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Decoding of Factorial Experimental Design Models Implemented in Production Process
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作者 Borislav Savkovic Pavel Kovac +1 位作者 Branislav Dudic Michal Gregus 《Computers, Materials & Continua》 SCIE EI 2022年第4期1661-1675,共15页
The paper deals with factorial experimental design models decoding.For the ease of calculation of the experimental mathematical models,it is convenient first to code the independent variables.When selecting independen... The paper deals with factorial experimental design models decoding.For the ease of calculation of the experimental mathematical models,it is convenient first to code the independent variables.When selecting independent variables,it is necessary to take into account the range covered by each.A wide range of choices of different variables is presented in this paper.After calculating the regression model,its variables must be returned to their original values for the model to be easy recognized and represented.In the paper,the procedures of simple first order models,with interactions and with second order models,are presented,which could be a very complicated process.Models without and with the mutual influence of independent variables differ.The encoding and decoding procedure on a model with two independent first-order parameters is presented in details.Also,the procedure of model decoding is presented in the experimental surface roughness parameters models’determination,in the face milling machining process,using the first and second order model central compositional experimental design.The simple calculation procedure is recommended in the case study.Also,a large number of examples using mathematical models obtained on the basis of the presented methodology are presented throughout the paper. 展开更多
关键词 Mathematical modeling design of experiments FUNCTIONS coding decoding VARIABLE regression coefficienta
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Coding of Topological Entities in Feature-Based Parametric Modeling System 被引量:1
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作者 Wu Tao Bai Yuewei Chen Zhuoning Bin Hongzan School of Mechanical Engineering, Huazhong University of Science and Technology, Wuhan 430074, China 《Computer Aided Drafting,Design and Manufacturing》 2001年第1期19-25,共7页
How to identify topological entities during rebuilding features is a critical problem in Feature-Based Parametric Modeling System (FBPMS). In the article, authors proposes a new coding approach to distinguish differen... How to identify topological entities during rebuilding features is a critical problem in Feature-Based Parametric Modeling System (FBPMS). In the article, authors proposes a new coding approach to distinguish different entities. The coding mechanism is expatiated,and some typical examples are presented. At last, the algorithm of decoding is put forward based on set theory. 展开更多
关键词 feature-based modeling entity coding decoding
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APPLICATION OF NEURAL NETWORK INVERSE CONTROL SYSTEM IN TURBO DECODING 被引量:3
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作者 Dong Zhenghong Wang Yuanqin 《Journal of Electronics(China)》 2007年第1期27-31,共5页
