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2020 12th International Conference on Electrical Engineering (ICEENG)最新文献

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Calibration and Compensation of Scale Factor Non-linearity and Non-Orthogonality Errors for Dynamically Tuned Gyroscope (DTG) 动态调谐陀螺仪(DTG)尺度因子非线性和非正交误差的标定与补偿
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171734
Salem Abd El-Hakem Hegazy, AbdelMageed Mahmoud, A. Kamel, I. Arafa, Y. Elhalwagy
Inertial navigation system (INS) is utilized in several applications such as missile guidance, space navigation, and marine navigation. An efficient calibration method for improving the inertial navigation system accuracy is presented. As the vital error sources in the inertial navigation system are associated with the deterministic errors of the inertial measurement unit (IMU), the proposed technique precisely determines the calibration parameters to reduce these errors, especially the gyro’s scale factor, and non-orthogonality error. In recently proposed calibration methods, the scale factor is determined by the output/input relationship linear fitting. Although the determined scale factor meets the requirement of various navigation systems to some extent it doesn’t fit the high accurate ones, such as guided missiles and marines. That’s because the gyro damping effect is changed with different input angular rates which causes the gyro scale factor varying. The presented calibration method tackles this phenomenon by assigning different weights to each input rate through a weighted linear regression fit. Moreover, the gyro nonorthogonal error which comes from the imperfection gyro mounting is merely determined by the lateral coupling signal. But the fact is that the lateral coupling signal is not induced from the gyro non-orthogonal error only but also comprises the gyro signal which is directly proportional to the centripetal acceleration caused by the applied angular rates. Even though this signal is tiny but it will be accumulated for the long-time navigation system and degrades its accuracy. The presented calibration method utilizes a lateral accelerometer to realize that signal and tear out it to accurately obtain the nonorthogonal error. Finally, a laboratory test for the proposed method was carried out to ensure its effectiveness. Where the actual applied rates are determined twice, once with the built error model by the presented calibration method and the other by the traditional one.
惯性导航系统在导弹制导、空间导航和船舶导航等领域有着广泛的应用。提出了一种提高惯性导航系统精度的有效标定方法。由于惯性导航系统中的重要误差源与惯性测量单元的确定性误差有关,该技术通过精确确定标定参数来减小这些误差,特别是陀螺仪的标度因子和非正交性误差。在最近提出的校准方法中,尺度因子由输出/输入关系线性拟合确定。虽然确定的比例因子在一定程度上满足了各种导航系统的要求,但对于制导导弹和海军陆战队等高精度导航系统来说,比例因子并不适用。这是因为陀螺阻尼效应随输入角速率的不同而变化,从而引起陀螺尺度因子的变化。提出的校准方法通过加权线性回归拟合为每个输入率分配不同的权重来解决这一现象。此外,由陀螺安装缺陷引起的陀螺非正交误差仅由侧向耦合信号决定。但实际情况是,侧向耦合信号不仅是由陀螺非正交误差引起的,而且还包括与外加角速度引起的向心加速度成正比的陀螺信号。尽管这种信号很小,但它会在长时间的导航系统中积累并降低其精度。所提出的标定方法利用横向加速度计来实现该信号并对其进行提取,以准确地获得非正交误差。最后,对所提出的方法进行了实验室测试,以确保其有效性。其中实际应用速率确定了两次,一次是用本文方法建立的误差模型,另一次是用传统方法。
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引用次数: 0
Multi-variable Controllers for Cooperative Flight of Multi-Fixed Wing UAVs 多固定翼无人机协同飞行的多变量控制器
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171776
E. N. Mobarez, A. Sarhan, M. Ashry
This paper proposes a collaborative control system to be designed for multi-UAV. This makes it easy to perform many tasks at the same time and with high accuracy. Therefore, this cooperative control and guidance subsystems of the aircraft should have robust performance against sensors noise and wind disturbances. Four types of control algorithms were designed for a single Aerosonde UAV autopilot. This is to pick up which control algorithm is the best. As such, this control algorithm is proposed to be designed for the cooperative flight control system. Two classical control algorithms and two intelligent control algorithms have been proposed for the autopilot design of a single Aerosonde UAV. The first classical controller proposed is genetically tuned PID, while the second classical controller proposed is the fractional order PID. The first intelligent controller proposed for autopilot system is the Fuzzy logic controller known as FLC, while the second intelligent controller proposed is the adaptive neuro fuzzy inference system known as ANFIS. The proposed control algorithms have been applied to the nonlinear multivariable system of Aerosonde UAV. The analysis of simulation results assure that ANFIS is the best performance and the most robust control algorithm proposed. As such, ANFIS controller has been selected to be the cooperative flight controller system either in the low-level of a single UAV and in the top-level of multi-UAVs. Sometimes, classical controllers are preferred because of their simplicity in design. If this is the case, the simulation results assure that the genetically tuned fractional order PID controller- which proposed here for the first time with UAVs- is better than genetically tuned PID.
