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Binary Code Similarity Detection:Retrospective Review and Future Directions
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作者 Shengjia Chang Baojiang Cui Shaocong Feng 《Computers, Materials & Continua》 2025年第12期4345-4374,共30页
Binary Code Similarity Detection(BCSD)is vital for vulnerability discovery,malware detection,and software security,especially when source code is unavailable.Yet,it faces challenges from semantic loss,recompilation va... Binary Code Similarity Detection(BCSD)is vital for vulnerability discovery,malware detection,and software security,especially when source code is unavailable.Yet,it faces challenges from semantic loss,recompilation variations,and obfuscation.Recent advances in artificial intelligence—particularly natural language processing(NLP),graph representation learning(GRL),and large language models(LLMs)—have markedly improved accuracy,enabling better recognition of code variants and deeper semantic understanding.This paper presents a comprehensive review of 82 studies published between 1975 and 2025,systematically tracing the historical evolution of BCSD and analyzing the progressive incorporation of artificial intelligence(AI)techniques.Particular emphasis is placed on the role of LLMs,which have recently emerged as transformative tools in advancing semantic representation and enhancing detection performance.The review is organized around five central research questions:(1)the chronological development and milestones of BCSD;(2)the construction of AI-driven technical roadmaps that chart methodological transitions;(3)the design and implementation of general analytical workflows for binary code analysis;(4)the applicability,strengths,and limitations of LLMs in capturing semantic and structural features of binary code;and(5)the persistent challenges and promising directions for future investigation.By synthesizing insights across these dimensions,the study demonstrates how LLMs reshape the landscape of binary code analysis,offering unprecedented opportunities to improve accuracy,scalability,and adaptability in real-world scenarios.This review not only bridges a critical gap in the existing literature but also provides a forward-looking perspective,serving as a valuable reference for researchers and practitioners aiming to advance AI-powered BCSD methodologies and applications. 展开更多
关键词 binary code similarity detection semantic code representation graph-based modeling representation learning large language models
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Gradient-Guided Assembly Instruction Relocation for Adversarial Attacks Against Binary Code Similarity Detection
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作者 Ran Wei Hui Shu 《Computers, Materials & Continua》 2026年第1期1372-1394,共23页
Transformer-based models have significantly advanced binary code similarity detection(BCSD)by leveraging their semantic encoding capabilities for efficient function matching across diverse compilation settings.Althoug... Transformer-based models have significantly advanced binary code similarity detection(BCSD)by leveraging their semantic encoding capabilities for efficient function matching across diverse compilation settings.Although adversarial examples can strategically undermine the accuracy of BCSD models and protect critical code,existing techniques predominantly depend on inserting artificial instructions,which incur high computational costs and offer limited diversity of perturbations.To address these limitations,we propose AIMA,a novel gradient-guided assembly instruction relocation method.Our method decouples the detection model into tokenization,embedding,and encoding layers to enable efficient gradient computation.Since token IDs of instructions are discrete and nondifferentiable,we compute gradients in the continuous embedding space to evaluate the influence of each token.The most critical tokens are identified by calculating the L2 norm of their embedding gradients.We then establish a mapping between instructions and their corresponding tokens to aggregate token-level importance into instructionlevel significance.To maximize adversarial impact,a sliding window algorithm selects the most influential contiguous segments for relocation,ensuring optimal perturbation with minimal length.This approach efficiently locates critical code regions without expensive search operations.The selected segments are relocated outside their original function boundaries via a jump mechanism,which preserves runtime control flow and functionality while introducing“deletion”effects in the static instruction sequence.Extensive experiments show that AIMA reduces similarity scores by up to 35.8%in state-of-the-art BCSD models.When incorporated into training data,it also enhances model robustness,achieving a 5.9%improvement in AUROC. 展开更多
关键词 Assembly instruction relocation adversary attack binary code similarity detection
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DECODING ALGORITHM BASED QN REVISED SYNDROME FOR THE BINARY (23,12,7) GOLAY CODE
