Shanqiang Gu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Shanqiang Gu has a total of 41 co-authors. Here are the top co-authors by number of shared publications:
- Li Cai
State Key Laboratory of Power Grid Environmental Protection, School of Electrical Engineering and Automation, Wuhan University, Wuhan, China
4 shared publications Tao Li
State Key Laboratory of Power Grid Environmental Protection, School of Electrical Engineering and Automation, Wuhan University, Wuhan, China
4 shared publicationsBiwu Yan
China Electric Power Research Institute, Wuhan Branch
3 shared publicationsChun Zhao
3 shared publications- Nengxing Guo
Wuhan University
3 shared publications Jiahong Chen
State Grid Electric Power Research Institute, Wuhan 430074, China
2 shared publications
Latest Publications
- Open Access
- 8 September 2026
- Published by Springer Nature in npj Climate and Atmospheric Science
Mixed-phase cloud structure organizes winter return-stroke current and polarity
- 8 September 2026
- Published by Springer Nature in npj Climate and Atmospheric Science
Open AccessMixed-phase cloud structure organizes winter return-stroke current and polarity
- Open Access
- 5 September 2026
- Published by Elsevier in International Journal of Applied Earth Observation and Geoinformation
- Vol. 153
A factorial spatial–temporal null-model framework for satellite–ground lightning fusion across Chinese marginal seas
- 5 September 2026
- Published by Elsevier in International Journal of Applied Earth Observation and Geoinformation
- Vol. 153
Open AccessA factorial spatial–temporal null-model framework for satellite–ground lightning fusion across Chinese marginal seas
- Open Access
- 30 August 2026
- Published by MDPI AG in Remote Sensing
- Vol. 18 (17) , 2908
Terrain Effects on Time-Frequency Characteristics of Negative Return Stroke Electric Fields: A Path-Incremental Method
Waveforms recorded by lightning location networks mix source variability with propagation effects, making terrain-associated distortion difficult to isolate. We developed a path-incremental method in which the additional segment between two stations observing the same stroke carries the propagation signal. From 4466 records of 554 negative cloud-to-ground return strokes, 469 near-collinear pairs were stratified by additional path length and split at the within-stratum median of a digital-elevation-model terrain complexity index. Higher-complexity (rugged) paths showed the clearest near–far increases in rise time and half-peak width, whereas fall time and zero-crossing time showed no stable ordering, indicating that terrain acts mainly on the pulse front and main peak. In the frequency domain, these paths retained lower normalized band-energy fractions at 50–150 and 100–300 kHz, most systematically at 100–300 kHz for subsequent strokes, whereas the 200–500 kHz response was unstable. Separate mixed-effects models linked path elongation, occlusion, and diffraction geometry individually to a 39.7–42.5% lower 100–300 kHz ratio for subsequent strokes. Twelve representative-path axisymmetric finite-difference time-domain simulations under matched source currents reproduced the same ordering in these two bands across three ground conductivities. Rise time, half-peak width, and the normalized 100–300 kHz ratio are the most consistent terrain-associated indicators, supporting terrain-aware waveform interpretation.
- 30 August 2026
- Published by MDPI AG in Remote Sensing
- Vol. 18 (17) , 2908
Open AccessTerrain Effects on Time-Frequency Characteristics of Negative Return Stroke Electric Fields: A Path-Incremental Method
Waveforms recorded by lightning location networks mix source variability with propagation effects, making terrain-associated distortion difficult to isolate. We developed a path-incremental method in which the additional segment between two stations observing the same stroke carries the propagation signal. From 4466 records of 554 negative cloud-to-ground return strokes, 469 near-collinear pairs were stratified by additional path length and split at the within-stratum median of a digital-elevation-model terrain complexity index. Higher-complexity (rugged) paths showed the clearest near–far increases in rise time and half-peak width, whereas fall time and zero-crossing time showed no stable ordering, indicating that terrain acts mainly on the pulse front and main peak. In the frequency domain, these paths retained lower normalized band-energy fractions at 50–150 and 100–300 kHz, most systematically at 100–300 kHz for subsequent strokes, whereas the 200–500 kHz response was unstable. Separate mixed-effects models linked path elongation, occlusion, and diffraction geometry individually to a 39.7–42.5% lower 100–300 kHz ratio for subsequent strokes. Twelve representative-path axisymmetric finite-difference time-domain simulations under matched source currents reproduced the same ordering in these two bands across three ground conductivities. Rise time, half-peak width, and the normalized 100–300 kHz ratio are the most consistent terrain-associated indicators, supporting terrain-aware waveform interpretation.