提出了一种针对多无人机的协同控制系统。这使得它很容易在同一时间执行许多任务,并具有很高的准确性。因此,飞机的协同控制和制导子系统应具有抗传感器噪声和风干扰的鲁棒性能。针对单个空探无人机自动驾驶仪设计了四种控制算法。这是为了找出哪个控制算法是最好的。因此,本文提出了一种针对协同飞行控制系统的控制算法。针对单架空探无人机的自动驾驶仪设计,提出了两种经典控制算法和两种智能控制算法。提出的第一个经典控制器是遗传调谐PID,而第二个经典控制器是分数阶PID。自动驾驶系统的第一种智能控制器是模糊逻辑控制器(FLC),第二种智能控制器是自适应神经模糊推理系统(ANFIS)。所提出的控制算法已应用于空探无人机的非线性多变量系统。仿真结果分析表明,ANFIS是一种性能最好、鲁棒性最强的控制算法。因此,无论是在单架无人机的底层,还是在多架无人机的顶层,都选择ANFIS控制器作为协同飞行控制器系统。有时,经典控制器因为设计简单而更受欢迎。在这种情况下,仿真结果保证了遗传调谐分数阶PID控制器(本文首次在无人机上提出)优于遗传调谐PID控制器。
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引用次数: 0
Formation Reconfiguration Based on Backstepping-PID Controller for Collaborative Quadrotors 基于Backstepping-PID控制器的协同四旋翼机编队重构
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171779
M. Mahfouz, A. T. Hafez, M. Ashry, G. Elnashar
Formation reconfiguration is one of the most significant subjects of the collaborative quadrotors unmanned aerial vehicles (UAVs). In this paper, a backstepping-PID (proportional-integral-derivative) controller is used with a group of multiple collaborative quadrotors to track desired predesigned trajectory. The proposed backstepping-PID controller composed of two-loops of control. First loop is an external-loop for the higher-controller for position control, and the second loop is an internal-loop for the lower-controller for attitude control. The proposed controller uses a backstepping controller as a higher-controller and an PID controller as a lowercontroller. The main contribution in this paper is resolving the formation reconfiguration issue for the collaborative quadrotors in dynamic moving obstacles-loaded environment. Simulation results of collaborative quadrotors show that the proposed backstepping-PID controller enables formation reconfiguration of the collaborative quadrotors to keep a desired formation guaranteeing the obstacle-avoidance operation. The results show the split-rejoin capability of the backstepping-PID controller to retain the original formation configuration of the group. The results of the backstepping-PID controller are compared to a studied earlier backstepping controller in presence and absence of model uncertainty.
