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A Remote Detection Method for Gateway Electricity Meter Error Based on Multi-Parameter Conservation and Ridge Regression 基于多参数守恒和岭回归的网关电表误差远程检测方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-11 DOI: 10.1049/smt2.70031
Chunyu Wang, Jia Liu, Helong Li, Da Lu

To address the high workload and low efficiency in on-site detection of operational errors for gateway electricity meters, and the difficulties in applying existing energy conservation methods due to the influence of transformers and their secondary circuits, a remote detection method for gateway electricity meter error based on a two-step ridge regression solution is proposed. First, a linear conservation equation is established using data from the bus, and the metering point error is obtained through ridge regression combined with the L-curve. Then, the conservation equations between the primary and secondary electricity meters and their error conservation equations with the transformer and secondary circuit are constructed. Finally, the operation errors of the primary and secondary meters are addressed using generalized ridge regression in conjunction with the variance inflation factor method to enable remote detection for gateway electricity meters. Compared to a set of benchmark models, the proposed error estimation method demonstrates higher accuracy, confirming its ability to promptly detect potentially misaligned energy meters and support efficient performance inspection.

针对关口电表运行误差现场检测工作量大、效率低,以及现有节能方法受变压器及其二次回路影响难以应用的问题,提出了一种基于两步岭回归法的关口电表运行误差远程检测方法。首先,利用母线数据建立线性守恒方程,通过脊线回归结合l曲线得到测量点误差;然后,建立了一次和二次电能表之间的守恒方程及其与变压器和二次电路的误差守恒方程。最后,利用广义岭回归结合方差膨胀系数法解决了一次和二次电表的操作误差,实现了网关电表的远程检测。与一组基准模型相比,所提出的误差估计方法具有更高的精度,证实了其能够及时发现潜在的不对准电能表并支持有效的性能检测。
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引用次数: 0
A Remote Detection Method for Gateway Electricity Meter Error Based on Multi-Parameter Conservation and Ridge Regression 基于多参数守恒和岭回归的网关电表误差远程检测方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-11 DOI: 10.1049/smt2.70031
Chunyu Wang, Jia Liu, Helong Li, Da Lu

To address the high workload and low efficiency in on-site detection of operational errors for gateway electricity meters, and the difficulties in applying existing energy conservation methods due to the influence of transformers and their secondary circuits, a remote detection method for gateway electricity meter error based on a two-step ridge regression solution is proposed. First, a linear conservation equation is established using data from the bus, and the metering point error is obtained through ridge regression combined with the L-curve. Then, the conservation equations between the primary and secondary electricity meters and their error conservation equations with the transformer and secondary circuit are constructed. Finally, the operation errors of the primary and secondary meters are addressed using generalized ridge regression in conjunction with the variance inflation factor method to enable remote detection for gateway electricity meters. Compared to a set of benchmark models, the proposed error estimation method demonstrates higher accuracy, confirming its ability to promptly detect potentially misaligned energy meters and support efficient performance inspection.

针对关口电表运行误差现场检测工作量大、效率低,以及现有节能方法受变压器及其二次回路影响难以应用的问题,提出了一种基于两步岭回归法的关口电表运行误差远程检测方法。首先,利用母线数据建立线性守恒方程,通过脊线回归结合l曲线得到测量点误差;然后,建立了一次和二次电能表之间的守恒方程及其与变压器和二次电路的误差守恒方程。最后,利用广义岭回归结合方差膨胀系数法解决了一次和二次电表的操作误差,实现了网关电表的远程检测。与一组基准模型相比,所提出的误差估计方法具有更高的精度,证实了其能够及时发现潜在的不对准电能表并支持有效的性能检测。
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引用次数: 0
A Remote Detection Method for Gateway Electricity Meter Error Based on Multi-Parameter Conservation and Ridge Regression 基于多参数守恒和岭回归的网关电表误差远程检测方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-11 DOI: 10.1049/smt2.70031
Chunyu Wang, Jia Liu, Helong Li, Da Lu

To address the high workload and low efficiency in on-site detection of operational errors for gateway electricity meters, and the difficulties in applying existing energy conservation methods due to the influence of transformers and their secondary circuits, a remote detection method for gateway electricity meter error based on a two-step ridge regression solution is proposed. First, a linear conservation equation is established using data from the bus, and the metering point error is obtained through ridge regression combined with the L-curve. Then, the conservation equations between the primary and secondary electricity meters and their error conservation equations with the transformer and secondary circuit are constructed. Finally, the operation errors of the primary and secondary meters are addressed using generalized ridge regression in conjunction with the variance inflation factor method to enable remote detection for gateway electricity meters. Compared to a set of benchmark models, the proposed error estimation method demonstrates higher accuracy, confirming its ability to promptly detect potentially misaligned energy meters and support efficient performance inspection.

