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Integer Programming Model for Maximum Clique in Graph
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作者 YUANXi-bo YANGYou ZENGXin-hai 《Journal of China University of Mining and Technology》 EI 2005年第1期77-80,共4页
The maximum clique or maximum independent set of graph is a classical problem in graph theory. Com- bined with Boolean algebra and integer programming, two integer programming models for maximum clique problem, which ... The maximum clique or maximum independent set of graph is a classical problem in graph theory. Com- bined with Boolean algebra and integer programming, two integer programming models for maximum clique problem, which improve the old results were designed in this paper. Then, the programming model for maximum independent set is a corollary of the main results. These two models can be easily applied to computer algorithm and software, and suitable for graphs of any scale. Finally the models are presented as Lingo algorithms, verified and compared by sev- eral examples. 展开更多
关键词 整数规划 图论 集团型 专门术语
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DEGENERATE OPTIMAL BASIS GRAPHS IN LINEAR PROGRAMMING 被引量:1
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作者 Lin Yixun\ Wen JianjunDept.of Math.,Zhengzhou Univ.,Zhengzhou450 0 52 . 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2000年第2期184-192,共9页
The basis graph \%G\% for a linear programming consists of all bases under pivot transformations. A degenerate optimal basis graph G * is a subgraph of \%G\% induced by all optimal bases at a degenerate optimal verte... The basis graph \%G\% for a linear programming consists of all bases under pivot transformations. A degenerate optimal basis graph G * is a subgraph of \%G\% induced by all optimal bases at a degenerate optimal vertex x 0. In this paper, several conditions for the characterization of G * are presented. 展开更多
关键词 Linear programming DEGENERACY transformation graphs.
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A Dynamic Programming Approach for the Max-Min Cycle Packing Problem in Even Graphs
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作者 Peter Recht 《Open Journal of Discrete Mathematics》 2016年第4期340-350,共11页
Let be an undirected graph. The maximum cycle packing problem in G then is to find a collection of edge-disjoint cycles C<sub>i</sup>in G such that s is maximum. In general, the maximum cycle packing probl... Let be an undirected graph. The maximum cycle packing problem in G then is to find a collection of edge-disjoint cycles C<sub>i</sup>in G such that s is maximum. In general, the maximum cycle packing problem is NP-hard. In this paper, it is shown for even graphs that if such a collection satisfies the condition that it minimizes the quantityon the set of all edge-disjoint cycle collections, then it is a maximum cycle packing. The paper shows that the determination of such a packing can be solved by a dynamic programming approach. For its solution, an-shortest path procedure on an appropriate acyclic networkis presented. It uses a particular monotonous node potential. 展开更多
关键词 Maximum Edge-Disjoint Cycle Packing Extremal Problems in graph Theory Dynamic programming -Shortest Path Procedure
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多光源照射下目标图像实时生成方法
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作者 张玉双 谢晓钢 +2 位作者 苏华 王锐 张飞舟 《强激光与粒子束》 CAS CSCD 北大核心 2024年第6期41-47,共7页
由于地理位置、太阳、大气环境等因素限制,无法获取空间目标在各种姿态、光照条件、特别是激光、太阳和背景光共同作用下的实际成像。提出一种多光源照射下目标图像实时生成方法。该方法基于计算机图形学中纹理映射思想,采用现代图形显... 由于地理位置、太阳、大气环境等因素限制,无法获取空间目标在各种姿态、光照条件、特别是激光、太阳和背景光共同作用下的实际成像。提出一种多光源照射下目标图像实时生成方法。该方法基于计算机图形学中纹理映射思想,采用现代图形显卡编程技术和帧缓存对象特性,在GPU(Graphics Processing Unit)端采用着色器语言实现多光源作用下目标亮度值高效计算和真实感增强;采用开源三维图形引擎OSG(Open SceneGraph)支持多种格式三维模型文件,提高与国产麒麟操作系统及常用战场态势显示软件的兼容性。仿真实验验证了该方法的有效性和优越性。 展开更多
