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Automated pavement crack detection based on multiscale fully convolutional network 基于多尺度全卷积网络的路面裂缝自动检测
Pub Date : 2023-10-01 DOI: 10.1049/tje2.12317
Xin Wang, Yueming Wang, Lingjun Yu, Qi Li
Abstract Automatic pavement crack detection is essential for fast and efficient pavement maintenance and health measurement. And crack image data is the basis of crack detection. The existing data collection methods have disadvantages such as high cost, easy loss of frames, blurring, and loss of crack information. Therefore, a new method of data collection using target detection and perspective transformation is introduced. The CRACK2000 dataset with multiple complex backgrounds is constructed by this method. Also, a multiscale fully convolutional network by improving U‐Net, named U‐multiscale dilated network (U‐MDN), is proposed. The network uses U‐Net as the base network and introduces U‐multiscale dilated convolutional module (U‐MDM) after U‐Net downsampling. In addition, the U‐MDM is compared with U‐MCM and MDM, and the result shows that U‐MDM has a better effect. Finally, U‐MDN is compared with U‐Net, CrackSeg, DeeplabV3+, Basnet, and PDDF‐Net on CRACK2000 and other data sets, respectively. The experimental results demonstrate that the U‐MDN is better than other algorithms in terms of precision, recall, F1‐score, and AUC.
摘要路面裂缝自动检测是实现路面快速、高效维修和健康检测的重要手段。而裂纹图像数据是裂纹检测的基础。现有的数据采集方法存在成本高、易丢失帧、模糊和丢失裂纹信息等缺点。为此,提出了一种利用目标检测和视角变换进行数据采集的新方法。利用该方法构建了具有多个复杂背景的CRACK2000数据集。同时,提出了一种改进U - Net的多尺度全卷积网络,称为U -多尺度扩张网络(U - MDN)。该网络使用U - Net作为基础网络,并在U - Net下采样后引入U -多尺度扩展卷积模块(U - MDM)。此外,还将U‐MDM与U‐MCM和MDM进行了比较,结果表明U‐MDM具有更好的效果。最后,将U - MDN分别与CRACK2000和其他数据集上的U - Net、CrackSeg、DeeplabV3+、Basnet和PDDF - Net进行比较。实验结果表明,U - MDN在精度、召回率、F1分数和AUC方面都优于其他算法。
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引用次数: 0
A hybrid non‐linear voltage controller design for DC–DC buck converters 用于DC-DC降压变换器的混合非线性电压控制器设计
Pub Date : 2023-10-01 DOI: 10.1049/tje2.12318
Zubaer Alam, Tushar Kanti Roy, Subarto Kumar Ghosh, Md Apel Mahmud
Abstract This paper presents a hybrid non‐linear voltage controller design approach for DC–DC buck converters where the hybridization is done by combining two non‐linear techniques: backstepping and sliding mode. In the proposed hybrid framework, the backstepping approach ensures the tracking of all states, while the sliding mode scheme with an enhanced reaching law is utilized for the finite‐time convergence of voltage and current in DC–DC buck converters. In this way, the proposed hybrid scheme offers two‐degree freedom instead of one‐degree in existing nonlinear approaches for controlling DC–DC converters, while guaranteeing the time‐time convergence that is not achievable with existing methods in the same application. In this work, the sliding surface is modified to capture changes in the load and supply voltage and the Lyapunov stability theory is used to assess the overall stability of DC–DC buck converters with the proposed controller. Simulation and experimental validations are conducted for evaluating the performance of this hybrid scheme, including a comparative study of an existing sliding mode controller in which the sliding surface is selected as the fast terminal one while avoiding the non‐singularity and incorporating the adaptation law.
