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Dimension-down iterative algorithm for the mixed transportation network design problem
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作者 陈群 姚加林 《Journal of Southeast University(English Edition)》 EI CAS 2012年第2期236-239,共4页
An optimal dimension-down iterative algorithm (DDIA) is proposed for solving a mixed (continuous/ discrete) transportation network design problem (MNDP), which is generally expressed as a mathematical programmin... An optimal dimension-down iterative algorithm (DDIA) is proposed for solving a mixed (continuous/ discrete) transportation network design problem (MNDP), which is generally expressed as a mathematical programming with equilibrium constraints (MPEC). The upper level of the MNDP aims to optimize the network performance via both the expansion of existing links and the addition of new candidate links, whereas the lower level is a traditional Wardrop user equilibrium (UE) model. The idea of the proposed DDIA is to reduce the dimensions of the problem. A group of variables (discrete/continuous) are fixed to altemately optimize another group of variables (continuous/discrete). Some continuous network design problems (CNDPs) and discrete network design problems (DNDPs) are solved repeatedly until the optimal solution is obtained. A numerical example is given to demonstrate the efficiency of the proposed algorithm. 展开更多
关键词 mixed network design problem (MNDP) dimension-down iterative algorithm (DDIA) mathematical programming with equilibrium constraint (MPEC)
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Discounted Iterative Adaptive Critic Designs With Novel Stability Analysis for Tracking Control 被引量:9
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作者 Mingming Ha Ding Wang Derong Liu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2022年第7期1262-1272,共11页
The core task of tracking control is to make the controlled plant track a desired trajectory.The traditional performance index used in previous studies cannot eliminate completely the tracking error as the number of t... The core task of tracking control is to make the controlled plant track a desired trajectory.The traditional performance index used in previous studies cannot eliminate completely the tracking error as the number of time steps increases.In this paper,a new cost function is introduced to develop the value-iteration-based adaptive critic framework to solve the tracking control problem.Unlike the regulator problem,the iterative value function of tracking control problem cannot be regarded as a Lyapunov function.A novel stability analysis method is developed to guarantee that the tracking error converges to zero.The discounted iterative scheme under the new cost function for the special case of linear systems is elaborated.Finally,the tracking performance of the present scheme is demonstrated by numerical results and compared with those of the traditional approaches. 展开更多
关键词 Adaptive critic design adaptive dynamic programming(ADP) approximate dynamic programming discrete-time nonlinear systems reinforcement learning stability analysis tracking control value iteration(VI)
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AN ITERATIVE ALGORITHM FOR OPTIMAL DESIGN OF NON-FREQUENCY-SELECTIVE FIR DIGITAL FILTERS 被引量:1
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作者 Tian Xinguang Duan Miyi +1 位作者 Sun Chunlai Liu Xin 《Journal of Electronics(China)》 2008年第5期667-672,共6页
This paper proposes a novel iterative algorithm for optimal design of non-frequency-selective Finite Impulse Response(FIR) digital filters based on the windowing method.Different from the traditional optimization conc... This paper proposes a novel iterative algorithm for optimal design of non-frequency-selective Finite Impulse Response(FIR) digital filters based on the windowing method.Different from the traditional optimization concept of adjusting the window or the filter order in the windowing design of an FIR digital filter,the key idea of the algorithm is minimizing the approximation error by succes-sively modifying the design result through an iterative procedure under the condition of a fixed window length.In the iterative procedure,the known deviation of the designed frequency response in each iteration from the ideal frequency response is used as a reference for the next iteration.Because the approximation error can be specified variably,the algorithm is applicable for the design of FIR digital filters with different technical requirements in the frequency domain.A design example is employed to illustrate the efficiency of the algorithm. 展开更多