关键词 多光源 图像生成 GPU编程 OSG
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基于知识图谱推荐系统的高校“汇编语言程序设计”课程教学改革 被引量:1
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作者 肖祯怀 《镇江高专学报》 2024年第1期101-105,共5页
随着现代教育技术的迅速发展,“汇编语言程序设计”课程的传统教学模式亟待创新,以满足学生的多元化学习需求。知识图谱推荐系统结合知识图谱和学生模型构建,实现了教学内容的个性化推荐、学习路径规划、资源整合、多样化的教学互动。... 随着现代教育技术的迅速发展,“汇编语言程序设计”课程的传统教学模式亟待创新,以满足学生的多元化学习需求。知识图谱推荐系统结合知识图谱和学生模型构建,实现了教学内容的个性化推荐、学习路径规划、资源整合、多样化的教学互动。为验证知识图谱推荐系统在“汇编语言程序设计”教学中的作用进行实证研究。研究结果表明,知识图谱推荐系统能有效提高学生的学习成绩、学习兴趣和学习满意度,为教学方法的创新和优化提供有益的参考。 展开更多
关键词 知识图谱 汇编语言程序设计 推荐系统 个性化推荐
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基于有向图规划的城乡物流配送路径优化研究
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作者 孙静 《自动化技术与应用》 2024年第4期5-8,13,共5页
为了解决当前的城乡物流配送路径优化方法存在的路径利用率和需求点满意度低、配送成本高的问题,提出基于有向图规划的城乡物流配送路径优化方法。将城乡物流配送路径优化转化为配送路线合理安排问题,设计城乡物流配送路径问题表达式和... 为了解决当前的城乡物流配送路径优化方法存在的路径利用率和需求点满意度低、配送成本高的问题,提出基于有向图规划的城乡物流配送路径优化方法。将城乡物流配送路径优化转化为配送路线合理安排问题,设计城乡物流配送路径问题表达式和约束条件,以此提出配送路径优化假设,建立城乡物流配送路径优化模型,并制定模型约束。采用有向图规划计算最短路径和最早配送时间,并获取该范围内的需求点,得到优化后的城乡物流配送需求点和路径。实验结果表明,研究方法的配送成本较低,路径利用率和需求点满意度较高。 展开更多
关键词 有向图规划 城乡物流 配送路径 路径优化
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融合图注意力网络和注意力因子分解机的服务推荐方法
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作者 黄德玲 童夏龙 杨皓栋 《重庆邮电大学学报(自然科学版)》 CSCD 北大核心 2024年第2期357-366,共10页
为了解决服务推荐过程中的特征稀疏问题、提高服务的语义表示能力,进而提升推荐的准确性和有效性,提出基于图注意力网络(graph attention networks,GAT)研究服务推荐方法,引入服务的组合权重和组合的结构信息,综合利用多种服务特征,提... 为了解决服务推荐过程中的特征稀疏问题、提高服务的语义表示能力,进而提升推荐的准确性和有效性,提出基于图注意力网络(graph attention networks,GAT)研究服务推荐方法,引入服务的组合权重和组合的结构信息,综合利用多种服务特征,提高服务推荐质量。将GAT和注意力因子分解机(attention factorization machine,AFM)结合在一起,利用多头自注意力机制,学习每个节点在图邻域中的重要性;进行信息聚合,处理网络中的不同图结构,以适应服务动态变化的场景。实验结果显示,在数据平衡的情况下,提出的方法性能表现均好于对比方法;在数据不平衡的情况下,提出的方法大部分性能指标也表现良好,达到了提升服务推荐准确性和有效性的目标。 展开更多
关键词 服务推荐 图注意力网络 注意力因子分解机 应用程序接口
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基于深层图卷积网络与注意力的漏洞检测方法
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作者 肖鹏 张旭升 +1 位作者 杨丰玉 郑巍 《计算机工程与应用》 CSCD 北大核心 2024年第3期292-298,共7页
针对现有基于图神经网络的漏洞挖掘方法中缺乏上下文环境信息而导致图结构特征不全面,以及过平滑问题使模型无法学习图结构高阶特征导致预测性能不佳的问题,提出一种基于深层图卷积网络与图注意力的漏洞检测方法 PSG-GCNIIAT。在程序依... 针对现有基于图神经网络的漏洞挖掘方法中缺乏上下文环境信息而导致图结构特征不全面,以及过平滑问题使模型无法学习图结构高阶特征导致预测性能不佳的问题,提出一种基于深层图卷积网络与图注意力的漏洞检测方法 PSG-GCNIIAT。在程序依赖关系图基础上,PSG融合顺序关系图,令代码行语句具备感知其上下文信息能力,通过抽象语法树来生成代码行的嵌入向量,实现图节点深层结构特征提取;GCNIIAT采用深层图卷积网络GCNII,结合图注意力机制,更有效地识别程序切片的图结构特征与漏洞关联。实验结果表明,PSG-GCNIIAT漏洞检测方法比VulDeePecker、GCN、GGNN在准确率和F值指标上具有明显优势,能够显著提升程序漏洞检测的性能。 展开更多
关键词 程序漏洞 图注意力 深层图卷积网络 图结构特征
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基于图神经网络的最大化代数连通度算法
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作者 夏春燕 侯新民 《计算机系统应用》 2024年第3期146-157,共12页
随着智能体数量的增加,多智能体系统中潜在的通信链路数量呈指数级增长.过多冗余链路的存在给系统带来了大量的能源浪费和维护成本,而盲目地去除链路又会降低系统的稳定性和安全性.代数连通度是衡量图连通性的重要指标之一.然而,传统的... 随着智能体数量的增加,多智能体系统中潜在的通信链路数量呈指数级增长.过多冗余链路的存在给系统带来了大量的能源浪费和维护成本,而盲目地去除链路又会降低系统的稳定性和安全性.代数连通度是衡量图连通性的重要指标之一.然而,传统的半正定规划(SDP)方法和启发式算法在求解大规模场景下的最大化代数连通度问题时非常耗时.在本文中,我们提出了一种监督式的图神经网络模型来优化多智能体系统的代数连通度.我们将传统的SDP方法应用于小规模任务场景中,得到足够丰富的训练样本和标签.在此基础上,我们训练了一个图神经网络模型,该模型可用于更大规模的任务场景中.实验结果表明,当需要去除15条边时,我们的模型的平均性能达到了传统SDP方法的98.39%.此外,我们的模型计算时间极其有限,可以推广到实时场景中去. 展开更多
关键词 多智能体系统 代数连通度 图神经网络 半正定规划 舍入技术 控制研究 机器学习
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我国应用型专业研究:现状及展望
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作者 余国江 方艳 《应用型高等教育研究》 2024年第1期1-8,共8页
分析应用型专业的研究现状,有利于促进我国应用型本科的发展。利用CiteSpace软件对1992-2022年发表在中国知网核心期刊上的551篇文章进行分析,绘制应用型专业的关键词共现、关键词聚类、关键词突现、发文作者以及发文机构的知识图谱。... 分析应用型专业的研究现状,有利于促进我国应用型本科的发展。利用CiteSpace软件对1992-2022年发表在中国知网核心期刊上的551篇文章进行分析,绘制应用型专业的关键词共现、关键词聚类、关键词突现、发文作者以及发文机构的知识图谱。结果发现:应用型专业的文献数量整体呈现“先上升后下降”的趋势,发文作者和机构之间的合作性不强,研究热点聚焦在人才培养模式、教学改革、课程建设三方面,“实践教学”“产教融合”是未来的研究趋势。为推动我国应用型专业的发展,需要从有效落实人才培养、切实促进实践教学、力争实现产教融合以及积极进行合作交流四个方面着手进行研究。 展开更多
