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Identification algorithm for power quality disturbance of inspection robot in converter station during operation 变电站运行期间巡检机器人的电能质量干扰识别算法
Pub Date : 2024-01-11 DOI: 10.1002/adc2.183
Xu Zhou, Rui Zhang, Lin Li, Bin Wang, Xianwu Cao

As power quality disturbances become increasingly complex, it is imperative that the speed and accuracy of the inspection robot at the converter station be improved. For this purpose, this study designs a power quality disturbance feature extraction method based on the fast-adaptive S-transform. This method preserves the main feature information and eliminates redundant calculations on the basis of adaptive transform. On this basis, a power quality disturbance identification model built on a multi label lightweight gradient elevator is constructed. In the experimental results, compared to the generalized S-transform, adaptive S-transform, and S-transform, the total extraction time of the proposed method was reduced by 96.09%, 91.56%, and 91.22%, respectively. The average accuracy of extracting features for a single disturbance was 99.56%, while for complex disturbance, it was 98.24%, both of which outperformed the comparison algorithms. It is verified that the proposed method can improve the extraction accuracy of power quality disturbance signal. In the recognition of a single disturbance signal, the constructed model exhibited a high accuracy of over 99%. In recognizing composite disturbance signals, the model demonstrated high accuracy and strong stability. Its effectiveness has been confirmed through experiments. The paper aims to enhance the speed and accuracy of power quality disturbance recognition algorithms. This will assist inspection robots working in converter stations, and ensure stable and safe operation of the power grid.

随着电能质量干扰日益复杂,提高换流站巡检机器人的速度和精度势在必行。为此,本研究设计了一种基于快速自适应 S 变换的电能质量干扰特征提取方法。该方法在自适应变换的基础上保留了主要特征信息,并消除了冗余计算。在此基础上,构建了基于多标签轻量级梯度提升器的电能质量扰动识别模型。实验结果表明,与广义 S 变换、自适应 S 变换和 S 变换相比,所提方法的总提取时间分别缩短了 96.09%、91.56% 和 91.22%。单一干扰特征提取的平均准确率为 99.56%,复杂干扰特征提取的平均准确率为 98.24%,均优于对比算法。验证了所提出的方法可以提高电能质量干扰信号的提取精度。在识别单一干扰信号时,所构建模型的准确率高达 99% 以上。在识别复合干扰信号时,模型表现出较高的准确性和较强的稳定性。实验证实了该模型的有效性。本文旨在提高电能质量干扰识别算法的速度和准确性。这将有助于在换流站工作的巡检机器人,并确保电网的稳定和安全运行。
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引用次数: 0
Analysis of deep mining model for indentation data of biomaterials 生物材料压痕数据深度挖掘模型分析
Pub Date : 2024-01-10 DOI: 10.1002/adc2.181
Qingming Yuan

The traditional data mining model of indentation has low accuracy in analyzing the linear relationship between the relevant physical quantities of the indentation, so a deep mining model for indentation data of biomaterials is designed. Firstly, the constitutive relation of the material is set by the actual indentation, and the dimension data are collected by the independent free variable function. The characteristic Raman peak is obtained according to the properties of the biological nanomaterials. The stress data are preprocessed by selecting the direction of indentation, which is convenient to observe the dislocation nucleation and deformation twin phenomenon in the process of indenting. The synergistic effect of these dislocations leads to the fact that the load displacement curve shows obvious linear relationship, so as to complete the analysis of the deep mining model of the indentation data of biological nanomaterials. The experimental results show that in the linear relationship analysis of contact depth and indentation depth, the linear relationship discreteness of the designed model is 0.44 lower than that of the traditional model and in the linear relationship analysis of contact stiffness and indentation depth, the linear relationship discreteness of the designed model is 0.38 lower than that of the traditional model, which indicates that the accuracy of the designed model is higher than that of the traditional model in analyzing the linear relationship between the relevant physical quantities of the indentation. In addition, the average accuracy of the model for five different materials is 98.23%.