编队重构是协同四旋翼无人机研究的重要课题之一。在本文中,一组多协作四旋翼机采用反步- pid(比例-积分-导数)控制器来跟踪预定轨迹。提出了由两环控制组成的反步pid控制器。第一个环是高级控制器的外部环,用于位置控制;第二个环是低级控制器的内部环,用于姿态控制。该控制器采用反步控制器作为上层控制器,PID控制器作为下层控制器。本文的主要贡献是解决了协作四旋翼在动态移动障碍物环境下的编队重构问题。仿真结果表明,所提出的backstepping-PID控制器能够对协同四旋翼进行编队重构,使其保持理想的编队,保证了协同四旋翼的避障操作。结果表明,该控制器具有分离-重新连接的能力,能够保持群的原有编队构型。在存在模型不确定性和不存在模型不确定性的情况下,将该反步pid控制器的控制结果与已有研究的反步控制器进行了比较。
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引用次数: 4
Real Time Full States Integrated Low Cost Navigation System for Autonomous Vehicles 自动驾驶汽车实时全状态集成低成本导航系统
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171717
A. H. Hassaballa, A. Kamel, I. Arafa, Y. Elhalwagy
Accurate measurements of angular velocities and linear accelerations are required to achieve a precise navigation solution for autonomous vehicles (AVs). These measurements are readily available from the inertial measurement unit (IMU) which is considered the most crucial component in the AV autopilot system. Inertial navigation system (INS) comprises of IMU plus complicated process that converts the IMU measurements to navigation information (position, velocity, attitude, and time (PVAT)). To use low grade IMUs for constructing a reliable INS, a precise mechanization model with an intensive aiding filter has to be implemented to integrate other sensors such as Global Positioning System (GPS) and magnetometers to insure trustable and continuous PVAT measurements. The motivation behind the work presented in this paper is to build a real time integrated navigation system using low-cost components available in the market. By using the proper calibration and error estimation techniques such as the extended Kalman filter (EKF), the system can achieve a comparable navigation accuracy with other higher performance navigation system. A linearized north-east-down (NED) error model is adopted, the GPS/INS integration using EKF is described. The algorithm is implemented on a low power ATSAM3X8E ARM Cortex-M3 series microcontrollers and integrated with an on the shelf MEMS 9-DOF IMU. The field experiments results analysis showed an outstanding real-time navigation performance if compared with high performance and much more expensive tactical grade INSs.
为了实现自动驾驶汽车(av)的精确导航解决方案,需要精确测量角速度和线性加速度。惯性测量单元(IMU)被认为是自动驾驶系统中最关键的部件,可以很容易地获得这些测量结果。惯性导航系统包括惯性单元和将惯性单元测量值转换为导航信息(位置、速度、姿态和时间)的复杂过程。为了使用低等级imu来构建可靠的INS,必须实现具有密集辅助滤波器的精确机械化模型,以集成其他传感器,如全球定位系统(GPS)和磁力计,以确保可靠和连续的PVAT测量。本文提出的工作背后的动机是使用市场上可用的低成本组件构建实时集成导航系统。通过适当的校正和误差估计技术,如扩展卡尔曼滤波(EKF),该系统可以达到与其他高性能导航系统相当的导航精度。采用线性化的东北向下误差模型,描述了利用EKF进行GPS/INS集成的方法。该算法在低功耗ATSAM3X8E ARM Cortex-M3系列微控制器上实现,并与现成的MEMS 9自由度IMU集成。现场试验结果分析表明,与高性能、昂贵的战术级ins相比,该系统具有出色的实时导航性能。
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引用次数: 0
Protecting Overhead Transmission Lines (OHL) from Hot Spots Using Dynamic Line Rating (DLR) Calculations 利用动态线路额定值(DLR)计算保护架空输电线路(OHL)免受热点影响
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171751
Fayrouz Allam
Overheating of the overhead transmission line (OHL) is one of the major factors that causes conductor aging due to annealing, deterioration of insulation, and hotspots. Temperature of OHL increases due to weather conditions and the loaded current on the conductors. The static line rated current (SLR) is calculated according to the supposed worst weather conditions of ambient temperature and wind speed. OHL aging due to annealing and hot spots reduces its lifetime and energy efficiency of the transmission lines. In smart grid, OHL temperature should be monitored to avoid overheating which threaten the safety and stability of the power transmission lines. In this research, thermal equations that relate the loaded current (Dynamic line rating DLR) with ambient temperature and OHL temperature are implemented. The implemented equations are used to calculate the dynamic line rated current that should be loaded on OHL without exceeding maximum permissible temperature. The proposed system is our implemented software connected to weather station and line sensor. This program was tested as simulation of real case of congested transmission network. The results show that, using our software can help to avoid overheating and hotspots by reducing the loaded current when the wind speed is lower than the supposed worst case of weather parameters. The results also show that, in real case, using our program protecting OHL from overheating and hot spots at bad weather conditions by lowering the loaded current by 58.5 % than rated current to reduce the temperature of conductor by 91.25% for certain time to protect them from overheating and hotspots.
