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Parameterization of the sea spray generation function with whitecap coverage 被引量:1
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作者 Jian Shi Wenjing Zhang +2 位作者 Xueyan Zhang Jingdong Liu Zhenyu Liu 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2020年第8期24-33,共10页
Sea spray droplets are produced by waves breaking on the sea surface, and they vary the transfer of energy between the atmosphere and ocean. The sea spray generation function(SSGF) is generally considered as a functio... Sea spray droplets are produced by waves breaking on the sea surface, and they vary the transfer of energy between the atmosphere and ocean. The sea spray generation function(SSGF) is generally considered as a function of the initial radius of the spray droplets and the wind speed. However, ocean waves always exist at the air-sea interface, so it is not reasonable to consider only the effect of sea surface winds while ignoring the effects of ocean waves. Whitecap coverage is an important characteristic parameter of breaking waves, and researchers believe that this parameter is related to both wave state and wind speed. In this paper, the SSGF is parameterized by the whitecap coverage, and a new SSGF describing different droplet radii is organically integrated based on the whitecap coverage parameter. Then, with the relationship between the whitecap coverage and wave state, the influence of ocean waves on the SSGF for different wave states was analyzed by using observational data in the laboratory. The results show that the new SSGF that considers wave effects can reasonably describe the droplet generation process under different wave state conditions. 展开更多
关键词 sea spray generation function whitecap coverage wave state
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Understanding the C-C coupling mechanism in electrochemical CO reduction at low CO coverage:Dynamic change in site preference matters
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作者 Zhe Chen Tao Wang 《Chinese Journal of Catalysis》 2025年第2期193-202,共10页
A thoroughly mechanistic understanding of the electrochemical CO reduction reaction(eCORR)at the interface is significant for guiding the design of high-performance electrocatalysts.However,unintentionally ignored fac... A thoroughly mechanistic understanding of the electrochemical CO reduction reaction(eCORR)at the interface is significant for guiding the design of high-performance electrocatalysts.However,unintentionally ignored factors or unreasonable settings during mechanism simulations will result in false positive results between theory and experiment.Herein,we computationally identified the dynamic site preference change of CO adsorption with potentials on Cu(100),which was a previously unnoticed factor but significant to potential-dependent mechanistic studies.Combined with the different lateral interactions among adsorbates,we proposed a new C–C coupling mechanism on Cu(100),better explaining the product distribution at different potentials in experimental eCORR.At low potentials(from–0.4 to–0.6 V_(RHE)),the CO forms dominant adsorption on the bridge site,which couples with another attractively aggregated CO to form a C–C bond.At medium potentials(from–0.6 to–0.8 VRHE),the hollow-bound CO becomes dominant but tends to isolate with another adsorbate