传统的压痕数据挖掘模型在分析压痕相关物理量之间的线性关系时精度较低,因此设计了一种生物材料压痕数据深度挖掘模型。首先,通过实际压痕设定材料的构成关系,利用独立自由变量函数收集尺寸数据。根据生物纳米材料的特性获得特征拉曼峰。通过选择压痕方向对应力数据进行预处理,便于观察压痕过程中的位错成核和变形孪生现象。这些位错的协同效应导致载荷位移曲线呈现明显的线性关系,从而完成对生物纳米材料压痕数据深度挖掘模型的分析。实验结果表明,在接触深度与压痕深度的线性关系分析中,设计模型的线性关系离散度比传统模型低 0.44;在接触刚度与压痕深度的线性关系分析中,设计模型的线性关系离散度比传统模型低 0.38,这表明设计模型在分析压痕相关物理量的线性关系方面的精度高于传统模型。此外,该模型对五种不同材料的平均准确率为 98.23%。
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引用次数: 0
Industrial internet process management and platform construction in intelligent manufacturing based on blockchain 基于区块链的智能制造中的工业互联网流程管理与平台建设
Pub Date : 2024-01-03 DOI: 10.1002/adc2.180
Yan Zhang, Luoyong Xiang, Wen Chen

The current lack of effective means for information technology to penetrate into the intelligent manufacturing process of products has led to its disconnection from the core links of industrial systems and low efficiency. Therefore, a nonstandard mechanical product lifecycle model and an industrial internet platform data access mechanism have been proposed using blockchain technology, and an industrial internet platform has been constructed based on the two, which has been experimentally verified. The experimental results showed that the calculation methods in the model could overall reduce the average storage of abnormal data in blockchain products by 53.6%. In addition, the maximum time cost of scalar multiplication did not exceed 20 ms, which was lower than that of bi-linear pairing. In the comparison of different schemes, the highest encryption computation cost of the research scheme did not exceed 100 ms, and the highest decryption computation cost did not exceed 200 ms, which was generally lower than the comparison scheme. At the same time, the max, mini, and average time consumption of encrypting order data during decryption operations were 5.74, 1.10, and 2.77 s, respectively. When the simulation request reached 2000, there were only a few exceptions on the platform server, indicating that it could support at least 2000 simultaneous requests from applications. Overall, the industrial internet process management platform constructed through research has high practicality and can meet the actual needs of intelligent manufacturing enterprises.

当前,信息技术缺乏有效手段渗透到产品智能制造过程中,导致其与工业系统核心环节脱节,效率低下。因此,利用区块链技术提出了非标准机械产品生命周期模型和工业互联网平台数据访问机制,并基于二者构建了工业互联网平台,并进行了实验验证。实验结果表明,模型中的计算方法总体上可以将区块链产品中异常数据的平均存储量降低 53.6%。此外,标量乘法的最大时间成本不超过 20 毫秒,低于双线性配对法。在不同方案的对比中,研究方案的最高加密计算成本不超过 100 毫秒,最高解密计算成本不超过 200 毫秒,普遍低于对比方案。同时,在解密操作过程中,加密订单数据的最大、最小和平均耗时分别为 5.74、1.10 和 2.77 s。当模拟请求达到 2000 个时,平台服务器上只有少数异常,这表明它至少可以支持 2000 个应用程序的同时请求。总体而言,研究构建的工业互联网流程管理平台具有较高的实用性,能够满足智能制造企业的实际需求。
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引用次数: 0
Reference governor for constrained spacecraft orbital transfers 受约束航天器轨道转移参考调速器
Pub Date : 2023-12-27 DOI: 10.1002/adc2.179
Simone Semeraro, Ilya Kolmanovsky, Emanuele Garone

The paper considers the application of feedback control to orbital transfer maneuvers subject to constraints on the spacecraft thrust and on avoiding the collision with the primary body. Incremental reference governor (IRG) strategies are developed to complement the nominal Lyapunov controller, derived based on Gauss variational equations, and enforce the constraints. Simulation results are reported that demonstrate the successful constrained orbital transfer maneuvers with the proposed approach. A Lyapunov function based IRG and a prediction-based IRG are compared. While both implementation successfully enforce the constraints, a prediction-based IRG is shown to result in faster maneuvers.

本文考虑了反馈控制在受航天器推力和避免与主天体碰撞约束的轨道转移机动中的应用。本文开发了增量参考调速器(IRG)策略,以补充基于高斯变分方程推导出的名义 Lyapunov 控制器,并强制执行约束条件。报告的仿真结果表明,所提议的方法成功地实现了受约束的轨道转移操纵。比较了基于 Lyapunov 函数的 IRG 和基于预测的 IRG。虽然两种实施方法都成功地执行了约束,但基于预测的 IRG 被证明能带来更快的机动。
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引用次数: 0
Optimization of low-carbon cold chain logistics distribution path for agricultural products based on two-stage algorithm 基于两阶段算法的农产品低碳冷链物流配送路径优化
Pub Date : 2023-12-20 DOI: 10.1002/adc2.176
Lina Guo, Mengmeng Liu