Adaptive inverse control system can improve the performance of turbo decoding,and modeling turbo decoder is one of the most important technologies. A neural network model for the inverse model of turbo decoding is pro... Adaptive inverse control system can improve the performance of turbo decoding,and modeling turbo decoder is one of the most important technologies. A neural network model for the inverse model of turbo decoding is proposed in this paper. Compared with linear filter with its revi-sion,the general relationship between the input and output of the inverse model of turbo decoding system can be established exactly by Nonlinear Auto-Regressive eXogeneous input (NARX) filter. Combined with linear inverse system,it has simpler structure and costs less computation,thus can satisfy the demand of real-time turbo decoding. Simulation results show that neural network in-verse control system can improve the performance of turbo decoding further than other linear con-trol system. 展开更多
关键词 Neural network Adaptive inverse control decoding model Turbo codes
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Model-Based Embedded Compiled Software Fault Positioning
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作者 LIU Jinshuo CHEN Jian +2 位作者 ZHANG Weixin XU Xiangyang YAN Jingjing 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2017年第3期263-268,共6页
Software fault positioning is one of the most effective activities in program debugging. In this paper, we propose a model-based fault positioning method to detect the faults of embedded program without source code. T... Software fault positioning is one of the most effective activities in program debugging. In this paper, we propose a model-based fault positioning method to detect the faults of embedded program without source code. The system takes the machine code of embedded software as input and translates the code into high-level language C with the software reverse engineering program. Then, the static analysis on the high-level program is taken to obtain a control flow graph(CFG), which is denoted as a node-tree and each node is a basic block. According to the faults found by the field testing, we construct a fault model by extracting the features of the faulty code obtained by ranking the Ochiai coefficient of basic blocks. The model can be effectively used to locate the faults of the embedded program. Our method is evaluated on ST chips of the smart meter with the corresponding source code. The experiment shows that the proposed method has an effectiveness about 87% on the fault detection. 展开更多
关键词 code reverse engineering model-based test fault positioning
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一种低复杂度的LDPC码改进型UMP BP-Based译码算法 被引量:1
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作者 侯宁 曲桦 《计算机应用研究》 CSCD 北大核心 2009年第12期4683-4685,共3页
为了弥补UMP BP-Based相对于LLR BP译码算法的性能缺陷,提出一种改进型UMP BP-Based译码算法。通过将Normalized BP-Based和O ffset BP-Based译码算法的优点相结合,并利用最小均方误差准则来计算该算法中的参数。仿真结果表明,在相同误... 为了弥补UMP BP-Based相对于LLR BP译码算法的性能缺陷,提出一种改进型UMP BP-Based译码算法。通过将Normalized BP-Based和O ffset BP-Based译码算法的优点相结合,并利用最小均方误差准则来计算该算法中的参数。仿真结果表明,在相同误码率的情况下,改进型UMP BP-Based译码算法比UMP BP-Based、Nor-malized BP-Based以及O ffset BP-Based具有更好的LDPC译码性能。 展开更多
关键词 低密度校验码 TANNER图 最小均方误差 LLRBP译码算法 UMPBP-based译码算法 NormalizedBP-based译码算法 OffsetBP-based译码算法 改进型UMPBP-based译码算法
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基于改进型UMP BP-Based算法的LDPC译码研究
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作者 张天瑜 《微型机与应用》 2010年第5期35-38,共4页