摘要本文提出了一种用于DC-DC降压变换器的混合非线性电压控制器设计方法,该方法结合了两种非线性技术:步进和滑模。在混合框架中,反演方法确保了所有状态的跟踪,而具有增强趋近律的滑模方案用于DC-DC降压变换器的电压和电流的有限时间收敛。这样,所提出的混合方案为控制DC-DC转换器提供了两个自由度,而不是现有非线性方法中的一个自由度,同时保证了在相同应用中现有方法无法实现的时间-时间收敛性。在这项工作中,对滑动表面进行修改以捕捉负载和电源电压的变化,并使用李雅普诺夫稳定性理论来评估具有所提出控制器的DC-DC降压变换器的整体稳定性。通过仿真和实验验证了该混合方案的性能,并与现有的滑模控制器进行了比较研究,该控制器在避免非奇异性的同时选择滑动面作为快速终端,并结合自适应律。
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引用次数: 0
A novel fault location strategy based on Bi‐LSTM for MMC‐HVDC systems 基于Bi - LSTM的MMC - HVDC故障定位策略
Pub Date : 2023-10-01 DOI: 10.1049/tje2.12310
Jude Inwumoh, Craig Baguley, Udaya Madawala, Kosala Gunawardane
Abstract The integration of modular multilevel converters (MMCs) with high voltage direct current (HVDC) transmission systems is an efficient method for transporting electricity from distant renewable energy sources to demand centres. However, MMC‐HVDC systems face reliability challenges during DC overcurrent faults, often caused by component failures that can lead to HVDC network shutdowns. Consequently, a reliable fault location approach is crucial for grid protection and restoration, aiding in fault isolation and alternate power flow identification. Conventional fault location methods struggle with manual protective threshold setting, susceptibility to fault resistance and noise, and the need for communication channels, resulting in signal delays. In multi‐terminal HVDC networks, fault location becomes even more complex due to poor selectivity and sensitivity in traditional schemes. This study proposes a robust fault location approach based on bidirectional long short‐term memory (bi‐LSTM). The method offers a simplified decision‐making model with low computational requirements, utilizing fault features from one end of the network, eliminating the need for a communication channel. Remarkably, this approach achieves high fault location accuracy, even with varying fault types, resistances, and noise levels, as demonstrated by an MSE of 0.006 and a percentage error below 1% in simulations conducted using a real‐time simulator with MATLAB/Simulink.
模块化多电平变流器(mmc)与高压直流(HVDC)输电系统的集成是将电力从遥远的可再生能源输送到需求中心的有效方法。然而,MMC - HVDC系统在直流过流故障期间面临可靠性挑战,这些故障通常是由组件故障引起的,可能导致HVDC网络关闭。因此,可靠的故障定位方法对电网保护和恢复至关重要,有助于故障隔离和备用潮流识别。传统的故障定位方法存在手动设置保护阈值、易受故障电阻和噪声影响以及需要通信通道等问题,导致信号延迟。在多端高压直流网络中,由于传统方案的选择性和灵敏度较差,故障定位变得更加复杂。本文提出了一种基于双向长短期记忆(bi - LSTM)的鲁棒故障定位方法。该方法提供了一个简化的决策模型,计算量低,利用网络一端的故障特征,消除了对通信通道的需求。值得注意的是,这种方法即使在不同的故障类型、电阻和噪声水平下也能实现很高的故障定位精度,在使用MATLAB/Simulink实时模拟器进行的仿真中,MSE为0.006,百分比误差低于1%。
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引用次数: 0
Risk‐constrained expansion planning of wind integrated networks using innovative MPEC primal‐dual formulation for directly involving price‐based demand response in MILP problem 利用创新的MPEC原始对偶公式直接涉及基于价格的需求响应的风力综合网络风险约束扩展规划
Pub Date : 2023-10-01 DOI: 10.1049/tje2.12314
Saman Baharvandi, Pouria Maghouli
Abstract Price‐based demand response (PBDR) programs can push consumers to reconsider their electricity demand regarding the electricity price in the market. The load profile of the whole network can be reshaped in response, which can directly affect the network investment decisions. The decision‐maker had to consider this effect in order to reach an optimal plan for the network. Here, a mixed‐integer linear programming (MILP) model considering a price‐based demand response (PBDR) program is developed for transmission expansion planning (TEP) of wind‐integrated networks and the problem is constrained by the conditional value at risk (CVaR) measure to model the risk of planning and investments for both sides. The proposed model is an originally bi‐level problem with different objective functions in both layers. These objectives are as follows, minimizing the total cost of TEP, consumer payments, and wind curtailment in the first layer, and minimizing the network operational costs in the second layer. Then, using an innovative formulation to overcome the non‐linearities, and using KKT conditions of the second layer problem, the problem recast into a single‐layer mixed integer non‐linear program (MINLP) problem which is called a mathematical program with equilibrium constraints (MPEC) with primal‐dual formulation. The proposed model had been applied to IEEE standard 24‐bus RTS and IEEE standard 118‐bus test systems to show its efficiency.