With the development of market economy, cold chain logistics has become the mainstream of the current transportation industry. Reducing transportation costs and optimizing transportation routes from an environmentally friendly perspective is the main research focus. This study starts with an emphasis on environmental protection and cost savings and optimizes existing cold chain logistics expenses. Using the clustering and annealing algorithms, the path optimization model with the lowest cost is constructed and analyzed. The K-means algorithm is utilized to cluster and partition logistics areas, and then optimized simulated annealing algorithm is used to control and utilize logistics costs and resources. The experimental results show that the optimized algorithm reduces costs by 11.36% and increases the loading rate of the vehicle by 11.95%. The delivery time has been reduced by 18.1%. The two-stage algorithm can optimize and improve the path model, reduce transportation costs, improve cold chain transportation efficiency, and verify the feasibility of the model.

随着市场经济的发展,冷链物流已成为当前运输业的主流。从环保角度出发,降低运输成本、优化运输路线是研究的重点。本研究从注重环保和节约成本出发,对现有的冷链物流费用进行优化。利用聚类算法和退火算法,构建并分析了成本最低的路径优化模型。利用 K-means 算法对物流区域进行聚类和划分,然后利用优化的模拟退火算法对物流成本和资源进行控制和利用。实验结果表明,优化算法使成本降低了 11.36%,车辆装载率提高了 11.95%。交货时间缩短了 18.1%。两阶段算法可以优化和改进路径模型,降低运输成本,提高冷链运输效率,验证模型的可行性。
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引用次数: 0
Risk-based scheduling of CCHP-based microgrid considering economic and environmental aspects using confidence degree theory and CVaR approach 使用置信度理论和 CVaR 方法,基于风险的基于冷热电三联供的微电网调度,考虑经济和环境因素
Pub Date : 2023-12-18 DOI: 10.1002/adc2.174
Liang Ran, Jian Yu, Zhiwen Ma, Caiyan Liu

The combined cooling, heating, and power (CCHP) co-generation system is an alternative for developing sustainable energy systems. Inside a multi-energy CCHP microgrid, electric, heat, and cool demands are supplied with a high efficiency. Integrating various energy conversion technologies and storage systems allows managing different resources and taking advantage of electric market participation. However, the uncertainties associated with source demand and prices should be taken into account. In this regard, this paper proposes stochastic programming to optimize the operation cost and emission penalty of a multi-energy CCHP microgrid considering the mathematical model of components and related uncertainties. Using the proposed optimization problem, the system operator can derive bidding/offering curves in the electric market. To mitigate the financial risks, the conditional value-at-risk (CVaR) approach is integrated to provide different risk-averse strategies. From the results, it is found that under the risk-averse strategy, by paying 0.4% more money, the risk of CCHP's operation cost instability will be reduced by approximately 16.82%.

冷热电三联供系统(CCHP)是发展可持续能源系统的一种替代方案。在多能源冷热电三联供微电网中,电力、热能和制冷需求均可高效供应。整合各种能源转换技术和存储系统可以管理不同的资源,并利用电力市场参与的优势。然而,应考虑到与能源需求和价格相关的不确定性。为此,本文提出了随机编程方法,以优化多能源冷热电三联供微电网的运行成本和排放惩罚,其中考虑了组件的数学模型和相关的不确定性。利用所提出的优化问题,系统运营商可以得出电力市场的投标/报价曲线。为降低财务风险,集成了条件风险价值 (CVaR) 方法,以提供不同的风险规避策略。结果发现,在规避风险策略下,多支付 0.4% 的资金,冷热电三联供运营成本不稳定的风险将降低约 16.82%。
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引用次数: 0
Optimal model predictive fuzzy control of DC–DC convertor 直流-直流转换器的最优模型预测模糊控制
Pub Date : 2023-12-18 DOI: 10.1002/adc2.169
F. Salari, M. Hasanlu

Nowadays, controlling industrial processes and choosing the proper method for this purpose is very important. DC–DC converters are widely used in industrial applications, such as DC–DC step-up converters of 150 and 250 V in power drives and power supplies of portable electrical and hybrid vehicles. A predictive control algorithm is a method to deal with such complex processes. Many methods have been proposed as predictor control, leading to better and more accurate evolution with problems. This study proposes a fuzzy explicit predictive control method for adjusting the boost DC–DC converter. A fuzzy method for selecting the weights of the cost function of the predictive control algorithm of the DC–DC converter will be presented. In addition, for better evaluation and analysis, the designed controller is compared with similar methods, and the simulation results show that the controller designed on this system has had a proper performance with other methods in realizing the desired goals.