due to the repulsion,thereby blocking the coupling process.At high potentials(above–0.8 VRHE),the CHO intermediate is produced from the electroreduction of hollow-CO and favors the attraction with another bridge-CO to trigger C–C coupling,making CHO the major common intermediate for C–C bond formation and methane production.We anticipate that our computationally identified dynamic change in site preference of adsorbates with potentials will bring new opportunities for a better understanding of the potential-dependent electrochemical processes. 展开更多
关键词 Electrochemical CO reduction reaction Lowco coverage Dynamic site-preference Potential-dependent C-C coupling Constant-potential density functional theory
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Influence of groundwater level change on vegetation coverage and their spatial variation in arid regions 被引量:6
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作者 苏里坦 宋郁东 玛丽娜 《Journal of Geographical Sciences》 SCIE CSCD 2004年第3期323-329,共7页
Sampling and testing are conducted on groundwater depth and vegetation coverage in the 670 km2 of the Sangong River Basin and semi-variance function analysis is made afterwards on the data obtained by the application ... Sampling and testing are conducted on groundwater depth and vegetation coverage in the 670 km2 of the Sangong River Basin and semi-variance function analysis is made afterwards on the data obtained by the application of geo-statistics. Results showed that the variance curve of the groundwater depth and vegetation coverage displays an exponential model. Analysis of sampling data in 2003 indicates that the groundwater depth and vegetation coverage change similarly in space in this area. The Sangong River Basin is composed of upper oasis, middle ecotone and lower sand dune. In oasis and ecotone, influenced by irrigation of the adjoining oasis, groundwater level has been raised and soil water content also increased compared with sand dune nearby, vegetation developed well. But in the lower reaches of the Sangong River Basin, because of descending of groundwater level, soil water content decreased and vegetation degenerated. From oasis to abandoned land and desert grassland, vegetation coverage and groundwater level changed greatly with significant difference respectively in spatial variation. Distinct but similar spatial variability exists among the groundwater depth and vegetation coverage in the study area, namely, the vegetation coverage decreasing (increasing) as the groundwater depth increases (decreases). This illustrates the great dependence of vegetation coverage on groundwater depth in arid regions and further implies that among the great number of factors affecting vegetation coverage in arid regions, groundwater depth turns out to be the most determinant one. 展开更多
关键词 geo-statistics groundwater level groundwater depth arid regions vegetation coverage semi-variance function spatial variation KRIGING
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Coverage-optimization based guidance of mobile agents for improved control of distributed parameter systems
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作者 ZHUANG Bo CUI Baotong +1 位作者 WU Wei JIANG Zhengxian 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第3期601-612,共12页