为了弥补UMPBP-Based译码算法相对于LLRBP译码算法的性能缺陷,提出一种改进型UMP BP-Based译码算法。该算法中的参数是在最小均方误差准则下确定的,对所有的LDPC码的译码具有通用性。仿真结果表明,在相同误码率的情况下,改进型UMP BP-Ba... 为了弥补UMPBP-Based译码算法相对于LLRBP译码算法的性能缺陷,提出一种改进型UMP BP-Based译码算法。该算法中的参数是在最小均方误差准则下确定的,对所有的LDPC码的译码具有通用性。仿真结果表明,在相同误码率的情况下,改进型UMP BP-Based译码算法比UMP BP-Based译码算法、Normalized BP-Based译码算法以及Offset BP-Based译码算法具有更好的LDPC译码性能。 展开更多
关键词 LDPC码 TANNER图 最小均方误差 LLR BP译码算法 改进型UMP BP—based译码算法
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一种非规则LDPC码的改进型UMPBP-Based译码算法
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作者 李万臣 于学明 张川 《应用科技》 CAS 2010年第11期48-52,共5页
为了减小UMP BP-Based译码算法相对于LLR-BP译码算法的性能损失,提出了一种改进型UMP BP-Based译码算法,校验节点消息处理时,通过合理地设置校正因子与偏移因子2种参数,将Normalized BP-Based和Offset BP-Based 2种译码算法进行有效的融... 为了减小UMP BP-Based译码算法相对于LLR-BP译码算法的性能损失,提出了一种改进型UMP BP-Based译码算法,校验节点消息处理时,通过合理地设置校正因子与偏移因子2种参数,将Normalized BP-Based和Offset BP-Based 2种译码算法进行有效的融合;变量节点消息处理时,引入了一种LLR-BP译码算法中的震荡补偿算法.仿真结果表明,针对非规则LDPC码,在一定范围内误码率相同的条件下,改进型UMP BP-Based译码算法与UMP BP-Based、Normalized BP-Based和Offset BP-Based 3种译码算法相比较,译码性能得到明显的改善,可以更有效地逼近性能优异的LLR-BP译码算法. 展开更多
关键词 非规则LDPC码 LLR—BP译码算法 OFFSET BP—based译码算法 震荡补偿算法 改进型UMP BP-based 码算法
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Efficient VLSI architecture of CAVLC decoder with power optimized 被引量:1
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作者 陈光化 胡登基 +2 位作者 张金艺 郑伟峰 曾为民 《Journal of Shanghai University(English Edition)》 CAS 2009年第6期462-465,共4页
This paper presents an efficient VLSI architecture of the contest-based adaptive variable length code (CAVLC) decoder with power optimized for the H.264/advanced video coding (AVC) standard. In the proposed design... This paper presents an efficient VLSI architecture of the contest-based adaptive variable length code (CAVLC) decoder with power optimized for the H.264/advanced video coding (AVC) standard. In the proposed design, according to the regularity of the codewords, the first one detector is used to solve the low efficiency and high power dissipation problem within the traditional method of table-searching. Considering the relevance of the data used in the process of runbefore's decoding, arithmetic operation is combined with finite state machine (FSM), which achieves higher decoding efficiency. According to the CAVLC decoding flow, clock gating is employed in the module level and the register level respectively, which reduces 43% of the overall dynamic power dissipation. The proposed design can decode every syntax element in one clock cycle. When the proposed design is synthesized at the clock constraint of 100 MHz, the synthesis result shows that the design costs 11 300 gates under a 0.25 μm CMOS technology, which meets the demand of real time decoding in the H.264/AVC standard. 展开更多
关键词 H.264/advanced video coding (AVC) contest-based adaptive variable length code (CAVLC) decodER
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High throughput VLSI architecture for H.264/AVC context-based adaptive binary arithmetic coding(CABAC) decoding 被引量:1
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作者 Kai HUANG De MA +2 位作者 Rong-jie YAN Hai-tong GE Xiao-lang YAN 《Journal of Zhejiang University-Science C(Computers and Electronics)》 SCIE EI 2013年第6期449-463,共15页