如今,控制工业流程并为此选择适当的方法非常重要。直流-直流转换器在工业应用中被广泛使用,如 150 伏和 250 伏直流-直流升压转换器,用于便携式电动汽车和混合动力汽车的动力驱动和电源。预测控制算法是处理此类复杂过程的一种方法。目前已提出了许多预测控制方法,使问题得到更好、更准确的解决。本研究提出了一种用于调整升压 DC-DC 转换器的模糊显式预测控制方法。将介绍一种用于选择 DC-DC 转换器预测控制算法成本函数权重的模糊方法。此外,为了更好地进行评估和分析,将所设计的控制器与类似方法进行了比较,仿真结果表明,在该系统上设计的控制器在实现预期目标方面与其他方法相比具有适当的性能。
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引用次数: 0
Improved performance and robustness of synchronous reluctance machine control using an advanced sliding mode and direct vector control 利用先进的滑动模式和直接矢量控制提高同步磁阻机控制的性能和鲁棒性
Pub Date : 2023-12-11 DOI: 10.1002/adc2.178
Belkacem Selma, Elhadj Bounadja, Bachir Belmadani, Boumediene Selma

This article focuses on improving the control approach for a synchronous reluctance motor (SynRM) drive powered by a two-level pulse width modulation (PWM) inverter. While classical sliding mode control (SMC) has been extensively used in control system design, it comes with various drawbacks such as pronounced chattering effects, considerable transient state errors, and reduced robustness. These limitations hinder its practical applicability. To enhance the performance of the SynRM, this paper introduces a novel strategy that combines direct vector control (DVC) with advanced sliding mode control (ASMC), here referring to third-order sliding mode command (TOSMC), for regulating speed and dq-axis stator currents. The primary objective of this approach is to achieve precise and efficient control while minimizing total harmonic distortion (THD) in current and reducing output torque fluctuations. Notably, this strategy capitalizes on the strengths of TOSMC and DVC. The efficacy of the proposed control scheme is verified through two sets of thorough simulations realized in MATLAB/Simulink environment. The first set of simulations encompasses the load–torque test, where the motor is subjected to two different levels of load torque. The results from these tests showcase the control scheme's performance under varying load conditions. The second set of simulations involves the speed variation test, where intentional changes are applied to the motor's speed. This test assesses the control approach's ability to handle dynamic speed changes effectively. The proposed control strategy is further compared with conventional control methods, including proportional–integral and second-order sliding mode command (SOSMC) controls. The results consistently demonstrate the superior performance of the novel approach in terms of accurate control, robustness, and overall stability. The combination of DVC and TOSMC offers a promising avenue for achieving enhanced motor control in the presence of load disturbances and speed variations.

本文的重点是改进由两级脉宽调制(PWM)逆变器供电的同步磁阻电机(SynRM)驱动器的控制方法。虽然经典的滑模控制 (SMC) 已被广泛应用于控制系统设计中,但它也存在各种缺点,如明显的颤振效应、相当大的瞬态误差和鲁棒性降低。这些局限性阻碍了它的实际应用。为了提高 SynRM 的性能,本文介绍了一种结合直接矢量控制 (DVC) 和高级滑模控制 (ASMC)(此处指三阶滑模指令 (TOSMC))的新策略,用于调节速度和 dq 轴定子电流。这种方法的主要目标是实现精确高效的控制,同时最大限度地减少电流中的总谐波失真(THD)并降低输出转矩波动。值得注意的是,这一策略充分利用了 TOSMC 和 DVC 的优势。通过在 MATLAB/Simulink 环境中实现的两组全面仿真,验证了所提控制方案的有效性。第一组仿真包括负载扭矩测试,即电机承受两个不同级别的负载扭矩。这些测试结果展示了控制方案在不同负载条件下的性能。第二组模拟涉及速度变化测试,即有意改变电机速度。该测试评估了控制方法有效处理动态速度变化的能力。建议的控制策略与传统控制方法(包括比例-积分和二阶滑动模式指令 (SOSMC) 控制)进行了进一步比较。结果一致表明,新方法在精确控制、鲁棒性和整体稳定性方面表现出色。DVC 和 TOSMC 的结合为在存在负载干扰和速度变化的情况下实现增强型电机控制提供了一条前景广阔的途径。
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引用次数: 0
Application of QGA algorithm improved by gradient descent in fault diagnosis and location of distributed distribution network 梯度下降改进的 QGA 算法在分布式配电网故障诊断和定位中的应用
Pub Date : 2023-12-10 DOI: 10.1002/adc2.172
Fan Yang, Jiawen Chen, Jinyang Li, Zhichun Yang, Yanchun Cao