The control problem of a class of parabolic distributed parameter systems (DPSs) is investigated by using mobile agents with capabilities of sensing and actuating. The guidance strategies of mobile agents based on cov... The control problem of a class of parabolic distributed parameter systems (DPSs) is investigated by using mobile agents with capabilities of sensing and actuating. The guidance strategies of mobile agents based on coverage optimization methods are proposed to improve the control performance of the system and make the state norm of the system converge to zero faster. The coverage optimization problems are constructed based on the measurement of each agent. By solving the coverage optimization problems, the local optimal moving direction of each agent can be obtained. Then the gradient-based agent motion control laws are established. With the indicator function and the surface delta function, this method is generalized to n-dimensional space, and suitable for any sensing region with piecewise smooth boundaries. The stability and control performance of the system are analyzed. Numerical simulations show the effectiveness of the proposed methods. 展开更多
关键词 distributed parameter systems (DPSs) mobile AGENTS coverage OPTIMIZATION INDICATOR function
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Estimation of Copper, Silver and Gold Coverages on the Iridium Field Emitter Tip Surface
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作者 Khalil Ismaiel Hashim 《World Journal of Engineering and Technology》 2018年第3期556-566,共11页
The work described in this paper is a study of the estimation of copper, silver and gold coverages on the iridium field emitter tip surface. The study has been carried out by using a simple field emission microscope d... The work described in this paper is a study of the estimation of copper, silver and gold coverages on the iridium field emitter tip surface. The study has been carried out by using a simple field emission microscope designed especially for the purpose of the adsorbate coverage calibration. It was equipped with an iridium field emitter tip. On one side of the microscope was the vapor source 12.5 cm from the tip, and on the other side 16.2 cm from the source was a quartz crystal oscillator. The crystal leads were spot welded to a two-pin tungsten-glass press-seal. In front of the crystal, a nickel shield was mounted in which there was a circular hole of an area of 0.0804 cm2, slightly smaller than the surface of the crystal, to prevent shorting of the conducting ends of the crystal which would be brought about by the condensed metal. The sensing crystal inside the microscope was driven by a small circuit placed just outside the microscope. The driving circuit was in turn connected to another circuit which comprised a frequency comparator unit which could read the frequency of the quartz crystal oscillator before and after the deposition of the adsorbate and gave a direct digital reading of ?(f is the resonance frequency of the crystal before the deposition of the adsorbate and Δf is the difference in the frequency of the oscillator after and before the deposition of the adsorbate on the crystal). The mass added to either side of the crystal alters its resonant frequency. The frequency shift obtained for a certain thickness of the deposited film depends on the density of the deposited film [1] [2]. 展开更多