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作者 马建峰 王育民 《Journal of Electronics(China)》 1995年第1期33-37,共5页
A decoding algorithm based on revised syndromes to decode the binary (23,12,7) Golay code is presented. The algorithm strongly depends on the algebraic properties of the code. For the algorithm, the worst complexity i... A decoding algorithm based on revised syndromes to decode the binary (23,12,7) Golay code is presented. The algorithm strongly depends on the algebraic properties of the code. For the algorithm, the worst complexity is about 683 mod2 additions, which is less than that of the algorithms available for the code, the average complexity is approximately 319 mod2 additions, which is slightly more than that of Blaum’s algorithm for the code. 展开更多
关键词 binary GOLAY CODE Revised SYNDROME DEcoding
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An Analytical Method to Mitigate the False Alarm Rates of Polar Code Blind Detection in 5G New Radio
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作者 Gao Jian Piao Jinnan +1 位作者 Dai Jincheng Niu Kai 《China Communications》 2025年第9期140-150,共11页
In 5G new radio(NR), polar codes are adopted for e MBB downlink control channels where the blind detection is employed in user equipment(UE) to identify the correct downlink control information(DCI). However, differen... In 5G new radio(NR), polar codes are adopted for e MBB downlink control channels where the blind detection is employed in user equipment(UE) to identify the correct downlink control information(DCI). However, different from that in the 4G LTE system, the cyclic redundancy check(CRC) in polar decoding plays both error correction and error detection roles. Consequently, the false alarm rates(FAR) may not meet the system requirements(FAR<1.52 × 10^(−5)). In this paper, to mitigate the FAR in polar code blind detection, we attach a binary classifier after the polar decoder to further remove the false alarm results and meanwhile retain the correct DCI. This classifier works by tracking the squared Euclidean distance ratio(SEDR) between the received signal and hypothesis. We derive an analytical method to fast compute proper classification threshold that is implementation-friendly in practical use. Combining the well-designed classifier, we show that some very short CRC sequences can even be used to meet the FAR requirements. This consequently reduces the CRC overhead and contributes to the system error performance improvements. 展开更多
关键词 binary classifier blind detection classifi cation threshold 5G NR polar codes
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A Novel Decoding Method for Non-Binary TCM Codes
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作者 Riyadh A. Al-Hilali Abdulkareem S. Abdallah Raad H. Thaher 《Communications and Network》 2014年第1期22-28,共7页
A new non-binary decoding method, which is called Yaletharatalhussein decoding algorithm, is designed and implemented for decoding non-binary convolutional codes which is based on the trellis diagram representing the ... A new non-binary decoding method, which is called Yaletharatalhussein decoding algorithm, is designed and implemented for decoding non-binary convolutional codes which is based on the trellis diagram representing the convolutional encoder. Yaletharatalhussein decoding algorithm outperforms the Viterbi algorithm and other algorithms in its simplicity, very small computational complexity, decoding reliability for high states TCM codes that suitable for Fourth-Generation (4G), decreasing errors with increasing word length, and easy to implement with real-time applications. The proposed Yaletharatalhussein decoding algorithm deals with non-binary error control coding of the convolutional and TCM codes. Convolutional codes differ from block codes in that a block code takes a fixed message length and encodes it, whereas a convolutional code can encode a continuous stream of data, and a hard-decision decoding can easily be realized using the Yaletharatalhussein algorithm. The idea of non-binary codes has been extended for symbols defined over rings of integers, which outperform binary codes with only a small increase in decoding complexity. The simulation results show that the performance of the nonbinary TCM-based Yaletharatalhussein algorithm outperforms the binary and non-binary decoding methods. 展开更多
关键词 Convolutional CODES Coded MODULATION (CM) Trellis Code MODULATION (TCM) Non-binary Error Correcting CODES Groups Rings of Integers
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Statistical Recognition Method of Binary BCH Code 被引量:6
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作者 Jiafeng Wang Yang Yue Jun Yao 《Communications and Network》 2011年第1期17-22,共6页