Context-based adaptive binary arithmetic coding(CABAC) is the major entropy-coding algorithm employed in H.264/AVC.In this paper,we present a new VLSI architecture design for an H.264/AVC CABAC decoder,which optimizes... Context-based adaptive binary arithmetic coding(CABAC) is the major entropy-coding algorithm employed in H.264/AVC.In this paper,we present a new VLSI architecture design for an H.264/AVC CABAC decoder,which optimizes both decode decision and decode bypass engines for high throughput,and improves context model allocation for efficient external memory access.Based on the fact that the most possible symbol(MPS) branch is much simpler than the least possible symbol(LPS) branch,a newly organized decode decision engine consisting of two serially concatenated MPS branches and one LPS branch is proposed to achieve better parallelism at lower timing path cost.A look-ahead context index(ctxIdx) calculation mechanism is designed to provide the context model for the second MPS branch.A head-zero detector is proposed to improve the performance of the decode bypass engine according to UEGk encoding features.In addition,to lower the frequency of memory access,we reorganize the context models in external memory and use three circular buffers to cache the context models,neighboring information,and bit stream,respectively.A pre-fetching mechanism with a prediction scheme is adopted to load the corresponding content to a circular buffer to hide external memory latency.Experimental results show that our design can operate at 250 MHz with a 20.71k gate count in SMIC18 silicon technology,and that it achieves an average data decoding rate of 1.5 bins/cycle. 展开更多
关键词 H.264/AVC Context-based adaptive binary arithmetic coding(CABAC) decoder VLSI
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Overview of intelligent video coding: from model-based to learning-based approaches 被引量:2
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作者 Siwei Ma Junlong Gao +4 位作者 Ruofan Wang Jianhui Chang Qi Mao Zhimeng Huang Chuanmin Jia 《Visual Intelligence》 2023年第1期218-236,共19页
Intelligent video coding(IVC),which dates back to the late 1980s with the concept of encoding videos with knowledge and semantics,includes visual content compact representation models and methods enabling structural,d... Intelligent video coding(IVC),which dates back to the late 1980s with the concept of encoding videos with knowledge and semantics,includes visual content compact representation models and methods enabling structural,detailed descriptions of visual information at different granularity levels(i.e.,block,mesh,region,and object)and in different areas.It aims to support and facilitate a wide range of applications,such as visual media coding,content broadcasting,and ubiquitous multimedia computing.We present a high-level overview of the IVC technology from model-based coding(MBC)to learning-based coding(LBC).MBC mainly adopts a manually designed coding scheme to explicitly decompose videos to be coded into blocks or semantic components.Thanks to emerging deep learning technologies such as neural networks and generative models,LBC has become a rising topic in the coding area.In this paper,wefirst review the classical MBC approaches,followed by the LBC approaches for image and video data.We also discuss and overview our recent attempts at neural coding approaches,which are inspiring for both academic research and industrial implementation.Some critical yet less studied issues are discussed at the end of this paper. 展开更多