关键词 应用型专业 实践教学 人才培养 CITESPACE 知识图谱
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基于动态图注意力与标签传播的实体对齐
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作者 莫少聪 陈庆锋 +2 位作者 谢泽 刘春雨 邱俊铼 《计算机工程》 CAS CSCD 北大核心 2024年第4期150-159,共10页
实体对齐是多源数据库融合的有效方法,旨在找出多源知识图谱中的共指实体。近年来,图卷积网络(GCN)已成为实体对齐表示学习的新范式,然而,不同组织构建知识图谱的目标及规则存在巨大差异,要求实体对齐模型能够准确发掘知识图谱之间的长... 实体对齐是多源数据库融合的有效方法,旨在找出多源知识图谱中的共指实体。近年来,图卷积网络(GCN)已成为实体对齐表示学习的新范式,然而,不同组织构建知识图谱的目标及规则存在巨大差异,要求实体对齐模型能够准确发掘知识图谱之间的长尾实体特征,并且现有的GCN实体对齐模型过于注重关系三元组的结构表示学习,忽略了属性三元组丰富的语义信息。为此,提出一种实体对齐模型,引入动态图注意力网络聚合属性结构三元组表示,降低无关属性结构对实体表示的影响。同时,为缓解知识图谱的关系异构问题,引入多维标签传播对实体邻接矩阵的不同维度进行压缩,将实体特征根据压缩后的知识图谱邻接关系进行传播以获得关系结构表示,最后通过线性规划算法对实体表示相似度矩阵进行迭代以得到最终的对齐结果。在公开数据集ENFR-15K、EN-ZH-15K以及中文医学数据集MED-BBK-9K上进行实验,结果表明,该模型的Hits@1分别为0.942、0.926、0.427,Hits@10分别为0.963、0.952、0.604,MRR分别为0.949、0.939、0.551,消融实验结果也验证了模型中各模块的有效性。 展开更多
关键词 数据库融合 图卷积网络 实体对齐 标签传播 线性规划
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西门子S7-Graph和S7-HiGraph语言的编程思路 被引量:1
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作者 兰江 陈彬兵 《自动化信息》 2007年第10期63-65,共3页
本文主要讨论了西门子PLC编程软件STEP7中的两种可选编程语言S7-Graph(顺序功能图)和S7-HiGraph(状态图),着重介绍了它们的编程原则和思路。同时,通过将上述两种专业编程语言与基本的梯形图语言应用于同一具体实例中的对比,总结... 本文主要讨论了西门子PLC编程软件STEP7中的两种可选编程语言S7-Graph(顺序功能图)和S7-HiGraph(状态图),着重介绍了它们的编程原则和思路。同时,通过将上述两种专业编程语言与基本的梯形图语言应用于同一具体实例中的对比,总结出了它们对于其它基本编程语言的优越性。 展开更多
关键词 专业编程语言 S7-graph S7-Higraph 梯形图语言 优越性
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面向CAM数控编程领域的知识图谱构建方法 被引量:1
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作者 方喜峰 柳大坤 +3 位作者 龚婵媛 王楠 张胜文 汪通悦 《中国机械工程》 EI CAS CSCD 北大核心 2023年第12期1486-1494,共9页
为提高CAM数控编程领域的知识表达、管理和挖掘能力,提出了CAM数控编程知识图谱构建方法。分析了CAM数控编程阶段的信息表达形式,构建了CAM信息模型;采用概念到关系、局部到整体的本体构建模式并引入语义规则,实现了知识图谱模式层的构... 为提高CAM数控编程领域的知识表达、管理和挖掘能力,提出了CAM数控编程知识图谱构建方法。分析了CAM数控编程阶段的信息表达形式,构建了CAM信息模型;采用概念到关系、局部到整体的本体构建模式并引入语义规则,实现了知识图谱模式层的构建。以某船用柴油机企业历史CAM编程案例库为数据源,构建了特征操作信息单元模型库,采用本体映射的方式完成了知识图谱数据层的构建,并通过知识融合、知识推理等手段扩大了知识规模,提高了知识质量。最后,开发了CAM知识图谱Web平台,验证了所提方法的有效性。 展开更多
关键词 数控编程 知识图谱 本体构建 本体映射
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西门子s7 GRAPH在探料系统中的运用
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作者 徐坤龙 《有色冶金设计与研究》 2015年第3期63-65,共3页
概述了韶关冶炼厂探料系统的应用现状,分析了现用PLC程序的优缺点。为了使得程序更简练,增强易读性,运用西门子s7 GRAPH重新编写了探料程序,并进行了仿真运行。仿真实践证明,采用顺序控制程序编程完全可以实现工艺要求,且更加简练、方便。
关键词 探料系统 顺序功能图 S7 graph 编程
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Dynamic Slicing of Object Oriented Programs
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作者 Jian\|jun Zhao Department of Computer Science and Engineering, Fukuoka Institute of Technology, Fukuoka 811 0295, Japan 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期391-397,共7页
Program slice has many applications such as program debugging, testing, maintenance, and complexity measurement. A static slice consists of all statements in program P that may effect the value of variable v a... Program slice has many applications such as program debugging, testing, maintenance, and complexity measurement. A static slice consists of all statements in program P that may effect the value of variable v at some point p , and a dynamic slice consists only of statements that influence the value of variable occurrence for specific program inputs. In this paper, we concern the problem of dynamic slicing of object oriented programs which, to our knowledge, has not been addressed in the literatures. To solve this problem, we present the dynamic object oriented dependence graph (DODG)which is an arc classified digraph to explicitly represent various dynamic dependence between statement instances for a particular execution of an object oriented program. Based on the DODG, we present a two phase backward algorithm for computing a dynamic slice of an object oriented program. 展开更多