针对关口电表运行误差现场检测工作量大、效率低,以及现有节能方法受变压器及其二次回路影响难以应用的问题,提出了一种基于两步岭回归法的关口电表运行误差远程检测方法。首先,利用母线数据建立线性守恒方程,通过脊线回归结合l曲线得到测量点误差;然后,建立了一次和二次电能表之间的守恒方程及其与变压器和二次电路的误差守恒方程。最后,利用广义岭回归结合方差膨胀系数法解决了一次和二次电表的操作误差,实现了网关电表的远程检测。与一组基准模型相比,所提出的误差估计方法具有更高的精度,证实了其能够及时发现潜在的不对准电能表并支持有效的性能检测。
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引用次数: 0
The Third Theorem About Electromagnetic Forces Surface Representation in Anisotropic Regions 各向异性区域电磁力表面表示的第三个定理
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-09 DOI: 10.1049/smt2.70033
Dariusz Aleksander Spałek

The paper concerns the theoretical problem of the electromagnetic force surface integral representation for diagonally anisotropic regions. The next theorem formulates an extension of the previous theorems, first and second (19), paragraph III. In anisotropic regions for evaluating force by means of the Maxwell stress tensor, an additional term has to be applied. The third theorem describes this additional term in simpler form than in (21), the volume integral of Maxwell stress tensor component differences. Moreover, it is pointed out that the surface integral of the Maxwell stress tensor describes the total electromagnetic force only in case of its symmetry. As an example, the levitations of a magnetically anisotropic cylinder and ball are presented.

本文研究了对角线各向异性区域电磁力面积分表示的理论问题。下一个定理是前两个定理的推广,第一和第二(19),第三段。在各向异性区域用麦克斯韦应力张量计算力时,必须加一个附加项。第三个定理以比式(21)更简单的形式描述了这个附加项,即麦克斯韦应力张量分量差的体积积分。此外,还指出麦克斯韦应力张量的表面积分仅在其对称的情况下描述了总电磁力。作为例子,给出了磁各向异性圆柱体和球的悬浮。
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引用次数: 0
The Third Theorem About Electromagnetic Forces Surface Representation in Anisotropic Regions 各向异性区域电磁力表面表示的第三个定理
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-09 DOI: 10.1049/smt2.70033
Dariusz Aleksander Spałek

The paper concerns the theoretical problem of the electromagnetic force surface integral representation for diagonally anisotropic regions. The next theorem formulates an extension of the previous theorems, first and second (19), paragraph III. In anisotropic regions for evaluating force by means of the Maxwell stress tensor, an additional term has to be applied. The third theorem describes this additional term in simpler form than in (21), the volume integral of Maxwell stress tensor component differences. Moreover, it is pointed out that the surface integral of the Maxwell stress tensor describes the total electromagnetic force only in case of its symmetry. As an example, the levitations of a magnetically anisotropic cylinder and ball are presented.

本文研究了对角线各向异性区域电磁力面积分表示的理论问题。下一个定理是前两个定理的推广,第一和第二(19),第三段。在各向异性区域用麦克斯韦应力张量计算力时,必须加一个附加项。第三个定理以比式(21)更简单的形式描述了这个附加项,即麦克斯韦应力张量分量差的体积积分。此外,还指出麦克斯韦应力张量的表面积分仅在其对称的情况下描述了总电磁力。作为例子,给出了磁各向异性圆柱体和球的悬浮。
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引用次数: 0
The Third Theorem About Electromagnetic Forces Surface Representation in Anisotropic Regions 各向异性区域电磁力表面表示的第三个定理
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-09 DOI: 10.1049/smt2.70033
Dariusz Aleksander Spałek

The paper concerns the theoretical problem of the electromagnetic force surface integral representation for diagonally anisotropic regions. The next theorem formulates an extension of the previous theorems, first and second (19), paragraph III. In anisotropic regions for evaluating force by means of the Maxwell stress tensor, an additional term has to be applied. The third theorem describes this additional term in simpler form than in (21), the volume integral of Maxwell stress tensor component differences. Moreover, it is pointed out that the surface integral of the Maxwell stress tensor describes the total electromagnetic force only in case of its symmetry. As an example, the levitations of a magnetically anisotropic cylinder and ball are presented.