架空输电线路过热是引起导线退火、绝缘劣化和热点老化的主要因素之一。由于天气条件和导体上的负载电流,OHL的温度升高。静态线路额定电流(SLR)是根据假定的环境温度和风速等最恶劣天气条件计算的。由于退火和热点引起的OHL老化降低了输电线路的寿命和能源效率。在智能电网中,需要对线路温度进行监测,以防止线路温度过高威胁输电线路的安全稳定。在本研究中,建立了负载电流(动态线路额定DLR)与环境温度和OHL温度之间的热方程。利用所实现的方程,计算了在不超过最高允许温度的情况下,负载在OHL上的动态线路额定电流。该系统是我们实现的软件,连接气象站和线路传感器。对该程序进行了拥塞传输网络的仿真测试。结果表明,当风速低于假定的最坏天气参数时,使用我们的软件可以通过减少负载电流来帮助避免过热和热点。结果还表明,在实际应用中,通过将负载电流降低58.5%,在一定时间内将导体温度降低91.25%,保护OHL在恶劣天气条件下免受过热和热点的影响。
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引用次数: 1
Comparative Analysis between SAR Pulse Compression Techniques SAR脉冲压缩技术的比较分析
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171747
M. Ashry, Ahmed S. Mashaly, B. Sheta
Remote sensing is the backbone for several civilian and military applications. Synthetic Aperture Radar (SAR) is considered as one of the most important tools, which has a significant rule in remote sensing applications. For SAR signal processing, pulse compression techniques aim to obtain a fine map resolution, decrease the peak-transmitted power, and increase Signal to Noise Ratio (SNR) of the sensed target. In this paper, we introduce a performance assessment for two well-known Linear Frequency Modulation (LFM) pulse compression techniques, which are Matching Filtering and Stretch Processing. For matching filtering, it is known as Correlation processing technique. It is mainly used for narrow band and some medium band radar operations. While, stretch processing technique is usually used for high bandwidth LFM signal processing. Besides that, we discuss the properties of the LFM signal and the two compression techniques in both time and frequency domain. Also, the paper investigates the concept of the principle of stationary phase (POSP) and its use in deriving the frequency characteristics for the LFM signal and matched filter output. A mathematical model for each compression technique has been derived such that these models will be used for hardware implementation purpose. For simulation and performance assessment, the two techniques have been analyzed based on some quantitative indices like, Pulse Compression Ratio (PCR) and Peak Side-Lobe Ratio (PSLR).
遥感是一些民用和军事应用的支柱。合成孔径雷达(SAR)是一种重要的遥感工具,在遥感应用中有着重要的作用。在SAR信号处理中,脉冲压缩技术的目的是获得较好的地图分辨率,降低峰值传输功率,提高被测目标的信噪比。本文介绍了两种著名的线性调频脉冲压缩技术的性能评估,即匹配滤波和拉伸处理。对于匹配滤波,称为相关处理技术。主要用于窄带和部分中波段雷达作业。而拉伸处理技术通常用于高带宽LFM信号的处理。此外,我们还讨论了LFM信号的时域和频域特性以及两种压缩技术。此外,本文还研究了固定相位原理的概念及其在LFM信号和匹配滤波器输出的频率特性推导中的应用。每个压缩技术的数学模型已被导出,这些模型将用于硬件实现的目的。为了仿真和性能评估,本文基于脉冲压缩比(PCR)和峰值旁瓣比(PSLR)等定量指标对两种技术进行了分析。
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引用次数: 5
Multiphase Interleaved Bidirectional DC/DC Converter for Fuel Cell/Battery Powered Electric Vehicles 用于燃料电池/电池动力电动汽车的多相交错双向DC/DC变换器
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171753
A. Youssef
Transportation relies heavily on fossil fuels. Rapid consumption of natural resources and emission of greenhouse gases due to burning of fossil fuels have prompted the automotive industry to develop sustainable and clean energy sources vehicles for urban transportation. Research and development have been carried out on vehicles driven by electricity generated through renewable sources as possible alternatives to conventional vehicles. Fuel cell electric vehicles (FCEVs) are among these vehicles, which provide a means for an efficient and environmentally friendly urban transportation system. High sensitivity to sudden changes in the loads and poor transient performance issue are the main obstacles for the commercialization of pure fuel cell driven vehicles; therefore, fuel cells are usually augmented with a secondary power source. Typical systems used in industrial vehicles use battery as a secondary power source. Using battery as a secondary power source for FCEVs provides additional peak power in situations such as accelerating and hill climbing, and recuperates braking energy by regeneration, thereby improves the performance and efficiency of the overall system. To manage the energy transfer between batteries and the DC-bus, a converter with bidirectional power flow capabilities is required; therefore, the objective of this paper is to design an appropriate bidirectional DC/DC converter structure or sometimes called an energy management converter to manage the charging and discharging of the battery based on high efficiency range. A multi-phase interleaved bidirectional DC/DC converter structure is proposed, which offers reduction of: input current ripples, stresses on switches, output voltage ripples, and passive component sizes. Improving transient response and reliability are among the many advantages of using such structure.