关键词 Field Emission MICROSCOPE Electron Work function ADSORBATE coverage Calibration A Quartz Crystal Oscillator Resonant FREQUENCY Fundamental FREQUENCY A FREQUENCY COMPARATOR Unit Deposition MONOLAYER
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A Sensor Network Coverage Planning Based on Adjusted Single Candidate Optimizer
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作者 Trong-The Nguyen Thi-Kien Dao Trinh-Dong Nguyen 《Intelligent Automation & Soft Computing》 SCIE 2023年第9期3213-3234,共22页
Wireless sensor networks(WSNs)are widely used for various practical applications due to their simplicity and versatility.The quality of service in WSNs is greatly influenced by the coverage,which directly affects the ... Wireless sensor networks(WSNs)are widely used for various practical applications due to their simplicity and versatility.The quality of service in WSNs is greatly influenced by the coverage,which directly affects the monitoring capacity of the target region.However,low WSN coverage and uneven distribution of nodes in random deployments pose significant challenges.This study proposes an optimal node planning strategy for net-work coverage based on an adjusted single candidate optimizer(ASCO)to address these issues.The single candidate optimizer(SCO)is a metaheuristic algorithm with stable implementation procedures.However,it has limitations in avoiding local optimum traps in complex node coverage optimization scenarios.The ASCO overcomes these limitations by incorporating reverse learning and multi-direction strategies,resulting in updated equations.The performance of the ASCO algorithm is compared with other algorithms in the literature for optimal WSN node coverage.The results demonstrate that the ASCO algorithm offers efficient performance,rapid convergence,and expanded coverage capabilities.Notably,the ASCO achieves an archival coverage rate of 88%,while other approaches achieve coverage rates below or equal to 85%under the same conditions. 展开更多
关键词 Wireless sensor network coverage and connection adapted single candidate optimizer objective function optimization
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Hybrid Power Bank Deployment Model for Energy Supply Coverage Optimization in Industrial Wireless Sensor Network
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作者 Hang Yang Xunbo Li Witold Pedrycz 《Intelligent Automation & Soft Computing》 SCIE 2023年第8期1531-1551,共21页
Energy supply is one of the most critical challenges of wireless sensor networks(WSNs)and industrial wireless sensor networks(IWSNs).While research on coverage optimization problem(COP)centers on the network’s monito... Energy supply is one of the most critical challenges of wireless sensor networks(WSNs)and industrial wireless sensor networks(IWSNs).While research on coverage optimization problem(COP)centers on the network’s monitoring coverage,this research focuses on the power banks’energy supply coverage.The study of 2-D and 3-D spaces is typical in IWSN,with the realistic environment being more complex with obstacles(i.e.,machines).A 3-D surface is the field of interest(FOI)in this work with the established hybrid power bank deployment model for the energy supply COP optimization of IWSN.The hybrid power bank deployment model is highly adaptive and flexible for new or existing plants already using the IWSN system.The model improves the power supply