关键词 Finite Impulse Response (FIR) digital filters Optimal design Windowing method Approximation error iterative algorithm
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Iterative Learning Controller Design for CNC Machine Tools
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作者 Jiangang Li Xiaodong Wang +1 位作者 Miaosen Chen Yiming Ma 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2020年第6期1-16,共16页
The repetitive processing and large quantity of single product represented by 3C products are urgently needed.However,for current processing operations,previous processing data have not been used in the optimization o... The repetitive processing and large quantity of single product represented by 3C products are urgently needed.However,for current processing operations,previous processing data have not been used in the optimization of control input.In order to utilize previous processing data to facilitate the next process and avoid adverse effects caused by repetitive disturbance and noise,the idea of iterative learning was introduced to improve the accuracy of machining.On the control level,since it is difficult to obtain high accuracy by traditional feedback control when faced with complex trajectories,an open⁃loop iterative learning controller and a position loop feedback controller were introduced,which worked fast with good convergence effects.Aiming at reducing the influence of accidental error,step type iterative learning was put forward.The iteration mechanism was stopped when the accuracy converged to the allowable range so as to reduce computational complexity,store the current iterative part of the control input,and make constant value compensation.However,in simulation and experiment,it was found that after superposition of the iterative learning controller,the phenomenon of partial divergence of the system tracking error occurred.Therefore,the speed and acceleration characteristics of input trajectories in time domain and frequency domain were analyzed.High⁃frequency noise was introduced in frequency domain,which was found to be the cause of the abovementioned phenomenon,and high⁃frequency components were filtered to solve the problem.To further improve the accuracy of convergence and avoid filtering effective high⁃frequency information in some area,a switchable filter based on the analysis of the frequency characteristics of input trajectory was proposed.Through SIMULINK simulation and dSPACE experimental verification,it was proved that the iterative learning controller of modifying controlled quantity and filter based iterative learning control method are effective. 展开更多
关键词 iterative learning control ladder iterative learning switchable iterative mechanism filter design switchable filter design
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三维协同设计在ITER项目中的工程应用
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作者 江涛 王全明 +1 位作者 何开辉 吴姝琴 《核聚变与等离子体物理》 CAS CSCD 北大核心 2023年第1期6-11,共6页
介绍了在ITER协同设计统一框架下本地搭建的协同设计平台的基本情况,包括三维模型的基本种类、表达方式、数据交换方法以及人员的培训与资质考核等。以ITER气体注入系统采购包为例,介绍了协同设计在核工业西南物理研究院ITER项目工程设... 介绍了在ITER协同设计统一框架下本地搭建的协同设计平台的基本情况,包括三维模型的基本种类、表达方式、数据交换方法以及人员的培训与资质考核等。以ITER气体注入系统采购包为例,介绍了协同设计在核工业西南物理研究院ITER项目工程设计中的应用。 展开更多
关键词 iter 三维协同设计 计算机辅助设计
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Remanufacturing closed-loop supply chain network design based on genetic particle swarm optimization algorithm 被引量:10
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作者 周鲜成 赵志学 +1 位作者 周开军 贺彩虹 《Journal of Central South University》 SCIE EI CAS 2012年第2期482-487,共6页
As the huge computation and easily trapped local optimum in remanufacturing closed-loop supply chain network (RCSCN) design considered, a genetic particle swarm optimization algorithm was proposed. The total cost of c... As the huge computation and easily trapped local optimum in remanufacturing closed-loop supply chain network (RCSCN) design considered, a genetic particle swarm optimization algorithm was proposed. The total cost of closed-loop supply chain was selected as fitness function, and a unique and tidy coding mode was adopted in the proposed algorithm. Then, some mutation and crossover operators were introduced to achieve discrete optimization of RCSCN structure. The simulation results show that the proposed algorithm can gain global optimal solution with good convergent performance and rapidity. The computing speed is only 22.16 s, which is shorter than those of the other optimization algorithms. 展开更多