A fault diagnosis and localization approach for distributed distribution networks is created using an upgraded quantum genetic algorithm to swiftly identify and detect flaws in the network. In this method, the dynamic rotation strategy in gradient descent method is used to update the quantum gate to enhance the convergence speed, that is, the gradient descent quantum genetic algorithm is constructed. The results of single fault and multiple fault simulation test on the distribution network model of regional node of distributed power supply show that the average iteration of gradient descent quantum genetic algorithm 85.36, 86.35, 88.24, and 88.69 times can reach the target optimal value. In four different cases, the algorithm of gradient descent quantum genetic algorithm can reach the optimal by iterating 88, 91, 92, and 90 times, respectively. Compared with other algorithms, the convergence rate of gradient descent quantum genetic algorithm is the fastest in the four experimental cases. The consistency between the output score and the real score of the gradient descent quantum genetic algorithm is above 0.9. The results above show that the algorithm is effective. The optimization ability and stability of the algorithm are also stronger, and it has certain application potential.

利用升级的量子遗传算法创建了分布式配电网络的故障诊断和定位方法,以迅速识别和检测网络中的缺陷。该方法利用梯度下降法中的动态旋转策略更新量子门,提高了收敛速度,即构建了梯度下降量子遗传算法。在分布式电源区域节点配电网模型上进行的单故障和多故障模拟试验结果表明,梯度下降量子遗传算法平均迭代 85.36 次、86.35 次、88.24 次和 88.69 次均能达到目标最优值。在四种不同情况下,梯度下降量子遗传算法分别迭代 88 次、91 次、92 次和 90 次即可达到最优值。与其他算法相比,梯度下降量子遗传算法在四个实验案例中的收敛速度最快。梯度下降量子遗传算法的输出得分与实际得分的一致性在 0.9 以上。上述结果表明该算法是有效的。该算法的优化能力和稳定性也较强,具有一定的应用潜力。
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引用次数: 0
Robust high-gain observer-based sliding mode controller for pitch and yaw position control of an AUV 基于观测器的鲁棒性高增益滑动模式控制器,用于自动潜航器的俯仰和偏航位置控制
Pub Date : 2023-12-07 DOI: 10.1002/adc2.177
Ravishankar P. Desai, Narayan S. Manjarekar

This article addresses a trajectory tracking control problem concerning an autonomous underwater vehicle's pitch and yaw channel dynamics in the presence of model uncertainties, underwater disturbances, and input saturation. Three different observers are introduced to estimate unknown state variables: a Luenberger-type cubic observer, a sliding mode observer, and a high-gain observer (HGO). Initially, a backstepping controller is employed to tackle the tracking problem, extending it to incorporate backstepping sliding mode control (SMC). The mentioned observers are utilized in both aspects of the controller design. Our proposed control law assesses trajectory tracking performance by introducing virtual control inputs, with the sliding surface designed to guide the current state variables toward approximating the virtual state variables. By combining backstepping and SMC, ensure that the state variables of the closed-loop system converge to the desired state using the HGO. A rigorous analysis is incorporated to validate the robust performance of our proposed control law under conditions of model uncertainties and underwater disturbances. Furthermore, the control law is extended for anti-windup compensation, mitigating adverse effects on stern and rudder plane saturation levels. Lyapunov stability theory is adopted to establish the stability of the closed-loop system. Our simulation results convincingly demonstrate the effectiveness of the HGO-based backstepping SMC law compared to alternative control approaches.

本文研究了在模型不确定性、水下干扰和输入饱和的情况下,自主水下航行器俯仰和偏航通道动力学的轨迹跟踪控制问题。引入三种不同的观测器来估计未知状态变量:Luenberger型三次观测器、滑模观测器和高增益观测器(HGO)。首先,采用反步控制器来解决跟踪问题,并将其扩展为反步滑模控制(SMC)。上述观测器在控制器设计的两个方面都得到了应用。我们提出的控制律通过引入虚拟控制输入来评估轨迹跟踪性能,并设计滑动面来引导当前状态变量逼近虚拟状态变量。通过将反推和SMC相结合,利用HGO确保闭环系统的状态变量收敛到期望状态。通过严格的分析,验证了所提出的控制律在模型不确定性和水下扰动条件下的鲁棒性。此外,还将控制律扩展到抗卷绕补偿,以减轻对船尾和舵面饱和水平的不利影响。采用李雅普诺夫稳定性理论建立闭环系统的稳定性。我们的仿真结果令人信服地证明了与其他控制方法相比,基于HGO的反演SMC律的有效性。
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引用次数: 0
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Advanced Control for Applications
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