基于价格的需求响应(PBDR)计划可以促使消费者根据市场电价重新考虑他们的电力需求。在此过程中,整个电网的负荷分布将被重塑,从而直接影响到电网的投资决策。决策者必须考虑这种影响,以便为网络制定最佳方案。本文为风电集成网络的输电扩展规划(TEP)开发了一个考虑基于价格的需求响应(PBDR)方案的混合整数线性规划(MILP)模型,该问题受到条件风险值(CVaR)度量的约束,从而为双方的规划和投资风险建模。该模型最初是一个双层次问题,两层目标函数不同。目标如下:第一层实现TEP、消费者支付和弃风总成本的最小化,第二层实现网络运营成本的最小化。然后,利用一种创新的公式来克服非线性,并利用第二层问题的KKT条件,将该问题转化为单层混合整数非线性规划(MINLP)问题,该问题被称为具有原始对偶公式的平衡约束数学规划(MPEC)。将该模型应用于IEEE标准24总线RTS和IEEE标准118总线测试系统,验证了该模型的有效性。
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引用次数: 0
Prospects and setbacks for migrating towards 5G wireless access in developing Bangladesh: A comparative study 发展中孟加拉国向5G无线接入迁移的前景和挫折:一项比较研究
Pub Date : 2023-10-01 DOI: 10.1049/tje2.12319
Pranto Halder, Md. Mehedi Hassan, A. K. Z. Rasel Rahman, Laboni Akter, Abu Shakil Ahmed, Shakir Khan, Sajib Chatterjee, M. Raihan
Abstract As 4G technology served as a foundation, the emergence of 5G is now underway, ushering in a new era of connectivity. With the growing demand for seamless internet experiences, particularly in the face of escalating internet subscribers, the networking domain must evolve. Developing nations strive to align with this dynamic landscape, necessitating an upgrade that integrates internet of things (IoT), natural language processing (NLP), and artificial intelligence (AI) with network infrastructure. By enhancing networking systems with lower latency and improved scalability, 5G addresses congestion issues. This is achieved by coupling mm‐wave technology with the 5G framework through the 3rd Generation Partnership Project, significantly amplifying channel bandwidth. However, the comprehensive analysis underscores challenges in 5G implementation, encompassing aspects like distance, orientation, non‐line‐of‐sight conditions, protocol utilization, and server positioning. Drawing from a dataset provided by the University of Minnesota that illuminates the limitations of 5G implementation in select US cities, this paper extends its focus to densely populated regions in developing countries of the sub‐continent. Employing a machine learning approach, the paper delves into the constraints of 5G deployment in such areas. Ultimately, this research aims to shed light on the intricacies of 5G's implementation challenges, contributing to the discourse on enhancing network infrastructure in the evolving landscape of global connectivity.