关键词 genetic particle swarm optimization closed-loop supply chain REMANUFACTURING network design reverse logistics
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A PD-Type State-Dependent Riccati Equation With Iterative Learning Augmentation for Mechanical Systems 被引量:3
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作者 Saeed Rafee Nekoo JoséÁngel Acosta +1 位作者 Guillermo Heredia Anibal Ollero 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2022年第8期1499-1511,共13页
This work proposes a novel proportional-derivative(PD)-type state-dependent Riccati equation(SDRE)approach with iterative learning control(ILC)augmentation.On the one hand,the PD-type control gains could adopt many us... This work proposes a novel proportional-derivative(PD)-type state-dependent Riccati equation(SDRE)approach with iterative learning control(ILC)augmentation.On the one hand,the PD-type control gains could adopt many useful available criteria and tools of conventional PD controllers.On the other hand,the SDRE adds nonlinear and optimality characteristics to the controller,i.e.,increasing the stability margins.These advantages with the ILC correction part deliver a precise control law with the capability of error reduction by learning.The SDRE provides a symmetric-positive-definite distributed nonlinear suboptimal gain K(x)for the control input law u=–R–1(x)BT(x)K(x)x.The sub-blocks of the overall gain R–1(x)BT(x)K(x),are not necessarily symmetric positive definite.A new design is proposed to transform the optimal gain into two symmetric-positive-definite gains like PD-type controllers as u=–KSP(x)e–KSD(x)?.The new form allows us to analytically prove the stability of the proposed learning-based controller for mechanical systems;and presents guaranteed uniform boundedness in finite-time between learning loops.The symmetric PD-type controller is also developed for the state-dependent differential Riccati equation(SDDRE)to manipulate the final time.The SDDRE expresses a differential equation with a final boundary condition,which imposes a constraint on time that could be used for finitetime control.So,the availability of PD-type finite-time control is an asset for enhancing the conventional classical linear controllers with this tool.The learning rules benefit from the gradient descent method for both regulation and tracking cases.One of the advantages of this approach is a guaranteed-stability even from the first loop of learning.A mechanical manipulator,as an illustrative example,was simulated for both regulation and tracking problems.Successful experimental validation was done to show the capability of the system in practice by the implementation of the proposed method on a variable-pitch rotor benchmark. 展开更多
关键词 closed-loop iterative learning control(ILC) PD-type SDRE SDDRE symmetric
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Novel Mapping Design Criterion for BICM-ID with Square QAM Constellations 被引量:1
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作者 刘林南 费泽松 +1 位作者 赵胜辉 匡镜明 《Journal of Beijing Institute of Technology》 EI CAS 2003年第4期385-389,共5页
Mapping design criteria of bit-interleaved coded modulation with iterative decoding (BICM-ID) with square 16QAM are analyzed. Three of the existing criteria are analyzed and compared with each other. Through the compa... Mapping design criteria of bit-interleaved coded modulation with iterative decoding (BICM-ID) with square 16QAM are analyzed. Three of the existing criteria are analyzed and compared with each other. Through the comparison, two main characters of the mapping design criteria are found. They are the harmonic mean of the minimum squared Euclidean distance and the average of Hamming distances with the nearest Euclidean distance. Based on these two characters, a novel mapping design criterion is proposed and a label mapping named mixed mapping is searched according to it. Simulation results show that mixed mapping performs better than the other mappings in BICM-ID system. 展开更多
关键词 bit-interleaved coded modulation with iterative decoding (BICM-ID) 16 quadrature amplitude modulation (16QAM) design criteria Hamming distance Euclidean distance
