论体系与设计方法。在今后的红色文创设计中,可以综合运用叙事性及文化转译维度等设计理论和手段,对红色文创设计和方法加以探究和创新,打造具有中国特色的红色文创产品,使红色文化得到更好的普及和弘扬。 展开更多
关键词 CITEspace 红色文创 设计方法 可视化 发展趋势
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Optimal Design of Street-side Green Spaces: A Case Study of Tiaoshan Cultural Park in Yuncheng City, Shanxi Province 被引量:1
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作者 CHENG Zhaoxia LI Guangyao 《Journal of Landscape Research》 2014年第6期46-48,共3页
Street-side green spaces are located by urban roads, serving neighboring residents and business population, they are public spaces for citizens working, relaxing and communicating with each other. Landscape design of ... Street-side green spaces are located by urban roads, serving neighboring residents and business population, they are public spaces for citizens working, relaxing and communicating with each other. Landscape design of street-side green spaces is the manifestation of city culture, history and development. Through investigating actual conditions, cultural and historical context, and neighboring traffic of Tiaoshan Cultural Park, this study summarizes deficiencies of the original plant and landscape setting designs, and proposes optimal designs of the park according to the design principles of street-side green spaces. 展开更多
关键词 Landscape design Street-side green spaces Optimal design
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