以4G技术为基础,5G正在兴起,开启了一个全新的连接时代。随着对无缝互联网体验的需求不断增长,特别是面对不断增长的互联网用户,网络领域必须发展。发展中国家努力适应这一动态格局,需要将物联网(IoT)、自然语言处理(NLP)和人工智能(AI)与网络基础设施相结合的升级。通过提高网络系统的延迟和可扩展性,5G解决了拥塞问题。这是通过第三代合作伙伴项目将毫米波技术与5G框架相结合来实现的,从而显着扩大了信道带宽。然而,综合分析强调了5G实施中的挑战,包括距离、方向、非视线条件、协议利用和服务器定位等方面。根据明尼苏达大学提供的数据集,本文将其重点扩展到次大陆发展中国家的人口稠密地区,该数据集阐明了5G在美国选定城市实施的局限性。本文采用机器学习方法,深入研究了5G在这些地区部署的限制。最终,本研究旨在揭示5G实施挑战的复杂性,为在不断变化的全球连接环境中加强网络基础设施的讨论做出贡献。
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引用次数: 0
Reinforcement learning for the traveling salesman problem: Performance comparison of three algorithms 旅行推销员问题的强化学习:三种算法的性能比较
Pub Date : 2023-09-01 DOI: 10.1049/tje2.12303
Jiaying Wang, Chenglong Xiao, Shanshan Wang, Yaqi Ruan
Travelling salesman problem (TSP) is one of the most famous problems in graph theory, as well as one of the typical nondeterministic polynomial time (NP)‐hard problems in combinatorial optimization. Reinforcement learning (RL) has been widely regarded as an effective tool for solving combinatorial optimization problems. This paper attempts to solve the TSP problem using different reinforcement learning algorithms and evaluated the performance of three RL algorithms (Q‐Learning, SARSA, and Double Q‐Learning) under different reward functions, ε‐greedy decay strategies, and running times. A comprehensive analysis and comparison of the three algorithms mentioned above were conducted in the experiment. First, the experimental results indicate that the Double Q‐Learning algorithm is the best algorithm. Among the eight TSP instances, the Double Q‐Learning algorithm outperforms the other two algorithms in five instances. Additionally, it has shorter runtimes compared to the SARSA algorithm and similar runtimes to the Q‐Learning algorithm across all instances. Second, upon analysing the results, it was found that using the reward strategy contributes to obtaining the best results for all algorithms. Among the 24 combinations of 3 algorithms and 8 instances, 17 combinations achieved the best results when the reward strategy was set to .
旅行商问题(TSP)是图论中最著名的问题之一,也是组合优化中典型的非确定性多项式时间(NP)困难问题之一。强化学习(RL)已被广泛认为是解决组合优化问题的有效工具。本文尝试使用不同的强化学习算法来解决TSP问题,并评估了三种强化学习算法(Q - learning、SARSA和Double Q - learning)在不同奖励函数、ε -贪婪衰减策略和运行时间下的性能。在实验中对上述三种算法进行了全面的分析和比较。首先,实验结果表明双Q - Learning算法是最好的算法。在8个TSP实例中,双Q - Learning算法在5个实例中优于其他两种算法。此外,与SARSA算法相比,它具有更短的运行时间,并且与Q - Learning算法在所有实例中的运行时间相似。其次,通过对结果的分析,发现使用奖励策略有助于获得所有算法的最佳结果。在3种算法和8个实例的24种组合中,当奖励策略设置为时,有17种组合获得了最好的结果。
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引用次数: 0
Research of the single‐rotor UAV gimbal vibration test 单旋翼无人机框架振动试验研究
Pub Date : 2023-09-01 DOI: 10.1049/tje2.12306
Guangchen Xu, Zhenliang Yu, Guangming Liu
An experimental study was conducted to investigate the phenomenon of UAV attitude instability caused by large vibrations affecting single‐rotor UAV airborne equipment. Appropriate measurement points were selected to collect vibration signals from the unmanned aerial platform during takeoff and flight of the drone. The time‐domain response and power spectral density of the unmanned aerial platform were then obtained. Establish a dynamic model of the vibration reduction system for an unmanned aerial platform and design a two‐stage vibration reduction structure for the unmanned aerial platform. Through field flight tests of unmanned aerial vehicles, it has been demonstrated that the maximum time domain response of the platform after vibration reduction is 8.75 g (less than 50 g), and the maximum root mean square value of the power spectral density (PSD) is 1.82 g (less than 3 g). The designed secondary vibration reduction structure can serve as a reference for the design of vibration reduction in unmanned aerial vehicles.