交通运输严重依赖化石燃料。自然资源的快速消耗和化石燃料燃烧产生的温室气体排放促使汽车行业开发可持续和清洁能源的城市交通工具。研究和开发利用可再生能源发电驱动的车辆,作为传统车辆的可能替代品。燃料电池电动汽车(fcev)就是其中之一,它为高效环保的城市交通系统提供了一种手段。纯燃料电池汽车对负载突变的敏感性高、瞬态性能差是目前纯燃料电池汽车商业化的主要障碍;因此,燃料电池通常增加一个二次电源。工业车辆中使用的典型系统使用电池作为二次电源。将电池作为氢燃料电池汽车的二次动力源,在加速和爬坡等情况下提供额外的峰值功率,并通过再生回收制动能量,从而提高整个系统的性能和效率。为了管理电池和直流母线之间的能量传输,需要具有双向功率流能力的转换器;因此,本文的目标是设计一种合适的双向DC/DC变换器结构,有时也称为能量管理变换器,以实现基于高效率范围的电池充放电管理。提出了一种多相交错双向DC/DC变换器结构,该结构可以减小输入电流纹波、开关应力、输出电压纹波和无源元件尺寸。改善暂态响应和可靠性是采用这种结构的诸多优点之一。
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引用次数: 2
Robust H-infinity Controller for a Single-axis Spacecraft Rotation 航天器单轴旋转鲁棒h∞控制器
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171723
Aya B. Elghonemy, A. El-Badawy
This paper focuses on the problem of robust H-infinity control design for a linear uncertain SISO system represented as a single-axis spacecraft rotation. The parametric uncertainty and disturbance input make this control problem a challenge. The paper presents an H-infinity control design which stabilizes all possible perturbed plants within the system and guarantees disturbance attenuation and meeting the tracking specifications while maintaining practical controller gains for all admissible uncertainties. The paper includes a design of a PD controller on the single-axis spacecraft plant and a comparison between the two controllers under the effect of disturbance and uncertainty. The robust H-infinity control problem is formulated into the General control problem formulation then solved via DK-iterations which is based on the concepts of H-infinityoptimization and μ-synthesis. The synthesized robust H-infinity controller is verified by nominal stability analysis, nominal performance analysis, robust stability analysis, robust performance analysis and worst case gain analysis, in addition to, testing the controller’s performance specifications.