to a more considerable extent with the least number of power bank deployments.The main innovation in this work is the utilization of a more practical surface model with obstacles and training while improving the convergence speed and quality of the heuristic algorithm.An overall probabilistic coverage rate analysis of every point on the FOI is provided,not limiting the scope to target points or areas.Bresenham’s algorithm is extended from 2-D to 3-D surface to enhance the probabilistic covering model for coverage measurement.A dynamic search strategy(DSS)is proposed to modify the artificial bee colony(ABC)and balance the exploration and exploitation ability for better convergence toward eliminating NP-hard deployment problems.Further,the cellular automata(CA)is utilized to enhance the convergence speed.The case study based on two typical FOI in the IWSN shows that the CA scheme effectively speeds up the optimization process.Comparative experiments are conducted on four benchmark functions to validate the effectiveness of the proposed method.The experimental results show that the proposed algorithm outperforms the ABC and gbest-guided ABC(GABC)algorithms.The results show that the proposed energy coverage optimization method based on the hybrid power bank deployment model generates more accurate results than the results obtained by similar algorithms(i.e.,ABC,GABC).The proposed model is,therefore,effective and efficient for optimization in the IWSN. 展开更多
关键词 Industrial wireless sensor network hybrid power bank deployment model:energy supply coverage optimization artificial bee colony algorithm radio frequency numerical function optimization
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Analyzing point liquid loading effects on transversely isotropic poroelastic media using Green's function
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作者 Muzammal Hameed Tariq Yue-Ting Zhou 《Communications in Theoretical Physics》 2025年第8期1-10,共10页
Understanding the effects of point liquid loading on transversely isotropic poroelastic media is crucial for advancing geomechanics and biomechanics, where precise modeling of fluid-structure interactions is essential... Understanding the effects of point liquid loading on transversely isotropic poroelastic media is crucial for advancing geomechanics and biomechanics, where precise modeling of fluid-structure interactions is essential. This paper presents a comprehensive analysis of infinite transversely isotropic poroelasticity under a fluid source, based on Biot's theory, aiming to uncover new and previously unexplored insights in the literature. We begin our study by deriving a general solution for fluid-saturated, transversely isotropic poroelastic materials in terms of harmonic functions that satisfy sixth-order homogeneous partial differential equations, using potential theory and Almansi's theorem. Based on these general solutions and potential functions, we construct a Green's function for a point fluid source, introducing three new harmonic functions with undetermined constants. These constants are determined by enforcing continuity and equilibrium conditions. Substituting these into the general solution yields fundamental solutions for poroelasticity that provide crucial support for a wide range of project problems. Numerical results and comparisons with existing literature are provided to illustrate physical mechanisms through contour plots. Our observations reveal that all components tend to zero in the far field and become singular at the concentrated source. Additionally, the contours exhibit rapid changes near the point fluid source but display gradual variations at a distance from it. These findings highlight the intricate behavior of the system under point liquid loading, offering valuable insights for further research and practical applications. 展开更多