针对单旋翼无人机机载设备大振动引起的姿态不稳定现象进行了实验研究。选择合适的测量点采集无人机起飞和飞行过程中无人机平台的振动信号。得到了无人机平台的时域响应和功率谱密度。建立了无人机平台减振系统的动力学模型,设计了无人机平台两级减振结构。通过无人机现场飞行试验,验证了平台减振后的最大时域响应为8.75 g(小于50 g),功率谱密度(PSD)的最大均方根值为1.82 g(小于3 g)。所设计的二次减振结构可为无人机减振设计提供参考。
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引用次数: 0
Silicone rubber‐nanoceramic composites for 5G antenna substrates 用于5G天线基板的硅橡胶-纳米陶瓷复合材料
Pub Date : 2023-09-01 DOI: 10.1049/tje2.12312
Hasanain B. Altalebi, Alaa A. Atiyah, Saad B. H. Farid
Abstract Here, the eligibility of silicone rubber‐nanoceramic composites as flexible substrates for sub‐6 GHz 5G antennas is investigated. Two different composites are prepared using the solution mixing method, namely mono and hybrid composites. The reflection and transmission coefficient (S‐parameters) of composites are measured using a rectangular waveguide‐based transmission line technique in conjunction with a Vector Network Analyzer (VNA) at C‐band frequencies (4–8 GHz). The Nicolson–Ross–Weir (NRW) algorithm is adopted to extract the complex permittivity and loss tangent of the material under test. Due to the synergetic effect, the silicone rubber hybrid composite (0.12BiVO 4 +0.12LaNbO 4 ) exhibits the advantage of a lowered loss tangent while retaining a good dielectric constant at 5.78 GHz. A rectangular microstrip patch antenna is designed and simulated with CST software using 0.12BVO/0.12LNO/0.76SR composite as a substrate. Moreover, based on the simulation, the antenna with the proposed substrate has acceptable performance at 5.78 GHz with the return loss, directivity, and gain of −25.05 dB, 5.46 dBi and 2.74 dBi, respectively. As a result, the composite material's ability to act as a suitable substrate for a 5 GHz Wi‐Fi antenna is confirmed.
本文研究了硅橡胶纳米陶瓷复合材料作为sub - 6 GHz 5G天线柔性基板的适用性。采用溶液混合的方法制备了两种不同的复合材料,即单一复合材料和混杂复合材料。地理的反射和透射系数参数)的复合材料测量使用基于一个矩形波导传输线技术结合矢量网络分析仪(VNA) C波段频率(4 - 8 GHz)。采用Nicolson-Ross-Weir (NRW)算法提取被测材料的复介电常数和损耗正切。由于协同效应,硅橡胶杂化复合材料(0.12BiVO 4 +0.12LaNbO 4)具有降低正切损耗的优点,同时在5.78 GHz处保持良好的介电常数。采用0.12BVO/0.12LNO/0.76SR复合材料作为衬底,设计了矩形微带贴片天线,并利用CST软件进行了仿真。仿真结果表明,采用该衬底的天线在5.78 GHz时具有良好的性能,回波损耗、方向性和增益分别为- 25.05 dB、5.46 dBi和2.74 dBi。结果表明,该复合材料可以作为5ghz Wi - Fi天线的合适基板。
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引用次数: 0
Investigation of the nonlinearity of PIN diode on frequency reconfigurable patch antenna 频率可重构贴片天线PIN二极管非线性特性研究
Pub Date : 2023-09-01 DOI: 10.1049/tje2.12308
Umar Musa, Shaharil Mohd Shah, Huda A Majid, Ismail Ahmat Mahadi, Kamal A Rahim Mohamad, Muhammad Sani Yahya, Zuhairiah Zainal Abidin