In this paper, a statistical recognition method of the binary BCH code is proposed. The method is applied to both primitive and non-primitive binary BCH code. The block length is first recognized based on the cyclic f... In this paper, a statistical recognition method of the binary BCH code is proposed. The method is applied to both primitive and non-primitive binary BCH code. The block length is first recognized based on the cyclic feature under the condition of the frame length known. And then candidate polynomials are achieved which meet the restrictions. Among the candidate polynomials, the most optimal polynomial is selected based on the minimum rule of the weights sum of the syndromes. Finally, the best polynomial was factorized to get the generator polynomial recognized. Simulation results show that the method has strong capability of anti-random bit error. Besides, the algorithm proposed is very simple, so it is very practical for hardware im-plementation. 展开更多
关键词 binary BCH CODE BLIND Recognition CODE Length GENERATOR POLYNOMIAL
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Novel non-coherent integration method using binary phase-coded radar signal 被引量:2
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作者 田黎育 何苗 +1 位作者 刘斌 傅雄军 《Journal of Beijing Institute of Technology》 EI CAS 2013年第1期60-66,共7页
The m series with 511 bits is taken as an example being applied in non-coherent integra- tion algorithm. A method to choose the bi-phase code is presented, which is 15 kinds of codes are picked out of 511 kinds of m s... The m series with 511 bits is taken as an example being applied in non-coherent integra- tion algorithm. A method to choose the bi-phase code is presented, which is 15 kinds of codes are picked out of 511 kinds of m series to do non-coherent integration. It is indicated that the power in- creasing times of larger target sidelobe is less than the power increasing times of smaller target main- lobe because of the larger target' s pseudo-randomness. Smaller target is integrated from larger tar- get sidelobe, which strengthens the detection capability of radar for smaller targets. According to the sidelobes distributing characteristic, a method is presented in this paper to remove the estimated sidelobes mean value for signal detection after non-coherent integration. Simulation results present that the SNR of small target can be improved approximately 6. 5 dB by the proposed method. 展开更多
关键词 binary phase-coded signal non-coherent integration code agility peak sidelobe level(PSL) mainlobe-peak sidelobe ratio
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Buffer Overflow Detection on Binary Code 被引量:2
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作者 郑燕飞 李晖 陈克非 《Journal of Shanghai Jiaotong university(Science)》 EI 2006年第2期224-229,共6页
Most solutions for detecting buffer overflow are based on source code. But the requirement tor source code is not always practical especially for business software. A new approach was presented to detect statically th... Most solutions for detecting buffer overflow are based on source code. But the requirement tor source code is not always practical especially for business software. A new approach was presented to detect statically the potential buffer overflow vulnerabilities in the binary code of software. The binary code was translated into assembly code without the lose of the information of string operation functions. The feature code abstract graph was constructed to generate more accurate constraint statements, and analyze the assembly code using the method of integer range constraint. After getting the elementary report on suspicious code where buffer overflows possibly happen, the control flow sensitive analysis using program dependence graph was done to decrease the rate of false positive. A prototype was implemented which demonstrates the feasibility and efficiency of the new approach. 展开更多
关键词 binary code buffer overflow integer range constraint feature abstract graph
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Implementation of a kind of FPGA-based binary phase coded radar signal processor architecture 被引量:1
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作者 田黎育 孙密 万阳良 《Journal of Beijing Institute of Technology》 EI CAS 2012年第4期526-531,共6页
A flexible field programmable gate array based radar signal processor is presented. The radar signal processor mainly consists of five functional modules: radar system timer, binary phase coded pulse compression(PC... A flexible field programmable gate array based radar signal processor is presented. The radar signal processor mainly consists of five functional modules: radar system timer, binary phase coded pulse compression(PC), moving target detection (MTD), constant false alarm rate (CFAR) and target dots processing. Preliminary target dots information is obtained in PC, MTD, and CFAR modules and Nios I! CPU is used for target dots combination and false sidelobe target removing. Sys- tem on programmable chip (SOPC) technique is adopted in the system in which SDRAM is used to cache data. Finally, a FPGA-based binary phase coded radar signal processor is realized and simula- tion result is given. 展开更多
关键词 field programmable gate array(FPGA) radar signal processor system on programma-ble chip (SOPC) binary phase coded
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Research of Methods for Lost Data Reconstruction in Erasure Codes over Binary Fields 被引量:2
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作者 Dan Tang 《Journal of Electronic Science and Technology》 CAS CSCD 2016年第1期43-48,共6页