关键词 generative models encoding videos neural networks intelligent video coding ivc which intelligent video coding learning based coding visual content compact representation models visual media codingcontent
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基于大语言模型的多智能体协作代码评审人推荐 被引量:2
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作者 王路桥 周洋涛 +5 位作者 李青山 王铭康 徐子轩 崔笛 王璐 罗懿行 《软件学报》 北大核心 2025年第6期2558-2575,共18页
基于拉取请求(pull request,PR)的软件开发机制是开源软件中的重要实践.合适的代码评审人能够通过代码审查帮助贡献者及时发现PR中的潜在错误,为持续开发和集成过程提供质量保障.然而,代码变更内容的复杂性以及评审行为固有的多样性增... 基于拉取请求(pull request,PR)的软件开发机制是开源软件中的重要实践.合适的代码评审人能够通过代码审查帮助贡献者及时发现PR中的潜在错误,为持续开发和集成过程提供质量保障.然而,代码变更内容的复杂性以及评审行为固有的多样性增加了评审人推荐的难度.现有方法主要聚焦于从PR中挖掘变更代码的语义信息,或基于审查历史构建评审人画像,并通过多种静态策略组合进行推荐.这些研究受限于模型训练语料的丰富性以及交互类型的复杂性,导致推荐性能不佳.鉴于此,提出一种基于智能体间相互协作的代码评审人推荐方法.该方法利用先进的大语言模型,精确捕捉PR和评审人丰富的文本语义信息.此外,AI智能体强大的规划、协作和决策能力使其能够集成不同交互类型的信息,具有高度的灵活性和适应性.基于真实数据集进行实验分析,与基线评审人推荐方法相比,所提方法性能提升4.45%–26.04%.此外,案例研究证明,所提方法在可解释性方面表现突出,进一步验证了其在实际应用中的有效性和可靠性. 展开更多
关键词 代码评审人推荐 基于智能体的软件工程 大型语言模型 代码审查
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基于代码生成的细粒度情感分析方法
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作者 帅健 王中卿 陈嘉沥 《计算机应用》 北大核心 2025年第6期1827-1832,共6页
细粒度情感分析(ABSA)任务越来越受到人们的关注。针对目前主流的ABSA方法无法充分利用语义关系且无法充分学习各情感元素之间联系的局限,提出一种基于代码生成的ABSA方法。首先,对应各情感元素与编程语言(PL);其次,按照对应原则将实验... 细粒度情感分析(ABSA)任务越来越受到人们的关注。针对目前主流的ABSA方法无法充分利用语义关系且无法充分学习各情感元素之间联系的局限,提出一种基于代码生成的ABSA方法。首先,对应各情感元素与编程语言(PL);其次,按照对应原则将实验数据集构造成代码生成任务的数据样式,代码样式可以更好地表达各情感元素之间的联系;最后,利用当前大语言模型(LLM)的强大性能及代码生成方法在事件抽取任务上的良好表现得到更准确的结果。为了验证所提方法的有效性,使用Paraphrase、Seq2Path和意见树生成(OTG)方法进行对比实验。实验结果表明,所提方法在ABSA任务中的餐厅数据集上F1分数比OTG方法高2.82个百分点,具有更好的效果。 展开更多
关键词 细粒度情感分析 结构化生成 代码生成 预训练生成模型 四重提取
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基于特征聚合和Gaussian-Laplacian-Logistic混合模型的图像压缩
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作者 朱俊 刘磊 +2 位作者 王帅 王珺 谭伟彪 《淮北师范大学学报(自然科学版)》 2025年第2期32-41,共10页
图像压缩在细节恢复和复杂场景处理方面存在局限,尤其在长距离上下文信息的利用上。为解决这一问题,提出一种基于自注意力特征聚合机制和Gaussian-Laplacian-Logistic混合模型。该模型通过融合不同层次的特征,有效捕捉长距离信息关系,... 图像压缩在细节恢复和复杂场景处理方面存在局限,尤其在长距离上下文信息的利用上。为解决这一问题,提出一种基于自注意力特征聚合机制和Gaussian-Laplacian-Logistic混合模型。该模型通过融合不同层次的特征,有效捕捉长距离信息关系,增强特征表达能力。提出创新性特征聚合模块,将压缩特征与Transformer中间层特征结合,提供更丰富的上下文信息,改善图像重建中的细节恢复和结构保持。引入Gaussian-Laplacian-Logistic混合模型,根据图像局部特征自适应调整,提高压缩效率。实验表明,所提模型在峰值信噪比(peak signal-to-noise ratio,PSNR)和多尺度结构相似性(multi-scale structural similarity,MS-SSIM)性能上优于传统学习压缩和标准压缩技术,特别在高复杂度图像和细节恢复方面表现突出。 展开更多
关键词 深度学习 图像压缩 特征聚合 混合模型 编码器-解码器架构 视频编码
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Reduce the decoding complexity: segment linear network coding 被引量:1
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作者 GUO Yi-jun HAO Jian-jun YUE Guang-xin 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2013年第6期55-61,共7页
The throughput gain obtained by linear network coding (LNC) grows as the generation size increases, while the decoding complexity also grows exponentially. High decoding complexity makes the decoder to be the bottle... The throughput gain obtained by linear network coding (LNC) grows as the generation size increases, while the decoding complexity also grows exponentially. High decoding complexity makes the decoder to be the bottleneck for high speed and large data transmissions. In order to reduce the decoding complexity of network coding, a segment linear network coding (SLNC) scheme is proposed. SLNC provides a general coding structure for the generation-based network coding. By dividing a generation into several segments and restraining the coding coefficients of the symbols within the same segment, SLNC splits a high-rank matrix inversion into several low-rank matrix inversions, therefore reduces the decoding complexity dramatically. In addition, two coefficient selection strategies are proposed for both centrally controlled networks and distributed networks respectively. The theoretical analysis and simulation results prove that SLNC achieves a fairly low decoding complexity at a cost of rarely few extra transmissions. 