Abstract In this work, the nonlinearity of PIN diode on frequency reconfigurable patch antenna is investigated. To perform frequency reconfiguration, the proposed design makes use of the switching capabilities of a PIN diode. The antenna has a dimension of 41 × 44 mm 2 corresponding to 0.33 λ 0 × 0.35 λ 0 , where λ 0 represents the wavelength in free space at 2.4 GHz fabricated on Rogers Duroid RO3003 TM material. In the OFF state of the PIN diode, a single resonance (ISM 5.8 GHz) is achieved. However, in the ON state of the PIN diode, a dual‐resonance (ISM 5.8 GHz and 2.4 GHz) is achieved. A directional and bidirectional radiation pattern can be observed in the E ‐plane at 5.8 GHz and 2.4 GHz, respectively, and omnidirectional radiation patterns can be viewed in the H ‐plane for both 5.8 GHz and 2.4 GHz. The gain is measured to be 4.84 dBi at 2.4 GHz and 5.87 dBi at 5.8 GHz, with total efficiencies of 91.8% and 92.5% at 5.8 GHz and 2.4 GHz, respectively. Two‐tone nonlinear measurements at 2.4 GHz and 5.8 GHz are used to evaluate the PIN diode. Several third‐order intermodulation distortion products (IMD3) frequencies are observed with input powers between 0 and 20 dBm. The IMD3 at 2.4 GHz is −36.18 dBm, while at 5.8 GHz is −47.19 dBm and the third‐order input intercept point (IIP3) of +66.65 dBm is obtained at 2.4 GHz, while +22.69 dBm at 5.8 GHz. Additionally, at 2.4 GHz, the 1‐dB gain compression (P 1‐dB ) could not be identified, showing that the antenna behaves linearly within the spectrum of input power. Similarly, the P 1‐dB is detected at 14.8 dBm input power at 5.8 GHz. The proposed antenna works in the linear region up to an input power level of 15 dBm, where the received signal strength of the IMD3 is minimal, according to the measurement of the nonlinearity caused by the PIN diode. The nonlinearity results confirm that the active reconfigurable antenna designed and implemented in this work is suitable for use in the 2.4 GHz and 5.8 GHz bands for indoor and short‐range communication applications. Furthermore, the assessment of nonlinearity provides a deeper understanding of and helps mitigate the negative effects of nonlinearity on the proposed antenna. This measurement assists in refining biasing, selecting suitable linearization methods, improving the design, and evaluating performance at the system level. Ultimately, it enhances antenna performance and expands frequency reconfigurability by enabling optimization across multiple aspects.
摘要本文研究了频率可重构贴片天线上PIN二极管的非线性特性。为了执行频率重新配置,所提出的设计利用了PIN二极管的开关能力。天线尺寸为41 × 44 mm 2,对应于0.33 λ 0 × 0.35 λ 0,其中λ 0表示在Rogers Duroid RO3003 TM材料上制作的2.4 GHz自由空间波长。在引脚二极管的OFF状态下,实现了单次谐振(ISM 5.8 GHz)。然而,在PIN二极管的ON状态下,实现了双谐振(ISM 5.8 GHz和2.4 GHz)。在E面可以分别观察到5.8 GHz和2.4 GHz的定向和双向辐射图,在H面可以观察到5.8 GHz和2.4 GHz的全向辐射图。在2.4 GHz和5.8 GHz时的增益分别为4.84 dBi和5.87 dBi,在5.8 GHz和2.4 GHz时的总效率分别为91.8%和92.5%。使用2.4 GHz和5.8 GHz的双音调非线性测量来评估PIN二极管。当输入功率在0到20 dBm之间时,可以观察到几个三阶互调失真积(IMD3)频率。2.4 GHz时IMD3为−36.18 dBm, 5.8 GHz时IMD3为−47.19 dBm, 2.4 GHz时三阶输入截距点(IIP3)为+66.65 dBm, 5.8 GHz时为+22.69 dBm。此外,在2.4 GHz时,无法识别1‐dB增益压缩(P 1‐dB),这表明天线在输入功率的频谱内表现为线性。同样,在5.8 GHz的输入功率为14.8 dBm时检测到p1‐dB。根据PIN二极管引起的非线性测量,所提出的天线工作在输入功率为15 dBm的线性区域,其中IMD3的接收信号强度最小。非线性结果证实,本工作设计和实现的有源可重构天线适用于2.4 GHz和5.8 GHz频段的室内和短距离通信应用。此外,非线性的评估提供了更深入的理解,并有助于减轻非线性对所提出的天线的负面影响。这种测量有助于改善偏置,选择合适的线性化方法,改进设计,并在系统级评估性能。最终,它可以通过多个方面的优化来增强天线性能并扩展频率可重构性。