In the process of encoding and decoding,erasure codes over binary fields,which just need AND operations and XOR operations and therefore have a high computational efficiency,are widely used in various fields of inform... In the process of encoding and decoding,erasure codes over binary fields,which just need AND operations and XOR operations and therefore have a high computational efficiency,are widely used in various fields of information technology.A matrix decoding method is proposed in this paper.The method is a universal data reconstruction scheme for erasure codes over binary fields.Besides a pre-judgment that whether errors can be recovered,the method can rebuild sectors of loss data on a fault-tolerant storage system constructed by erasure codes for disk errors.Data reconstruction process of the new method has simple and clear steps,so it is beneficial for implementation of computer codes.And more,it can be applied to other non-binary fields easily,so it is expected that the method has an extensive application in the future. 展开更多
关键词 binary fields data reconstruction decoding erasure codes
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SIMULATED-ANNEALING-BASED SELECTION OF BINARY CODES
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作者 李炳成 《Journal of Electronics(China)》 1991年第4期317-323,共7页
Binary code signals have been widely used in various radars due to their simpleimplementation,but the selection of the binary codes with high comporession ratio and lowsidelobes is not solved well,because of the diffi... Binary code signals have been widely used in various radars due to their simpleimplementation,but the selection of the binary codes with high comporession ratio and lowsidelobes is not solved well,because of the difficult processing in mathmatics and expensivecalculation cost.In this paper,neural computing is introduced into the field of the selection ofbinary codes and a new method based’on simulated annealing(SA)is proposed.The experimentsshow that the proposed method is able to select the optimal binary codes with much less timecost than the known methods,furhtermore the optimization selection of the binary codes versusthe calculation cost tradeoff is easier. 展开更多
关键词 binary CODES Selecting CODES SIDELOBES SIMULATED annealing(SA)
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THE NEW METHOD OF GENERATION OF BINARY TREES FROM ZER0(0) AND ONE(1) CODES
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作者 蔡恒 《Journal of China Textile University(English Edition)》 EI CAS 1995年第2期94-99,共6页
A binary tree can be represented by a code reflecting the traversal of the corresponding regular binary tree in given monotonic order. A different coding scheme based on the branches of a regular binary tree with n-no... A binary tree can be represented by a code reflecting the traversal of the corresponding regular binary tree in given monotonic order. A different coding scheme based on the branches of a regular binary tree with n-nodes is proposed. It differs from the coding scheme generally used and makes no distinction between internal nodes and terminal nodes. A code of a regular binary tree with nnodes is formed by labeling the left branches by O’s and the right branches by l’s and then traversing these branches in pre-order. Root is always assumed to be on a left branch. 展开更多
关键词 code TRAVERSAL MONOTONIC order binary TREE RECURSION backtrack approach algorithm design.
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Palmprint Recognition Based on Statistical Local Binary Orientation Code
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作者 Mei-Ru Mu Qiu-Qi Ruan 《Journal of Electronic Science and Technology》 CAS 2010年第3期230-236,共7页
A novel coding based method named as local binary orientation code (LBOCode) for palmprint recognition is proposed. The palmprint image is firstly convolved with a bank of Gabor filters, and then the orientation inf... A novel coding based method named as local binary orientation code (LBOCode) for palmprint recognition is proposed. The palmprint image is firstly convolved with a bank of Gabor filters, and then the orientation information is attained with a winner-take-all rule. Subsequently, the resulting orientation mapping array is operated by uniform local binary pattern. Accordingly, LBOCode image is achieved which contains palmprint orientation information in pixel level. Further we divide the LBOCode image into several equal-size and nonoverlapping regions, and extract the statistical code histogram from each region independently, which builds a global description of palmprint in regional level. In matching stage, the matching score between two palmprints is achieved by calculating the two spatial enhanced histograms' dissimilarity, which brings the benefit of computational simplicity. Experimental results demonstrate that the proposed method achieves more promising recognition performance compared with that of several state-of-the-art methods. 展开更多
关键词 Gabor filter local binary pattern orientation code palmprint recognition.