研究了以航天器单轴旋转为代表的线性不确定SISO系统的鲁棒h∞控制设计问题。参数的不确定性和干扰输入使控制问题成为一个挑战。本文提出了一种h∞控制设计,该设计稳定了系统内所有可能的扰动对象,并保证扰动衰减和满足跟踪规范,同时对所有允许的不确定性保持实际控制器增益。本文设计了一种单轴航天器控制系统的PD控制器,并对两种控制器在干扰和不确定性影响下的性能进行了比较。基于h -∞优化和μ-综合的概念,将鲁棒h -∞控制问题转化为一般控制问题,通过dk -迭代求解。通过标称稳定性分析、标称性能分析、鲁棒稳定性分析、鲁棒性能分析和最坏情况增益分析对所设计的综合鲁棒h∞控制器进行了验证,并对控制器的性能指标进行了测试。
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引用次数: 1
Heart Diseases Diagnosis based on a Novel Convolution Neural Network and Gate Recurrent Unit Technique 基于新型卷积神经网络和门递归单元技术的心脏病诊断
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171739
Abdelmegeid Amin Ali, H. S. Hassan, Eman M. Anwar
Actually, one of the leading causes of death is cardiac diseases so medical diagnosis tries to recommend the most candidate diagnose any kind of cardiac disease. Researchers have several distinctive hybrid techniques by strengthening a variety of machine learning methods that aid specialists in the field of cardiac disease expectations. This paper presented a technique named “Convolution Neural Network and Gate Recurrent Unit (CNN GRU).” The main goal of this methodology is to suggest an optimal machine learning approach that achieves high accuracy in the prediction of cardiac disease. The Linear Discriminant Analysis (LDA) and Principal Component Analysis (PCA) feature selection algorithms are utilized to extract essential features from the data set. The proposed technique was compared to several machine learning algorithms with the selected features. The “K-fold” cross-validation was utilized to enhance the accuracy. The results showed that the (CNN GRU) technique achieved 94.5 percent accuracy compared to other techniques.
实际上,导致死亡的主要原因之一是心脏病,所以医学诊断试图推荐最合适的方法来诊断任何一种心脏病。研究人员通过加强各种机器学习方法,有几种独特的混合技术,可以帮助心脏病领域的专家进行预测。本文提出了一种名为“卷积神经网络和门递归单元(CNN GRU)”的技术。该方法的主要目标是提出一种最佳的机器学习方法,在预测心脏病方面达到高精度。利用线性判别分析(LDA)和主成分分析(PCA)特征选择算法从数据集中提取基本特征。将所提出的技术与几种具有选定特征的机器学习算法进行比较。采用“K-fold”交叉验证来提高准确性。结果表明,与其他技术相比,(CNN GRU)技术的准确率达到了94.5%。
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引用次数: 7
Design and Implementation of a Flash Lamp Pumped Nd-YAG Pulsed Laser for Electro-Optical Sensors Soft Damage 用于光电传感器软损伤的闪灯泵浦Nd-YAG脉冲激光器的设计与实现
Pub Date : 2020-07-01 DOI: 10.1109/ICEENG45378.2020.9171724
Mohamed M. Abdelhakim, Shady S. Shokry, M. Alshershby, Y. Badr, A. Mokhtar
Laser soft damage of electro-optical (EO) sensors can be defined as the destruction of electronic primary devices, or the photo detectors. This damaging effect causes system’s functions to be lost. In this paper dazzling and soft damage of electro-optical sensors, including, complementary metal oxide semiconductors (CMOS) imaging sensors and charge-coupled devices (CCD) imaging sensors were studied both theoretically and experimentally. A MATLAB simulation model was built and used for predicting the design parameters of practical laser system. This laser system is capable of damaging EO sensors from laboratory scale to far field distances; this was achieved by maximizing the laser pulse energy. In addition, we designed and implemented an enhanced high energy flash lamp pumped pulsed Nd:YAG laser system with 2 J energy to achieve soft damaging of numerous types of EO sensors at different distances. Good agreement between the theoretical and experimental results obtained and a CCD image sensor was successfully soft damaged at a distance of 4 Km in free space environments.
激光对光电传感器的软损伤可以定义为对电子主器件或光电探测器的破坏。这种破坏性影响导致系统功能丧失。本文从理论和实验两方面研究了互补金属氧化物半导体(CMOS)成像传感器和电荷耦合器件(CCD)成像传感器的眩光和软损伤问题。建立了MATLAB仿真模型,用于预测实际激光系统的设计参数。该激光系统能够从实验室规模到远场距离损坏EO传感器;这是通过最大化激光脉冲能量来实现的。此外,我们还设计并实现了一种能量为2j的增强型高能闪灯泵浦脉冲Nd:YAG激光系统,实现了多种类型EO传感器在不同距离上的软损伤。实验结果与理论结果吻合较好,并成功实现了自由空间环境下距离4 Km的CCD图像传感器软损伤。
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引用次数: 2
期刊
2020 12th International Conference on Electrical Engineering (ICEENG)
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