- 1 January 2026
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Geoscience and Remote Sensing
- Vol. 64, 5920909
A Coupled Spatiotemporal Fusion Method for Multisensor Reconstruction
- 1 January 2026
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Geoscience and Remote Sensing
- Vol. 64, 5920909
A Coupled Spatiotemporal Fusion Method for Multisensor Reconstruction
- 23 September 2025
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Power Delivery
- Vol. 40 (6) , 3483-3492
Research on the Mesoscopic Range Based on the Effect of Terrains on Lightning Distribution
The difference in ground flash density is studied under various terrains. It is found that a large error occurs when using a single ground flash density value to calculate the lightning trip-out rate of transmission lines in mountainous areas. This is because terrains have a greater effect on the ground flash density within a certain range. This range is larger than microscopic terrain ranging from tens to a few hundred meters, but smaller than macroscopic terrain ranging from tens to hundreds of kilometers or more. Therefore, the concepts of mesoscopic terrain and mesoscopic range are proposed in this paper. An approximation method for finding the probability model of the lightning distribution is proposed. It is found that the probability model of the lightning distribution changes from a uniform distribution to a non-uniform distribution during the transition from flatland to mountain. Furthermore, a method for determining the mesoscopic range is proposed using the maximum, minimum, and average values of ground flash density. The mesoscopic terrain concept proposed in this paper aids in further studies on the differences in lightning distribution and lightning performance between different areas, and offers theoretical support for improving the accuracy of lightning protection calculations in power systems.
- 23 September 2025
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Power Delivery
- Vol. 40 (6) , 3483-3492
Research on the Mesoscopic Range Based on the Effect of Terrains on Lightning Distribution
The difference in ground flash density is studied under various terrains. It is found that a large error occurs when using a single ground flash density value to calculate the lightning trip-out rate of transmission lines in mountainous areas. This is because terrains have a greater effect on the ground flash density within a certain range. This range is larger than microscopic terrain ranging from tens to a few hundred meters, but smaller than macroscopic terrain ranging from tens to hundreds of kilometers or more. Therefore, the concepts of mesoscopic terrain and mesoscopic range are proposed in this paper. An approximation method for finding the probability model of the lightning distribution is proposed. It is found that the probability model of the lightning distribution changes from a uniform distribution to a non-uniform distribution during the transition from flatland to mountain. Furthermore, a method for determining the mesoscopic range is proposed using the maximum, minimum, and average values of ground flash density. The mesoscopic terrain concept proposed in this paper aids in further studies on the differences in lightning distribution and lightning performance between different areas, and offers theoretical support for improving the accuracy of lightning protection calculations in power systems.
- Open Access
- 30 April 2019
- Published by Institution of Engineering and Technology (IET) in High Voltage
- Vol. 4 (2) , 144-150
Study on lightning risk assessment and early warning for UHV DC transmission channel
Operation data show lightning faults account for >70% for the main ultra‐high voltage (UHV) DC transmission channels, very different from the design view. In order to accurately master the lightning characteristics and the lightning protection performance of the line so as to propose solutions to weak points, this study firstly obtains and analyses the density and strength distributions of lightning risk source. Then the study proposes a set of risk assessment process where the key model electrogeometric model is improved according to the polarity effect of DC line. Then the work realises the calculation of the lightning shielding failure risk of single tower and whole line. The example shows the assessment result is consistent to the line's actual operation. Next, to further evaluate and predict the lightning risk in real time, the study adopts the backpropagation neural network algorithm to integrate the lightning detection data, atmospheric electric fields, and radar echoes to develop the early warning model of lightning risk source, and proposed a method to realise the early warning of lightning damage risk for UHV DC channels. The results show that the effective warning ratio is 73% and the failure‐to‐warn ratio is 27% which indicates very good application effects.