关键词 poroelasticity one-point loading Green’s functions transversely isotropic materials potential theory method
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Multi-dimensional ambiguity function for subarray-based space-time coding radar
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作者 LAN Lan LIAO Guisheng +1 位作者 XU Jingwei WANG Hanbing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第5期886-896,共11页
Space-time coding radar has been recently proposed and investigated.It is a radar framework which can perform transmit beamforming at the receiver.However,the range resolution decreases when the number of the transmit... Space-time coding radar has been recently proposed and investigated.It is a radar framework which can perform transmit beamforming at the receiver.However,the range resolution decreases when the number of the transmit element increases.A subarray-based space-time coding(sub-STC)radar is explored to alleviate the range resolution reduction.For the proposed radar configuration,an identical waveform is transmitted and it introduces a small time offset in different subarrays.The multidimensional ambiguity function of sub-STC radar is defined by considering resolutions in multiple domains including the range,Doppler,angle and probing direction.Analyses on properties of the multi-dimensional ambiguity function of the sub-STC radar with regard to the spatial coverage,resolution performance and low sidelobes are also given.Results reveal that the range resolution and low sidelobes performance are improved with the proposed approach. 展开更多
关键词 SPACE-TIME coding RADAR MULTI-DIMENSIONAL AMBIGUITY function range resolution wide spatial coverage SUBARRAY SIDELOBE
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WORK FUNCTION AND ELECTRONIC STRUCTURE OF Co OVERLAYERS ON THE ION SPUTTERED BASAL FACE OF MoS_(2) SINGLE CRYSTAL
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作者 HU Yongjun LIN Zhangda +1 位作者 XIE Kan WU Naijuan 《Chinese Physics Letters》 SCIE CAS 1988年第4期169-172,共4页
Work function and photoemission spectroscopy have been applied to the study of the interaction of Co overlayers with the ion sputtered basal face of MoS_(2)(0001).The experimental results show that upon Co deposition ... Work function and photoemission spectroscopy have been applied to the study of the interaction of Co overlayers with the ion sputtered basal face of MoS_(2)(0001).The experimental results show that upon Co deposition the work function of the MoS_(2)substrate drops rapidly and reaches a minimum value of-0.65eV forΔФ,and then increases to the metal Co work function at coverages greater than a monolayer.The Fermi level pinning at 2.2eV above the Mo 4dz2 peak has been found at a low submonolayer coverage. 展开更多
关键词 function MOS coverage
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改进元胞自动机的无线传感器网络协同覆盖 被引量:2