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Multi-Wavelength vs. Binary Code Pattern Unwrapping in Fringe Projection Method 被引量:1
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作者 R. Talebi J. Johnson +1 位作者 A. Abdel-Dayem M. Saadatseresht 《通讯和计算机(中英文版)》 2014年第3期291-304,共14页
关键词 二进制代码 多波长 条纹 投射法 相位展开 码型 固相萃取 不连续性
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Binary Cyclic Codes and Minimal Codewords
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作者 Selda Calkavur 《Computer Technology and Application》 2013年第9期486-489,共4页
Cyclic codes form an important class of codes. They have very interesting algebraic structure. Furthermore, they are equivalent to many important codes, such as binary Hamming codes, Golay codes and BCH codes. Minimal... Cyclic codes form an important class of codes. They have very interesting algebraic structure. Furthermore, they are equivalent to many important codes, such as binary Hamming codes, Golay codes and BCH codes. Minimal codewords in linear codes are widely used in constructing decoding algorithms and studying linear secret sharing scheme. In this paper, we show that in the binary cyclic code all of the codewords are minimal, except 0 and 1. Then, we obtain a result about the number of minimal codewords in the binary cyclic codes. 展开更多
关键词 Linear code cyclic code binary cyclic code generator polynomial minimal codeword secret sharing.
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Face Recognition Algorithm Fusing Monogenic Binary Coding and Collaborative Representation
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作者 FU Yu-xian PENG Liang-yu 《Computer Aided Drafting,Design and Manufacturing》 2015年第2期14-18,共5页
Monogenic binary coding (MBC) have been known to be effective for local feature extraction, while sparse or collaborative representation based classification (CRC) has shown interesting results in robust face reco... Monogenic binary coding (MBC) have been known to be effective for local feature extraction, while sparse or collaborative representation based classification (CRC) has shown interesting results in robust face recognition. In this paper, a novel face recognition algorithm of fusing MBC and CRC named M-CRC is proposed; in which the dimensionality problem is resolved by projection matrix. The proposed algorithm is evaluated on benchmark face databases, including AR, PolyU-NIR and CAS-PEAL. The results indicate a significant increase in the performance when compared with state-of-the-art face recognition methods. 展开更多
关键词 face recognition monogenic binary coding collaborative representation
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A High Spectral Efficient Non-Binary TCM Scheme-Based Novel Decoding Algorithm for 4G Systems
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作者 Riyadh A. Al-Hilali Raad H. Thaher Abdulkareem S. Abdallah 《Communications and Network》 2013年第4期296-304,共9页
This paper deals with the MIMO-OFDM technique that is applied to the fourth generation (4G) of the wireless communication systems, this technique can provide high data rate transmission without increasing transmit pow... This paper deals with the MIMO-OFDM technique that is applied to the fourth generation (4G) of the wireless communication systems, this technique can provide high data rate transmission without increasing transmit power and expanding bandwidth, it can also efficiently use space resources and has a bright future. It presents the channel coding assisted STBC-OFDM systems, and employs the Coded Modulation techniques (CM), since the signal bandwidth available for wireless communications is limited. The proposed system deals with Non-binary error control coding of the TCM-aided STBC-OFDM scheme for transmissions over the Rayleigh channel. A new non-binary decoding method, Yaletharatalhussein