关键词 program slicing dynamic dependence graph object oriented program SOFTWARE maintenance DEBUGGING testing
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THE Z SPECIFICATION DEPENDENCE GRAPH
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作者 WuFangjun YiTong 《Journal of Electronics(China)》 2005年第2期201-204,共4页
The lack of existing solutions makes it really hard to understand formal specification languages since the application domain for representations is useful for the purpose of carrying out certain software engineering ... The lack of existing solutions makes it really hard to understand formal specification languages since the application domain for representations is useful for the purpose of carrying out certain software engineering operations such as slicing and the computation of program metrics.A Z specification dependence graph is presented in this letter. It draws on the strengths of a range of earlier works and adapts them, if necessary, to the Z language. 展开更多
关键词 PDG SDG 形式说明说言 软件工程
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An Alternative Approach for Solving Bi-Level Programming Problems
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作者 Rashmi Birla Vijay K. Agarwal +1 位作者 Idrees A. Khan Vishnu Narayan Mishra 《American Journal of Operations Research》 2017年第3期239-247,共9页
An algorithm is proposed in this paper for solving two-dimensional bi-level linear programming problems without making a graph. Based on the classification of constraints, algorithm removes all redundant constraints, ... An algorithm is proposed in this paper for solving two-dimensional bi-level linear programming problems without making a graph. Based on the classification of constraints, algorithm removes all redundant constraints, which eliminate the possibility of cycling and the solution of the problem is reached in a finite number of steps. Example to illustrate the method is also included in the paper. 展开更多
关键词 LINEAR programMING PROBLEM Bi-Level programMING PROBLEM graph Algorithm
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System Dependence Graph Construction for Aspect Oriented C++
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作者 SHI Liang XU Baowen 《Wuhan University Journal of Natural Sciences》 EI CAS 2006年第3期555-560,共6页
This paper proposes an extended system dependence graph called AspectSDG to represent control and data dependences for AspeetC++ programs, and presents an approach for the construction of AspectSDG. This approach de... This paper proposes an extended system dependence graph called AspectSDG to represent control and data dependences for AspeetC++ programs, and presents an approach for the construction of AspectSDG. This approach decomposes aspect-oriented programs into three parts: component codes, aspect codes, and weaving codes. It constructs program dependence graphs (PDGs) for each part, and then connects the PDGs at call sites to form the complete AspectSDG. The AspectSDG can deal with advice precedence correctly, and represent the additional dependences caused by aspect codes. Based on this model, we introduce how to compute a static slice of an AspectC+ + program. 展开更多
关键词 program analysis system dependence graph ASPECT-ORIENTED slicing
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A Comparative Study on Test Case Generation of Concurrent Programs
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作者 Bidush Kumar Sahoo Mitrabinda Ray 《World Journal of Engineering and Technology》 2016年第2期273-280,共8页