- 30 April 2019
- Published by Institution of Engineering and Technology (IET) in High Voltage
- Vol. 4 (2) , 144-150
Open AccessStudy on lightning risk assessment and early warning for UHV DC transmission channel
Operation data show lightning faults account for >70% for the main ultra‐high voltage (UHV) DC transmission channels, very different from the design view. In order to accurately master the lightning characteristics and the lightning protection performance of the line so as to propose solutions to weak points, this study firstly obtains and analyses the density and strength distributions of lightning risk source. Then the study proposes a set of risk assessment process where the key model electrogeometric model is improved according to the polarity effect of DC line. Then the work realises the calculation of the lightning shielding failure risk of single tower and whole line. The example shows the assessment result is consistent to the line's actual operation. Next, to further evaluate and predict the lightning risk in real time, the study adopts the backpropagation neural network algorithm to integrate the lightning detection data, atmospheric electric fields, and radar echoes to develop the early warning model of lightning risk source, and proposed a method to realise the early warning of lightning damage risk for UHV DC channels. The results show that the effective warning ratio is 73% and the failure‐to‐warn ratio is 27% which indicates very good application effects.
- 28 January 2019
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Plasma Science
- Vol. 47 (2) , 1421-1428
Single-Station-Based Lightning Mapping System With Electromagnetic and Thunder Signals
A single-station-based lighting mapping system comprising a microphone array, which detects electromagnetic (EM) and thunder signals, has recently been developed and deployed for lightning observations. Using one microphone array consisting of 19 electret microphones installed on a 3-D steel frame, this system receives and processes the EM and thunder signals to determine the location of lightning thunder sources. We implement a new broadband direction-of-arrival estimation technique, namely, the maximum power beamforming algorithm and derive the 3-D location results based on the time difference between the acoustic signal and the EM signal. In this paper, four cloud-to-ground flashes with different branch channels recorded by the system are analyzed and presented in which the located thunder sources of two lightning flashes are compared with the photograph of the high-speed camera. The details of the system implementation along with the successful reconstruction of the lightning channel in 2-D and 3-D space are discussed. The results indicate that the location system could effectively map the lightning thunder sources, and the result is highly consistent with the high-speed video camera images. Moreover, the acoustic mapping system is capable of locating the main channel produced by the return stroke process; it also depicts the branching channels. It is shown that the system is capable of distinguish different branches of the same lightning; it also obtains different lightning channels occurring almost simultaneously.
- 28 January 2019
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Plasma Science
- Vol. 47 (2) , 1421-1428
Single-Station-Based Lightning Mapping System With Electromagnetic and Thunder Signals
A single-station-based lighting mapping system comprising a microphone array, which detects electromagnetic (EM) and thunder signals, has recently been developed and deployed for lightning observations. Using one microphone array consisting of 19 electret microphones installed on a 3-D steel frame, this system receives and processes the EM and thunder signals to determine the location of lightning thunder sources. We implement a new broadband direction-of-arrival estimation technique, namely, the maximum power beamforming algorithm and derive the 3-D location results based on the time difference between the acoustic signal and the EM signal. In this paper, four cloud-to-ground flashes with different branch channels recorded by the system are analyzed and presented in which the located thunder sources of two lightning flashes are compared with the photograph of the high-speed camera. The details of the system implementation along with the successful reconstruction of the lightning channel in 2-D and 3-D space are discussed. The results indicate that the location system could effectively map the lightning thunder sources, and the result is highly consistent with the high-speed video camera images. Moreover, the acoustic mapping system is capable of locating the main channel produced by the return stroke process; it also depicts the branching channels. It is shown that the system is capable of distinguish different branches of the same lightning; it also obtains different lightning channels occurring almost simultaneously.
