时空嵌入式生成对抗网络特殊逻辑函数检测  

Detection of Special Logic Function of Space-Time Embedded Generation Countermeasure Network

作　　者：廖志雄[1] 尚文祥 王士斌[2] LIAO Zhi-xiong;SHANG Wen-xiang;WANG Shi-bin(Xinke College,Henan Institute of Science and Technology,Xinxiang Henan 453000,China;College of Computer and Information Engineering,Henan Normal University,Xinxiang Henan 453000,China)

机构地区：[1]河南科技学院新科学院,河南新乡453000 [2]河南师范大学计算机与信息工程学院,河南新乡453000

出　　处：《计算机仿真》2021年第6期233-237,共5页Computer Simulation

摘　　要：为了对同一逻辑函数不同特殊性进行判别,并在检测过程中排除任意项函数干扰问题,提出基于分解图的时空嵌入式生成对抗网络特殊逻辑函数检测方法。通过分析嵌入式生成对抗网络,获取生成式模型运行流程及特征;通过行变量、列变量对线性函数、冗余函数检测,采用分解图方法对其检测结果举例计算与说明,经过变量逻辑函数计算自反函数,获得自双反函数检测结果;通过二叉树映射变换检测含任意项的特殊逻辑函数,实现对全部特殊逻辑函数的检测。仿真结果表明,所提算法可以有效提升检测效果、减少计算步骤,具有较高的适用性,可广泛应用于实际工作中。A detection method for generating a special logic function of countermeasure network based on a spatiotemporal embedded decomposition graph was presented in this work for distinguishing the different particularity of the same logic function and eliminating the interference of any term function in the detection process. An embedded generative countermeasure network was analyzed in detail to obtain the operation process and characteristics of the generative model. Based on row variables and column variables, linear functions and redundant functions were detected. The method of decomposition diagram was utilized to calculate and explain the test results. According to the variable logic function, the reflexive function was calculated to obtain the detection result of the self-double reflexive function. Based on the transformation of binary tree mapping, special logic functions with arbitrary terms were detected, realizing the detection of all special logic functions. The simulation results show that the algorithm can not only effectively improve the detection effect and reduce the calculation steps, but also has high applicability, which can be widely applied in practical work.

关 键 词：深度学习 网络对抗 逻辑函数检测 含任意项特殊函数 二叉树算法 

分 类 号：TP245[自动化与计算机技术—检测技术与自动化装置]