This paper deals with a comparative study on testing of concurrent programs based on different techniques. The various challenges in testing concurrent programming are: defining test coverage criteria based on control... This paper deals with a comparative study on testing of concurrent programs based on different techniques. The various challenges in testing concurrent programming are: defining test coverage criteria based on control flow, generating control flow graph of nondeterministic programs, investigating the applicability of sequential testing criteria to parallel program testing etc. For solving these issues, some existing techniques are discussed in this study. Various researchers use an intermediate graph called Event Inter Actions Graph (EIAG) to solve the problem of generating the control flow graph of nondeterministic programs. Some researches propose an intermediate graph called Interaction Sequence Testing Criteria (ISTC) approach based on sequence of interactions to solve the problem of test coverage criteria based on control and data flow. Another method to solve the problem of generating test coverage based on control flow graph of nondeterministic programs is constraint based approach. It needs constrained elements to generate test case which includes structural element and constraint. The selection of good test cases has been addressed by test data generation technique. The technique of concurrent path analysis approach is used to solve the problem of applicability of sequential testing criteria to parallel program testing. It reduces the number of combined concurrent test paths. The sequential test paths are combined to form concurrent test path. The Integration and System Test Automation (ISTA) approach is used to solve the problem of applicability of sequential testing criteria to parallel program testing. It is used for automated test case generation and execution by using high-level Petri net is a finite state test model. 展开更多
关键词 Concurrent program EIAG Dead Statement Control Flow graph Nondeterministic program
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Subgraph Isomorphism Based Intrinsic Function Reduction in Decompilation
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作者 Yanzhao Liu Yinliang Zhao +1 位作者 Lei Zhang Kai Liu 《Journal of Software Engineering and Applications》 2016年第3期80-90,共11页
Program comprehension is one of the most important applications in decompilation. The more abstract the decompilation result the better it is understood. Intrinsic function is introduced by a compiler to reduce the ov... Program comprehension is one of the most important applications in decompilation. The more abstract the decompilation result the better it is understood. Intrinsic function is introduced by a compiler to reduce the overhead of a function call and is inlined in the code where it is called. When analyzing the decompiled code with lots of inlined intrinsic functions, reverse engineers may be confused by these detailed and repeated operations and lose the goal. In this paper, we propose a method based graph isomorphism to detect intrinsic function on the CFG (Control Flow Graph) of the target function first. Then we identify the boundary of the intrinsic function, determine the parameter and return value and reduce the intrinsic function to a single function call in the disassembled program. Experimental results show that our method is more efficient at reducing intrinsic functions than the state-of-art decompilers such as Hex-Rays, REC and RD (Retargetable Decompiler). 展开更多
关键词 program Comprehension DECOMPILATION graph Isomorphism Intrinsic Function
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