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作者 滕志军 刘佳林 +1 位作者 付雨珊 皇甫泽南 《传感器与微系统》 北大核心 2025年第4期114-118,共5页
针对传统群智能覆盖优化算法在寻优过程中,节点移动距离过大,不能控制小区域的K重覆盖等问题。将元胞自动机模型融入无线传感器网络(WSNs)部署中,通过节点感知周围邻居的覆盖情况并结合可变搜索邻居,可提升覆盖率至100%。利用概率重构函... 针对传统群智能覆盖优化算法在寻优过程中,节点移动距离过大,不能控制小区域的K重覆盖等问题。将元胞自动机模型融入无线传感器网络(WSNs)部署中,通过节点感知周围邻居的覆盖情况并结合可变搜索邻居,可提升覆盖率至100%。利用概率重构函数,可实现精准控制各个元胞子空间的K重覆盖。将系统状态作为目标函数,建立节点与邻居节点协同机制,大大降低节点的移动距离。利用能量均衡机制,均衡各个节点能量,避免最低能量节点限制整个网络的生命周期。仿真实验结果表明:在三种抛洒场景下覆盖率都能达到100%,节点移动距离大大降低,能量分布也比较均匀。 展开更多
关键词 无线传感器网络 元胞自动机 K重覆盖 概率重构函数 群智能
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基于UVM的片上网络验证平台设计 被引量:1
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作者 王鑫 张畅 《计算机测量与控制》 2025年第3期323-329,共7页
片上网络是面向多核片上系统的主要技术组成部分,网络上的通信情景复杂多变,而传统的验证平台存在输入定向,验证层次不规范,验证的覆盖率不足等问题,难以应付此类要求较高的功能验证场景;为解决此问题,构建了一个基于通用验证方法学的... 片上网络是面向多核片上系统的主要技术组成部分,网络上的通信情景复杂多变,而传统的验证平台存在输入定向,验证层次不规范,验证的覆盖率不足等问题,难以应付此类要求较高的功能验证场景;为解决此问题,构建了一个基于通用验证方法学的验证平台,并设计验证方案,采用约束随机测试为主,辅以定向测试的方式进行验证;此方法既可以保证输入的正确性,又可以提高验证效率;该平台不仅规范了验证流程,还实现了输出结果的自动比对,使验证流程更加自动化;此外,根据设计的功能需求,编写了覆盖组和交叉覆盖组来进行覆盖率的收集,以便量化验证进度;经过仿真后功能覆盖率达到100%,代码覆盖率达到87.62%,符合实验预期。 展开更多
关键词 片上网络 功能验证 通用验证方法学 覆盖率 随机测试
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植被覆盖对陕北黄土高原土地利用功能的约束效应
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作者 员学锋 陈蓓 +2 位作者 杨悦 赵雨 安健吉 《水土保持研究》 北大核心 2025年第5期288-297,共10页
[目的]明确植被覆盖与土地利用功能的相关关系和阈值效应,为促进区域土地资源合理配置、国土空间格局优化、生态修复政策调整提供科学依据。[方法]采用归一化植被指数表征植被覆盖强度,量化土地利用的生产、生活和生态功能,借助斯皮尔... [目的]明确植被覆盖与土地利用功能的相关关系和阈值效应,为促进区域土地资源合理配置、国土空间格局优化、生态修复政策调整提供科学依据。[方法]采用归一化植被指数表征植被覆盖强度,量化土地利用的生产、生活和生态功能,借助斯皮尔曼秩相关系数和约束线法分析植被覆盖对土地利用功能的影响方式及影响阈值。[结果] 2000—2020年归一化植被指数呈波动式上升态势,93.29%的区域植被覆盖明显改善,退化区域不足1%;不同土地利用功能空间分异特征明显,生产功能呈现北高南低的空间格局,生活功能主要分布在各区县的中心城区,生态功能表现为南高北低的特征,3种土地利用功能均值变化情况分别为-24.19%,74.70%和25.96%;植被覆盖对生产功能的约束作用无明显阈值,对生活功能和生态功能存在明显阈值,且研究期间阈值逐渐增加至0.415,0.603。[结论]陕北黄土高原应注重生产、生活、生态三者间的均衡发展,适度规模推进生态工程建设,结合各县域土地资源特点调整生态恢复管理政策。 展开更多
关键词 植被覆盖 土地利用功能 约束线 陕北黄土高原
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极薄镀锌板冷连轧流程板形控制实践
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作者 李靖 齐海峰 +1 位作者 史虎 马进峰 《金属制品》 2025年第1期61-63,共3页
从生产实践角度分析了极薄镀锌板板形缺陷的产生原因,结果表明带钢边部覆盖函数直接影响板形。从冷硬带钢板形、光整机板形和拉矫机板形3个方面采取控制措施。对板形控制程序进行解析,将冷硬带钢边部覆盖率降至50.0%。根据经验设定光整... 从生产实践角度分析了极薄镀锌板板形缺陷的产生原因,结果表明带钢边部覆盖函数直接影响板形。从冷硬带钢板形、光整机板形和拉矫机板形3个方面采取控制措施。对板形控制程序进行解析,将冷硬带钢边部覆盖率降至50.0%。根据经验设定光整机前后带钢张力和轧制力等参数,镀锌生产线拉矫机延伸率设定为恒定值控制,适当增加拉矫机延伸率,将拉矫机延伸率增加0.1%,调整带钢边部覆盖函数可以对带钢板形控制起到积极作用,镀锌生产线光整机和拉矫机的协同作用也可有效改善带钢板形。 展开更多
关键词 镀锌板 冷连轧 板形仪 光整机 延伸率 覆盖函数
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异常事件下工业园区边缘节点集群自组织感知—控制功能迁移方法
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作者 刘艳丽 黄健 +1 位作者 屈乐岩 郭瑜 《高压电器》 北大核心 2025年第5期129-140,158,共13页
随着工业环境的快速发展,边缘计算在工业园区智能化中扮演着至关重要的角色。文中研究了边缘节点集群在异常事件下的自组织感知—控制功能迁移方法,旨在提高工业园区的韧性和可靠性。首先,文中对异常场景进行了建模,模拟自然灾害和一般... 随着工业环境的快速发展,边缘计算在工业园区智能化中扮演着至关重要的角色。文中研究了边缘节点集群在异常事件下的自组织感知—控制功能迁移方法,旨在提高工业园区的韧性和可靠性。首先,文中对异常场景进行了建模,模拟自然灾害和一般故障异常事件对智慧单元的影响。然后,将传统最大覆盖问题转化为感知体系最大范围覆盖问题,并开发了相应的算法和策略。在此基础上,设计了感知—控制功能迁移算法,并提出了韧性提升的多阶段优化方法。通过算例分析,验证了所提方法能够在异常事件下快速响应并重新组织边缘节点集群的感知和控制功能,有效提升了工业园区感知体系的可观可控范围。文中对于保障工业园区的生产安全、提高生产效率和降低运营成本具有重要的实际意义和理论价值。 展开更多
关键词 边缘计算 自组织网络 感知—控制功能迁移 异常事件 工业园区韧性 最大覆盖问题 多阶段优化 资源分配
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基于人工鱼群算法的网络覆盖优化方法研究
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作者 汤隆 《自动化仪表》 2025年第4期97-100,106,共5页