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An iterated local coordinate-exchange algorithm for constructing experimental designs for multi-dimensional constrained spaces 被引量:1
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作者 YOU Yang JIN Guang +1 位作者 PAN Zhengqiang GUO Rui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期1212-1220,共9页
Iterated local search(ILS)is used to construct the optimal experimental designs for multi-dimensional constrained spaces,in which the inner loop is based on the stochastic coordinate-exchange(SCE)algorithm.Every time ... Iterated local search(ILS)is used to construct the optimal experimental designs for multi-dimensional constrained spaces,in which the inner loop is based on the stochastic coordinate-exchange(SCE)algorithm.Every time a local optimal solution is found by the SCE algorithm,the perturbation operator is applied to it,and then a new solution is explored in the areas where the exchange of coordinates may produce improvement,so as to retain the features and attributes of the current optimal solution and avoid the defects of random restart.We implement the iterated local coordinate-exchange algorithm for experimental designs in the multi-dimensional constrained spaces.In addition,sensitivity analysis was conducted to analyze the impacts of the parameters on the performance of the proposed algorithm.Also we compared the performance of the proposed algorithm to the SCE algorithm using the random restart strategy.The analysis shows that the proposed algorithm is better than the SCE algorithm in terms of efficiency and quality,especially in the experimental designs for high-dimensional constrained space. 展开更多
关键词 constrained space experimental design coordinate-exchange iterated local search(ILS)
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Literature Review on Network Design Problems in Closed Loop and Reverse Supply Chains 被引量:1
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作者 Muthusamy Aravendan Ramasamy Panneerselvam 《Intelligent Information Management》 2014年第3期104-117,共14页
The productivity of an organization is very much affected by non-value adding activity like logistics, which moves the resources from suppliers to factory, raw materials/semi-finished items within the factory and fini... The productivity of an organization is very much affected by non-value adding activity like logistics, which moves the resources from suppliers to factory, raw materials/semi-finished items within the factory and finished goods from factory to customers via a designated distribution channel called as forward logistics. In some cases, parts of the products such as automobiles, computers, cameras, mobile phones, washing machines, refrigerators, garments, footwear and empty glass bottles of beverages, etc. will be brought back to the factories as a product recovery strategy through reverse logistics network which is integrated in a sustainable closed loop supply chain network. So, it is highly essential to optimize the movement of the items in the reverse logistics network. This paper gives a comprehensive review of literature of the design of networks for the reverse logistics as well as for the reverse logistics coupled with forward logistics. The contributions of the researchers are classified into nine categories based on the methods used to design the logistics network. 展开更多
关键词 Supply CHAIN Network design closed-loop REVERSE LOGISTICS Models HEURISTICS Algorithms
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Primary Design and Analysis of Feeder for ITER Poloidal Field
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作者 雷明准 宋云涛 +2 位作者 刘素梅 陆坤 王忠伟 《Plasma Science and Technology》 SCIE EI CAS CSCD 2011年第5期623-626,共4页
An electromagnetic (EM) analytic model for the PF feeder, applied to ITER and needed to convey the cryogenic supply and electrical power to the PF magnets, was built up. The magnetic flux density and the EM force un... An electromagnetic (EM) analytic model for the PF feeder, applied to ITER and needed to convey the cryogenic supply and electrical power to the PF magnets, was built up. The magnetic flux density and the EM force under the worst conditions with the maximum working current in each coil were then calculated. Based on the EM analysis and theoretical calculation, the relationship between the busbar stress and the distance of neighbouring busbar supports was obtained, which provides an approach to optimize the design of the busbar supports. In order to check the feasibility of the PF feeder structure, a finite element model was built up and the ANSYS code was applied to analyze the stress and displacement. The numerical results show that the stress of the PF feeder is within the allowable limits and the structure is feasible. 展开更多