展开更多
关键词 SLNC generation-based network coding random LNC decoding complexity extra transmission cost
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AI政务大模型在“政府运行场景”的应用研究
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作者 杨辉 《移动信息》 2025年第1期296-298,共3页
我国AI技术的发展呈现出蓬勃的态势,未来将深刻改变人们的生活和工作。文中阐述了我国AI大模型发展现状、问题、特点、技术框架,并介绍了政务大模型的构建过程,提出了以“数据治理+模型训练+组件管理+代码工厂”的实践路径,不断培育和... 我国AI技术的发展呈现出蓬勃的态势,未来将深刻改变人们的生活和工作。文中阐述了我国AI大模型发展现状、问题、特点、技术框架,并介绍了政务大模型的构建过程,提出了以“数据治理+模型训练+组件管理+代码工厂”的实践路径,不断培育和训练更多的成熟大模型,助力政府在决策、执行、监督方面的履职能力提升。 展开更多
关键词 模型 知识库 数据治理 代码工厂 智能写作
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LDPC码串行译码策略的收敛速度分析 被引量:7
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作者 杨洋 陈超 +1 位作者 白宝明 王新梅 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2010年第5期795-800,共6页
基于校验节点分组的LDPC码串行译码策略具有很高的收敛速度,但当分组数过多,并行度过低时译码时延很大.针对此问题,利用外信息转移(EXIT)图技术找到收敛速度和译码时延的平衡点.首先推导不同分组数下串行译码策略的EXIT函数,然后通过比... 基于校验节点分组的LDPC码串行译码策略具有很高的收敛速度,但当分组数过多,并行度过低时译码时延很大.针对此问题,利用外信息转移(EXIT)图技术找到收敛速度和译码时延的平衡点.首先推导不同分组数下串行译码策略的EXIT函数,然后通过比较函数对应的EXIT曲线估计出在不牺牲收敛速度的前提下该策略能达到的最大并行度.仿真结果验证了EXIT图分析的正确性. 展开更多
关键词 LDPC码 迭代译码 串行译码策略 收敛速度 外信息转移图
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LDPC码的高效译码算法研究 被引量:9
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作者 吴湛击 傅婷婷 王文博 《系统工程与电子技术》 EI CSCD 北大核心 2010年第3期603-608,共6页
对于LDPC码的译码算法即和积算法,目前的简化算法多在对数域中进行。提出了一种新的基于差分的译码算法,其主要思想是:在LDPC码的二部图上所传递的消息是概率的差分值,而对于校验节点和消息节点的更新都是在特定的加法域中进行。针对校... 对于LDPC码的译码算法即和积算法,目前的简化算法多在对数域中进行。提出了一种新的基于差分的译码算法,其主要思想是:在LDPC码的二部图上所传递的消息是概率的差分值,而对于校验节点和消息节点的更新都是在特定的加法域中进行。针对校验节点的更新,还可以选择若干个绝对值最小的差分值进行运算,以进一步降低复杂度。与传统的基于对数似然比的译码方法相比,该算法的计算复杂度有很大降低,而译码性能和收敛速度没有明显损失。 展开更多
关键词 LDPC码 和积译码算法 差分译码算法
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参数化特征造型中拓扑实体的编码方法探讨 被引量:2
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作者 吴涛 白跃伟 +1 位作者 陈卓宁 宾鸿赞 《机械设计与研究》 CSCD 北大核心 2000年第4期31-33,共3页
特征造型中的一个关键问题是特征重构时如何有效识别特征所依赖的拓扑实体 ,本文采用编码记录不同的拓扑实体在特征链中的相对位置 ,从理论和实践两方面阐述了编码的思想和实际应用 ,并提出了以集合为基础 的译码算法。
关键词 特征造型 实体编码 译码 拓扑实体
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程序流程图到代码的自动生成算法 被引量:13
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作者 王黎明 王帼钕 +3 位作者 周明媛 褚艳利 陈科 陈平 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2012年第6期70-77,共8页
提出了一种从标准程序流程图到结构化代码生成的新算法.该算法通过对程序流程图结构的分析与识别、循环结构的线性化以及对分支结构域的确定等过程,能够生成符合程序流程图语义的结构化C代码(包括continue/break/return);同时,能够识别... 提出了一种从标准程序流程图到结构化代码生成的新算法.该算法通过对程序流程图结构的分析与识别、循环结构的线性化以及对分支结构域的确定等过程,能够生成符合程序流程图语义的结构化C代码(包括continue/break/return);同时,能够识别出非结构化的程序流程图. 展开更多
关键词 可视化编程 程序流程图 模型驱动 代码生成
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三角形网格基活动图像编码研究——基本框架和I帧编码 被引量:6
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作者 卢朝阳 周幸妮 +1 位作者 高西全 樊昌信 《通信学报》 EI CSCD 北大核心 2002年第10期66-70,共5页
本文结合实验结果,深入讨论了三角形网格基活动图像编码方法的基本框架和帧内编码问题。文中全面比较了DTM+MD的帧内编码方法和JPEG方法的性能,表明采用DTM+MD作帧内编码具有更好的主客观质量。
关键词 基本框架 I帧编码 图像编码 网格基 DELAUNAY三角形 帧内编码
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