本文研究了对角线各向异性区域电磁力面积分表示的理论问题。下一个定理是前两个定理的推广,第一和第二(19),第三段。在各向异性区域用麦克斯韦应力张量计算力时,必须加一个附加项。第三个定理以比式(21)更简单的形式描述了这个附加项,即麦克斯韦应力张量分量差的体积积分。此外,还指出麦克斯韦应力张量的表面积分仅在其对称的情况下描述了总电磁力。作为例子,给出了磁各向异性圆柱体和球的悬浮。
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引用次数: 0
Capacitance Estimation for Piezoelectric Actuators, an Artificial Intelligence Approach 压电作动器的电容估计,一种人工智能方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-31 DOI: 10.1049/smt2.70032
Zohreh Rafiei Samani, Morteza Mohammadzaheri, Mojtaba Ghodsi, Wenyan Wu, Nasser Sherkat, Houman Alipooramirabad

This research aimed to investigate charge-based position estimation/control of piezo-actuated nanopositioning systems using a data-driven approach. In the analysis of these systems, piezoelectric actuators are widely approximated as capacitors with a fixed capacitance from an electrical viewpoint. This assumption was examined and found to be highly inaccurate. It was evidently demonstrated that the capacitance of piezoelectric actuators varies significantly with operating conditions (i.e., the frequency and amplitude of the excitation voltage). This paper also offers an alternative: considering the piezoelectric actuator as a capacitor with varying capacitance based on its operating conditions for analysis and design purposes. A linear model and an artificial intelligence (AI) model were developed to estimate the actuator capacitance on the basis of its operating conditions. The results demonstrate that the AI model outperforms the linear model and accurately estimates the capacitance of the piezoelectric actuator within the experimented range. Findings of this research pave the way to uplift the precision of piezo-actuated nanopositioning systems.

本研究旨在利用数据驱动的方法研究基于电荷的压电驱动纳米定位系统的位置估计/控制。在这些系统的分析中,压电致动器从电学的角度被广泛地近似为具有固定电容的电容器。这个假设经过检验,发现是非常不准确的。结果表明,压电致动器的电容值随工作条件(即激励电压的频率和幅值)的变化而显著变化。本文还提供了另一种选择:将压电致动器作为根据其工作条件变化电容的电容器进行分析和设计。建立了线性模型和人工智能(AI)模型,根据执行器的工作状态估计执行器的电容。结果表明,人工智能模型优于线性模型,能在实验范围内准确估计压电驱动器的电容。本研究结果为提高压电驱动纳米定位系统的精度铺平了道路。
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引用次数: 0
Capacitance Estimation for Piezoelectric Actuators, an Artificial Intelligence Approach 压电作动器的电容估计,一种人工智能方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-31 DOI: 10.1049/smt2.70032
Zohreh Rafiei Samani, Morteza Mohammadzaheri, Mojtaba Ghodsi, Wenyan Wu, Nasser Sherkat, Houman Alipooramirabad

This research aimed to investigate charge-based position estimation/control of piezo-actuated nanopositioning systems using a data-driven approach. In the analysis of these systems, piezoelectric actuators are widely approximated as capacitors with a fixed capacitance from an electrical viewpoint. This assumption was examined and found to be highly inaccurate. It was evidently demonstrated that the capacitance of piezoelectric actuators varies significantly with operating conditions (i.e., the frequency and amplitude of the excitation voltage). This paper also offers an alternative: considering the piezoelectric actuator as a capacitor with varying capacitance based on its operating conditions for analysis and design purposes. A linear model and an artificial intelligence (AI) model were developed to estimate the actuator capacitance on the basis of its operating conditions. The results demonstrate that the AI model outperforms the linear model and accurately estimates the capacitance of the piezoelectric actuator within the experimented range. Findings of this research pave the way to uplift the precision of piezo-actuated nanopositioning systems.