关键词 PF feeder iter design analysis
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Conceptual Design of the ITER Gas Injection System
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作者 杨愚 S.MARUYAMA +3 位作者 G.KISS 李伟 江涛 李波 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第3期287-290,共4页
A conceptual design review of the ITER gas injection system (GIS) function, safety, operation, and maintenance has recently been successfully completed. The GIS design can now continue to the preliminary design stag... A conceptual design review of the ITER gas injection system (GIS) function, safety, operation, and maintenance has recently been successfully completed. The GIS design can now continue to the preliminary design stage. This paper gives an overall description of the requirements and implementation at the concept design level. The designs of the sub-systems according to its breakdown structure are discussed against the corresponding requirements. 展开更多
关键词 iter gas injection system system requirements concept design
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Policy Iteration for Optimal Control of Discrete-Time Time-Varying Nonlinear Systems 被引量:1
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作者 Guangyu Zhu Xiaolu Li +2 位作者 Ranran Sun Yiyuan Yang Peng Zhang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第3期781-791,共11页
Aimed at infinite horizon optimal control problems of discrete time-varying nonlinear systems,in this paper,a new iterative adaptive dynamic programming algorithm,which is the discrete-time time-varying policy iterati... Aimed at infinite horizon optimal control problems of discrete time-varying nonlinear systems,in this paper,a new iterative adaptive dynamic programming algorithm,which is the discrete-time time-varying policy iteration(DTTV)algorithm,is developed.The iterative control law is designed to update the iterative value function which approximates the index function of optimal performance.The admissibility of the iterative control law is analyzed.The results show that the iterative value function is non-increasingly convergent to the Bellman-equation optimal solution.To implement the algorithm,neural networks are employed and a new implementation structure is established,which avoids solving the generalized Bellman equation in each iteration.Finally,the optimal control laws for torsional pendulum and inverted pendulum systems are obtained by using the DTTV policy iteration algorithm,where the mass and pendulum bar length are permitted to be time-varying parameters.The effectiveness of the developed method is illustrated by numerical results and comparisons. 展开更多
关键词 Adaptive critic designs adaptive dynamic programming approximate dynamic programming optimal control policy iteration TIME-VARYING
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Iterative Demodulation and Decoding Scheme with 16 QAM
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作者 刘林南 匡镜明 +1 位作者 李鸣 费泽松 《Journal of Beijing Institute of Technology》 EI CAS 2006年第3期311-315,共5页
Iterative demodulation and decoding scheme is analyzed and modulation labeling is considered to be one of the crucial factors to this scheme. By analyzing the existent mapping design criterion, four aspects are found ... Iterative demodulation and decoding scheme is analyzed and modulation labeling is considered to be one of the crucial factors to this scheme. By analyzing the existent mapping design criterion, four aspects are found as the key techniques for choosing a label mapping. Based on this discovery, a novel mapping design criteflon is proposed and two label mappings are searched according to it. Simulation results show that the performance of BICM-ID using the novel mappings is better than the former ones. The extrinsic information transfer (EXIT) chart is introduced and it is used to evaluate the proposed mapping design criteria. 展开更多
关键词 bit-interleaved coded modulation with iterative decoding (BICM-ID) 16 quadrature amplitude modulation (16QAM) design criteria extrinsic information