无线传感网络随机部署移动节点时存在分布不均匀的问题,降低了网络带宽容量和网络覆盖率。为解决上述问题,基于人工鱼群算法的创新点,设计了网络覆盖优化方法。首先,分类处理不同角度的信号,设置多个基站,利用传感器的覆盖能力接收信号... 无线传感网络随机部署移动节点时存在分布不均匀的问题,降低了网络带宽容量和网络覆盖率。为解决上述问题,基于人工鱼群算法的创新点,设计了网络覆盖优化方法。首先,分类处理不同角度的信号,设置多个基站,利用传感器的覆盖能力接收信号,并确定目标函数。然后,将设置的目标函数作为训练目标,对人工鱼群算法进行预训练,并建立网络覆盖模型。最后,确定人工鱼群算法优化后的节点检测范围,以实现网络覆盖优化。试验结果表明,所提方法随着迭代次数和感知半径的增加,覆盖率逐渐稳定。所提方法能够提高网络覆盖率,并在短时间内找到最优解,从而满足设计需求。 展开更多
关键词 人工鱼群算法 无线传感网络 网络覆盖 目标函数 节点信号
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基于机器学习的功能覆盖点均衡分布算法
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作者 刘光宇 林子明 +2 位作者 倪园慧 李志强 梁利平 《湖南大学学报(自然科学版)》 北大核心 2025年第12期189-196,共8页
覆盖率是检验芯片验证完备性的重要指标,尤其是功能覆盖率,可衡量设计的功能特性是否被充分验证.目前对于功能覆盖率的收集,通用做法是在覆盖组中设定功能点,将测试场景依据复杂度划分为特定数量的仓,再运行仿真确定各个仓是否被击中.... 覆盖率是检验芯片验证完备性的重要指标,尤其是功能覆盖率,可衡量设计的功能特性是否被充分验证.目前对于功能覆盖率的收集,通用做法是在覆盖组中设定功能点,将测试场景依据复杂度划分为特定数量的仓,再运行仿真确定各个仓是否被击中.其实现相对简单,但由于各种因素的存在,一个功能点中各个仓的命中情况往往分布极不平衡,导致对一些场景的覆盖不够充分.针对该问题,提出了一种基于机器学习算法实现覆盖率均衡分布的验证方法,通过对神经网络进行训练,可对各种激励向量进行精确预测.该方法针对较小及较大数目覆盖仓,分别设计了反向网络预测及正向网络实时拟合的方法,可方便实现各个仓位的均衡命中.实验结果表明,与随机测试覆盖点命中次数极大值与极小值差异在数个量级的情况相比,小点数仓位可基本实现平均分布,大点数仓位可将极值比缩小在1.5倍以内,从而显著减少部分情况的验证风险. 展开更多
关键词 功能覆盖率 均衡分布 神经网络 拟合
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基于机器学习的功能覆盖率预测算法
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作者 刘光宇 王艺洋 +2 位作者 林子明 李志强 梁利平 《湖南大学学报(自然科学版)》 北大核心 2025年第8期122-129,共8页
芯片规模的扩大及功能的不断加强,使得芯片验证难度呈几何级数递增.对于多组合激励的功能覆盖情况,传统通用做法是依照其不同使用场景,以分片或切片形式进行统计.此类方法操作简单,但难以在随机测试下对各个配置的组合情况进行完整覆盖... 芯片规模的扩大及功能的不断加强,使得芯片验证难度呈几何级数递增.对于多组合激励的功能覆盖情况,传统通用做法是依照其不同使用场景,以分片或切片形式进行统计.此类方法操作简单,但难以在随机测试下对各个配置的组合情况进行完整覆盖分析.针对该问题,提出了一种基于机器学习算法进行覆盖率快速收敛且通用性强的验证方法.该方法将各个配置激励按权重进行分解处理,对功能覆盖中的关键交叉仓进行观测,利用功能点分析不消耗仿真时间的特性,对数据集进行收集并训练,通过实际测试调整,实现了一种改进型的网络结构,可对各种激励组合情况进行覆盖率预测,并可挑选指定覆盖阈值的激励输入.仿真结果表明,与随机情况相比,该方法可显著降低仿真时间,并有效减少仿真资源占用;与其他网络结构相比,该网络收敛更为迅速,并可达到更高的预测精度. 展开更多
关键词 神经网络 功能覆盖率 随机测试 训练损失
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R-DSP中BSU运算部件的UVM验证 被引量:1
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作者 郭双喜 谭勋琼 白创 《电子科技》 2025年第5期15-21,共7页
R-DSP(Radar Digital Signal Processor)芯片中BSU(Branch Shift Unit)运算部件具有较大的设计规模和复杂度,传统Verilog验证平台难以满足其验证需求问题。针对该问题,文中采用UVM(Universal Verification Methodology)方法对BSU运算部... R-DSP(Radar Digital Signal Processor)芯片中BSU(Branch Shift Unit)运算部件具有较大的设计规模和复杂度,传统Verilog验证平台难以满足其验证需求问题。针对该问题,文中采用UVM(Universal Verification Methodology)方法对BSU运算部件进行功能验证。搭建基于SystemVerilog语言实现的UVM验证平台,使用定向测试和带约束的随机测试进行验证,并采用覆盖率驱动的方法指导测试用例的生成,以充分覆盖BSU运算部件的各个功能和代码路径。经过多轮测试激励验证,代码覆盖率接近100%,完成了对BSU运算部件的功能验证。所提方法为R-DSP芯片中的ALU(Arithmetic Logic Unit)、AGU(Address Generation Unit)、MU(Multiplication Unit)等运算部件的验证工作提供了参考和借鉴。 展开更多
关键词 BSU运算部件 功能验证 UVM方法 SystemVerilog语言 定向测试 约束随机测试 覆盖率驱动 代码覆盖率
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未知环境应用OSPGB的清洁机器人全覆盖路径规划
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作者 张方方 蔡一飞 +2 位作者 辛健斌 彭金柱 刘艳红 《计算机工程与应用》 北大核心 2025年第20期105-113,共9页
针对多机器人在未知环境下执行清洁任务路径重复率高以及转弯次数多的问题,提出了一种障碍物与起始点引导并融合回溯机制(OSPGB)的全覆盖算法,算法中添加了局部栅格活性值(LRA)函数辅助决策,应用于清洁机器人路径规划中。利用栅格地图... 针对多机器人在未知环境下执行清洁任务路径重复率高以及转弯次数多的问题,提出了一种障碍物与起始点引导并融合回溯机制(OSPGB)的全覆盖算法,算法中添加了局部栅格活性值(LRA)函数辅助决策,应用于清洁机器人路径规划中。利用栅格地图表示需要清洁的区域,并通过障碍物与起始点的引导对工作环境进行覆盖,在算法中添加了回溯机制,用于帮助机器人脱离“死区”,同时避免机器人之间回溯区域冲突以及较长回溯路径的出现。引入LRA函数进行优化,减少机器人的转弯次数和路径覆盖的长度。在不同环境下进行仿真实验,得到的路径长度与生物激励神经网络算法(BINN)和牛耕式A*算法(BA*)相比分别减少了17.9%、17.6%,转弯次数与BA*算法和分散捕食者猎物模型算法(R-DPPCPP)相比分别减少了18.0%、34.7%,验证了所提算法在清洁机器人全覆盖路径规划中的有效性。 展开更多
关键词 多机器人 未知环境 全覆盖算法 回溯机制 活性值函数 路径规划
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