decoding algorithm, is designed and implemented for decoding non-binary convolutional codes, which is based on the trellis diagram representing the convolutional encoder. Yaletharatalhussein decoding algorithm outperforms the Viterbi algorithm and other algorithms in its simplicity, very small computational complexity, decoding reliability for high states TCM codes that are suitable for Fourth-Generation (4G), decreasing errors with increasing word length, and easy to implement with real-time applications. The simulation results show that the performance of the non-binary TCM-based Yaletharatalhussein decoding algorithm-assisted STBC-OFDM scheme outperforms the binary and non-binary decoding methods. 展开更多
关键词 Convolutional CODES Trellis Code Modulation(TCM) Non-binary Error Correcting CODES Groups Rings of INTEGERS OFDM MIMO MIMO-OFDM STBC
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Bandwidth optimization of a Planar Inverted-F Antenna using binary and real coded genetic algorithms
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作者 AMEERUDDEN Mohammad Riyad RUGHOOPUTH Harry C S 《重庆邮电大学学报(自然科学版)》 北大核心 2009年第2期276-283,共8页
With the exponential development of mobile communications and the miniaturization of radio frequency transceivers, the need for small and low profile antennas at mobile frequencies is constantly growing. Therefore, ne... With the exponential development of mobile communications and the miniaturization of radio frequency transceivers, the need for small and low profile antennas at mobile frequencies is constantly growing. Therefore, new antennas should be developed to provide larger bandwidth and at the same time small dimensions. Although the gain in bandwidth performances of an antenna are directly related to its dimensions in relation to the wavelength, the aim is to keep the overall size of the antenna constant and from there, find the geometry and structure that give the best performance. The design and bandwidth optimization of a Planar Inverted-F Antenna (PIFA) were introduced in order to achieve a larger bandwidth in the 2 GHz band, using two optimization techniques based upon genetic algorithms (GA), namely the Binary Coded GA (BCGA) and Real-Coded GA (RCGA). During the optimization process, the different PIFA models were evaluated using the finite-difference time domain (FDTD) method-a technique belonging to the general class of differential time domain numerical modeling methods. 展开更多
关键词 实数编码遗传算法 平面倒F天线 带宽优化 二进制编码 有限差分时域 数值模拟方法 天线性能 优化技术
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哈希定位技术前沿进展及发展趋势
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作者 任鹏 刘景宇 张伟波 《实验技术与管理》 北大核心 2025年第6期1-8,共8页
哈希定位是一类新兴的基于哈希算法的视觉定位技术。该技术基于图像视觉特征的二进制哈希码表达,实现景物空间位置的估算,进而达到仅利用视觉信息而不依赖其他信息即可反演得到景物空间位置信息的效果。视觉定位的核心技术为视觉特征匹... 哈希定位是一类新兴的基于哈希算法的视觉定位技术。该技术基于图像视觉特征的二进制哈希码表达,实现景物空间位置的估算,进而达到仅利用视觉信息而不依赖其他信息即可反演得到景物空间位置信息的效果。视觉定位的核心技术为视觉特征匹配,但其在实验中面临特征表达复杂和规模庞大等难题,导致定位效率低等局限。哈希定位技术将图像视觉特征映射为精简的二进制哈希码,通过计算哈希码的汉明距离实现快速匹配,进而达成定位目标,有效克服了视觉定位的低效局限,在快速定位方面取得了突破。该文将综述哈希定位及相关实验技术的前沿进展,探讨哈希定位的发展趋势,以期为哈希定位实验技术的研究和应用提供参考依据。 展开更多
关键词 二进制哈希码 汉明距离 视觉定位
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突发干扰场景下的多元极化码扩频技术研究
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作者 徐荣池 朱敏 白宝明 《西安电子科技大学学报》 北大核心 2025年第2期25-32,共8页
随着无线通信场景中传输数据容量的要求得到进一步提高,大量新兴业务不断涌现,电磁环境变得越来越复杂,无线通信会受到多种干扰因素的影响。越来越多的业务要求在突发干扰场景下,保证信息传输的可靠性,实现可靠通信。为了解决这一问题,... 随着无线通信场景中传输数据容量的要求得到进一步提高,大量新兴业务不断涌现,电磁环境变得越来越复杂,无线通信会受到多种干扰因素的影响。越来越多的业务要求在突发干扰场景下,保证信息传输的可靠性,实现可靠通信。为了解决这一问题,提高通信系统的可靠性,文中面向突发干扰场景展开研究。首先,将干扰环境下的信道建模为基于复合泊松分布的加性高斯白噪声信道和突发删除信道的混合信道;随后,针对该信道,研究了多元极化码及多元极化码的软扩频方案,在此基础上,提出了一种基于欧氏距离的乘性重复扩频序列选择方法。仿真结果表明,在高斯噪声混合突发删除信道下,多元极化码误码率性能和错误平层均优于二元极化码。同时,与其他多元码软扩频方案相比,所提的多元极化码乘性重复扩频方案性能优于哈达码扩频方案和随机乘性重复方案。 展开更多
关键词 突发干扰 极化码 多元码 乘性重复扩频
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