- 16 January 2017
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Power Delivery
- Vol. 33 (1) , 209-217
Development and Application of ±500 kV DC Transmission Line Arrester in China Power Grid
In order to solve the frequently occurring lightning flashover problems on ±500 kV dc transmission lines in China, the authors have conducted the research on the dc line arrester since 2011. In this paper, the structure and installation, technical parameters, and protection performances, as well as their deterministic processes of the arrester are presented and analyzed in detail. In 2013, the authors successfully developed the arrester products, and the type tests show that they have excellent performance parameters and can act effectively against the lightning impulse and cutoff the dc follow current. By now more than 500 dc line arresters have been installed and used on seven ±500 kV dc transmission lines in eight provinces of China. About four years of operating experience shows that the arresters work safely and reliably over a long period of time, and have been effectively reducing the lightning flashover rate of the ±500 kV dc lines.
- 16 January 2017
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Power Delivery
- Vol. 33 (1) , 209-217
Development and Application of ±500 kV DC Transmission Line Arrester in China Power Grid
In order to solve the frequently occurring lightning flashover problems on ±500 kV dc transmission lines in China, the authors have conducted the research on the dc line arrester since 2011. In this paper, the structure and installation, technical parameters, and protection performances, as well as their deterministic processes of the arrester are presented and analyzed in detail. In 2013, the authors successfully developed the arrester products, and the type tests show that they have excellent performance parameters and can act effectively against the lightning impulse and cutoff the dc follow current. By now more than 500 dc line arresters have been installed and used on seven ±500 kV dc transmission lines in eight provinces of China. About four years of operating experience shows that the arresters work safely and reliably over a long period of time, and have been effectively reducing the lightning flashover rate of the ±500 kV dc lines.
- 1 October 2014
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 831-834
Lightning distribution characteristics of the Beijing-Shanghai High-speed Railway corridor
In order to optimize lightning protection design and operation to ensure safe and stable operation of Beijing-Shanghai high-speed railway, annual average ground flash density of the adjacent areas along Beijing-Shanghai High-Speed Railway is plotted base on cloud-to-ground flash data of Hebei, Beijing, Tianjin, Anhui, Jiangsu, Shanghai and Shandong during 2005~2011 detected by lightning location system. The ground flash density gradually increases from north to south, which achieve less than 4.7 times/(km 2 ·a) in North China. According to the line corridor grid method, the Beijing-Shanghai High-Speed Railway is divided into 126 statistical sections with 10km×10km each grid and those sections are labeled as #1~126# respectively from north to south. Lightning prone sections are found out on the basis of the distribution of ground flash density for each statistical section. Three statistical sections are established including North China section, Shandong section, east China section. The lightning current amplitude probability distribution for each section comply with a lognormal distribution.
- 1 October 2014
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 831-834
Lightning distribution characteristics of the Beijing-Shanghai High-speed Railway corridor
In order to optimize lightning protection design and operation to ensure safe and stable operation of Beijing-Shanghai high-speed railway, annual average ground flash density of the adjacent areas along Beijing-Shanghai High-Speed Railway is plotted base on cloud-to-ground flash data of Hebei, Beijing, Tianjin, Anhui, Jiangsu, Shanghai and Shandong during 2005~2011 detected by lightning location system. The ground flash density gradually increases from north to south, which achieve less than 4.7 times/(km 2 ·a) in North China. According to the line corridor grid method, the Beijing-Shanghai High-Speed Railway is divided into 126 statistical sections with 10km×10km each grid and those sections are labeled as #1~126# respectively from north to south. Lightning prone sections are found out on the basis of the distribution of ground flash density for each statistical section. Three statistical sections are established including North China section, Shandong section, east China section. The lightning current amplitude probability distribution for each section comply with a lognormal distribution.