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Recent developments in the structural design and optimization of ITER neutral beam manifold
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作者 曹诚志 潘宇东 +3 位作者 夏志伟 李波 江涛 李伟 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第2期180-185,共6页
This paper describes a new design of the neutral beam manifold based on a more optimized support system.A proposed alternative scheme has presented to replace the former complex manifold supports and internal pipe sup... This paper describes a new design of the neutral beam manifold based on a more optimized support system.A proposed alternative scheme has presented to replace the former complex manifold supports and internal pipe supports in the final design phase.Both the structural reliability and feasibility were confirmed with detailed analyses.Comparative analyses between two typical types of manifold support scheme were performed.All relevant results of mechanical analyses for typical operation scenarios and fault conditions are presented.Future optimization activities are described,which will give useful information for a refined setting of components in the next phase. 展开更多
关键词 iter neutral beam manifold optimized design on supports structural seismic analysis
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基于迭代二次优化算法的低截获波形序列设计
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作者 刘强 张敏 +2 位作者 郭福成 殷加鹏 胡卫东 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第5期2048-2056,共9页
对抗条件下,低截获雷达通过发射特殊波形防止非合作电子侦察系统截获和检测其发射信号,是现代雷达技术的重点研究方向。该文旨在降低电子侦察系统的功率截获概率,在保证目标的辐射能量基础上,针对短时傅里叶变换(STFT)宽带数字侦察接收... 对抗条件下,低截获雷达通过发射特殊波形防止非合作电子侦察系统截获和检测其发射信号,是现代雷达技术的重点研究方向。该文旨在降低电子侦察系统的功率截获概率,在保证目标的辐射能量基础上,针对短时傅里叶变换(STFT)宽带数字侦察接收机特点,从能量的时频分布的角度将波形设计技术应用到无源对抗领域。首先,建立STFT宽带数字侦察接收机检测低截获模型,利用2次优化模型,将低截获问题转变为恒包络序列迭代优化问题;然后,为了获得较好的自相关性能,利用辅助标量,将优化模型转化为2次和形式,结合迭代算法得到了所提低截获波形序列;最后,讨论了计算复杂度。从仿真结果上看,所提序列比常见相位编码信号在相同的接收信噪比下具有更优的低截获能力,另外,引入Pareto权对所提序列的自相关特性进行控制,有效地提高了设计灵活性。 展开更多
关键词 低截获雷达 波形设计 迭代2次优化
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建筑智能化系统顶层设计方法探讨 被引量:1
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作者 陈杰甫 陈众励 胡一峰 《建筑电气》 2024年第2期3-6,共4页
通过自上而下地展开,吸收质量功能配置的思想,对建设过程中影响智能化系统的因素进行统筹考量。通过逐层迭代的方式,直观展示不同技术方案对业主满意度的影响,为建筑设计提供可比较的方案效益评价,也为设计明确后续技术路径。
关键词 顶层设计 建筑智能化系统 质量功能配置 效益评价 迭代方案 需求矩阵 设计矩阵 计算流程
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可持续迭代的村镇人居环境设计体系研究
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作者 朱晓青 吴家豪 +3 位作者 曹志奎 严舒文 孙卓扬 李智兴 《包装工程》 CAS 北大核心 2024年第16期66-79,120,共15页
目的为建构可持续建设与有机更新下村镇人居环境设计的基本框架,揭示其在不同发展阶段、地域特征和建设主题下村镇人居样本的应对性设计原则与理论,总结村镇设计在经济、社会、技术影响下的迭代及在地化应变,探讨未来村镇人居环境设计... 目的为建构可持续建设与有机更新下村镇人居环境设计的基本框架,揭示其在不同发展阶段、地域特征和建设主题下村镇人居样本的应对性设计原则与理论,总结村镇设计在经济、社会、技术影响下的迭代及在地化应变,探讨未来村镇人居环境设计的前沿模式。方法基于可视化文献分析法,对可持续村镇人居环境设计进行系统的脉络梳理,并根据可持续设计的路径推演、要素解析、模式特征进行村镇人居环境设计体系的框架搭建,提出村镇人居环境设计的基本原则与适配化设计技术路线。结果构建了可持续人居建设迭代下的村镇人居环境设计体系,通过解析可持续设计的基本构成要素,分析了村镇人居环境可持续设计的动力机制,揭示了其在需求侧、供给侧和承载侧的基本特征及三者的联动关系,提出了四项村镇人居环境可持续设计的基本原则,并总结出三点分类适配化设计思路。结论以综合设计视角,探讨未来中国村镇转型下的设计思想与技术脉络,根据时代背景、在地特征、未来场景,采取动态应变与适配的原则,提出可持续设计模式、方法与路径,为设计学相关研究者、决策者和执业人员提供理论梳理和实践指导。 展开更多
关键词 可持续迭代 村镇人居环境 新质设计 体系组构 机制导控
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太阳电池阵弧形基板结构振动分析及优化设计
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作者 解晓莉 段成凯 +5 位作者 杨金水 苏彬 鞠佰锟 樊永乐 刘彦佐 刘旭畅 《哈尔滨工程大学学报》 EI CAS CSCD 北大核心 2024年第5期1005-1012,共8页
针对弧面型太阳电池阵新型基板结构,在满足结构安全的前提下以多参数轻量化设计为目标。本文基于等效板理论获得弧形太阳电池阵基板的各向异性等效性能参数,建立新构型太阳电池阵基板的三维有限元数值模型,并通过正弦扫频振动试验验证... 针对弧面型太阳电池阵新型基板结构,在满足结构安全的前提下以多参数轻量化设计为目标。本文基于等效板理论获得弧形太阳电池阵基板的各向异性等效性能参数,建立新构型太阳电池阵基板的三维有限元数值模型,并通过正弦扫频振动试验验证了模型的可靠性,进而初步实现了结构薄弱区域定位。最后结合工程实际,基于参数化建模结合多目标迭代优化的方法,分析结构在典型随机振动载荷作用下的最大应力随各特征参数的变化规律,从而获得满足结构安全条件下的补强优化方案,相比于原始结构,可使面板最大应力下降21%,若加强结构为单向无纬布,结构最大应力可进一步下降15.6%,为新构型太阳电池阵基板的轻量化设计提供支撑。 展开更多
关键词 太阳电池基板结构 蜂窝 复合材料 等效 轻量化设计 随机振动响应 迭代 补强 结构优化
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国产冰箱的迭代图谱及设计趋势研究
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作者 曾力 李程锦 《设计艺术研究》 2024年第4期58-62,共5页
通过对于国产冰箱的案例搜集与分析,依据政策变化将其发展历史划分为四个阶段,从设计学角度构建起国产冰箱的迭代图谱。基于社会学视角剖析中国不同历史时期人民的生活方式,探索国产冰箱设计发展演变中的内在逻辑,通过分析迭代图谱与社... 通过对于国产冰箱的案例搜集与分析,依据政策变化将其发展历史划分为四个阶段,从设计学角度构建起国产冰箱的迭代图谱。基于社会学视角剖析中国不同历史时期人民的生活方式,探索国产冰箱设计发展演变中的内在逻辑,通过分析迭代图谱与社会生活变迁的相互关系,以期论证以生活方式预测家电产品设计趋势的潜在可能性。基于以上研究,结合当前社会热点和人民生活方式特点,提出了国产冰箱设计的两大发展趋势:产品使用场景的跨越与人工智能技术的深度融合,旨在为未来的冰箱设计提供启示与借鉴。 展开更多
关键词 家用电器 国产冰箱 迭代图谱 设计趋势
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