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引用次数: 0
A weighted local‐spherical grid based lightweight descriptor for 3D point cloud registration 基于加权局部球面网格的三维点云配准轻量级描述符
Pub Date : 2023-09-01 DOI: 10.1049/tje2.12304
Shouquan Che, Cong‐Wang Bao, Jian‐Feng Lu
Establishing effective feature descriptors is a crucial step in 3D point cloud registration task. Existing manual‐based methods are noise‐susceptible and time‐consuming when running on low‐cost edge computing devices. To this end, the authors proposed a Local Reference Frame (LRF) based approach that can quickly and robustly register point clouds by using a novel lightweight local‐spherical grid weighted descriptor (LSGWD). Firstly, the LRF of the proposed algorithm is established by the covariance matrix eigenvector of KeyPoint's spherical support set and the centroid vector's projection on its orthogonal plane. Then the spherical support is grided to 32 bins, and the 4D geometric features of each subset are constructed by the centroid moment and the cosine value of the angles between the centroid vector and axes of LRF. Secondly, to restrain the insufficient discriminative information presented in the purely geometric features, the Gaussian projection and gradient mapping are proposed to calculate the smooth density and the correlation of structural characteristics, which are obtained as the distribution information of each bin to weigh the feature representation. Finally, the 32 × 4‐dimensional KeyPoint descriptor is obtained and used in the 3D point cloud registration framework. Experiments are carried out on three test datasets and real scene data. Compared to previous baselines, our descriptor achieves the state‐of‐the‐art performance in terms of efficiency and accuracy owing to its compact structure and noise robustness. The proposed method enhances the recognition and registration performance of 3D point cloud matching in low‐cost edge computing applications.
建立有效的特征描述符是三维点云配准的关键步骤。在低成本的边缘计算设备上运行时,现有的基于人工的方法容易受到噪声的影响,而且耗时。为此,作者提出了一种基于局部参考框架(LRF)的方法,该方法通过使用一种新颖的轻量级局部球面网格加权描述子(LSGWD)来快速鲁棒地配准点云。首先,利用KeyPoint的球面支持集的协方差矩阵特征向量及其质心向量在其正交平面上的投影建立算法的LRF;然后将球面支撑网格划分为32个bins,利用质心矩和质心矢量与LRF轴线夹角的余弦值构建每个子集的4D几何特征。其次,为了抑制纯几何特征中存在的判别信息不足,提出了高斯投影和梯度映射来计算结构特征的平滑密度和相关性,并将其作为每个bin的分布信息来加权特征表示。最后,获得了32 × 4维KeyPoint描述符,并将其用于三维点云配准框架。在三个测试数据集和真实场景数据上进行了实验。与以前的基线相比,我们的描述符由于其紧凑的结构和噪声鲁棒性,在效率和准确性方面达到了最先进的性能。该方法提高了低成本边缘计算应用中三维点云匹配的识别和配准性能。
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引用次数: 0
期刊
The Journal of Engineering
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