本研究旨在利用数据驱动的方法研究基于电荷的压电驱动纳米定位系统的位置估计/控制。在这些系统的分析中,压电致动器从电学的角度被广泛地近似为具有固定电容的电容器。这个假设经过检验,发现是非常不准确的。结果表明,压电致动器的电容值随工作条件(即激励电压的频率和幅值)的变化而显著变化。本文还提供了另一种选择:将压电致动器作为根据其工作条件变化电容的电容器进行分析和设计。建立了线性模型和人工智能(AI)模型,根据执行器的工作状态估计执行器的电容。结果表明,人工智能模型优于线性模型,能在实验范围内准确估计压电驱动器的电容。本研究结果为提高压电驱动纳米定位系统的精度铺平了道路。
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引用次数: 0
Capacitance Estimation for Piezoelectric Actuators, an Artificial Intelligence Approach 压电作动器的电容估计,一种人工智能方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-31 DOI: 10.1049/smt2.70032
Zohreh Rafiei Samani, Morteza Mohammadzaheri, Mojtaba Ghodsi, Wenyan Wu, Nasser Sherkat, Houman Alipooramirabad

This research aimed to investigate charge-based position estimation/control of piezo-actuated nanopositioning systems using a data-driven approach. In the analysis of these systems, piezoelectric actuators are widely approximated as capacitors with a fixed capacitance from an electrical viewpoint. This assumption was examined and found to be highly inaccurate. It was evidently demonstrated that the capacitance of piezoelectric actuators varies significantly with operating conditions (i.e., the frequency and amplitude of the excitation voltage). This paper also offers an alternative: considering the piezoelectric actuator as a capacitor with varying capacitance based on its operating conditions for analysis and design purposes. A linear model and an artificial intelligence (AI) model were developed to estimate the actuator capacitance on the basis of its operating conditions. The results demonstrate that the AI model outperforms the linear model and accurately estimates the capacitance of the piezoelectric actuator within the experimented range. Findings of this research pave the way to uplift the precision of piezo-actuated nanopositioning systems.

本研究旨在利用数据驱动的方法研究基于电荷的压电驱动纳米定位系统的位置估计/控制。在这些系统的分析中,压电致动器从电学的角度被广泛地近似为具有固定电容的电容器。这个假设经过检验,发现是非常不准确的。结果表明,压电致动器的电容值随工作条件(即激励电压的频率和幅值)的变化而显著变化。本文还提供了另一种选择:将压电致动器作为根据其工作条件变化电容的电容器进行分析和设计。建立了线性模型和人工智能(AI)模型,根据执行器的工作状态估计执行器的电容。结果表明,人工智能模型优于线性模型,能在实验范围内准确估计压电驱动器的电容。本研究结果为提高压电驱动纳米定位系统的精度铺平了道路。
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引用次数: 0
Method for Sensing the Temperature Rise Rate of GIS Busbar Conductors Considering Transient Ambient Temperature 考虑瞬态环境温度的GIS母线导线温升速率传感方法
IF 1.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-14 DOI: 10.1049/smt2.70030
Hangyu Cao, Xiaoxin Chen, Feiran Li, Lingen Luo, Gehao Sheng, Xiuchen Jiang

Currently, the perception of temperature rise inside the gas insulated switchgear (GIS) is mainly achieved by fitting and training steady-state temperature values, whereas abnormal temperature rise is a long and slow transient process, so there is a lack of real-time monitoring of the temperature rise inside the GIS busbar for early warning. Therefore, this article proposes and derives the GIS busbar transient temperature rise mathematical model (TTRMM) considering ambient temperature. The GIS busbar TTRMM demonstrates that the ratio of the temperature rise rate variation to the temperature rise relationship is within a constant interval, thus defining the influence coefficient K. Subsequently, a conductor temperature pre-evaluation criterion is established, which links the ambient, enclosure, and conductor temperature evolution characteristics. A temperature rise experiment platform was built to validate the model. The experiment results proved the correctness of TTRMM, and the temperature evolution trend of the conductor conforms to an exponential function and is divided into three stages. This article not only reveals the transient evolution mechanism between the ambient environment, enclosure, and conductor but also achieves the purpose of sensing the rate of temperature rise of the GIS busbar conductors by real-time monitoring of the ambient environment and enclosure temperatures.

目前,对气体绝缘开关柜(GIS)内部温升的感知主要是通过稳态温度值的拟合和训练来实现的,而异常温升是一个漫长而缓慢的瞬态过程,缺乏对GIS母线内部温升的实时监测进行预警。为此,本文提出并推导了考虑环境温度的GIS母线瞬态温升数学模型。GIS母线TTRMM表明,温升速率变化率与温升关系的比值在一个恒定的区间内,从而定义了影响系数k。随后,建立了连接环境、机箱和导体温度演变特征的导体温度预评价准则。建立了温升实验平台,对模型进行了验证。实验结果证明了TTRMM的正确性,导体的温度演变趋势符合指数函数,并分为三个阶段。本文通过对环境温度和机箱温度的实时监测,揭示了环境环境、机箱温度和导体之间的瞬态演化机制,达到了感知GIS母线导体温升速率的目的。
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引用次数: 0
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