Lei Du
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
Research Subjects
Lei Du has a total of 58 co-authors. Here are the top co-authors by number of shared publications:
Qiao Sun
Division of Mechanics and Acoustics Metrology, National Institute of Metrology, China (NIM), Beijing, China
17 shared publicationsJie Bai
Division of Mechanics and Acoustics Metrology, National Institute of Metrology, China (NIM), Beijing, China
12 shared publicationsChangqing Cai
National Institute of Metrology (China)
4 shared publicationsHongbo Hu
National Institute of Metrology (China)
4 shared publications- Jie Bai
Division of Mechanics and Acoustics Metrology, National Institute of Metrology, Beijing 100029, China
4 shared publications - Yulin Chen
Division of Mechanics and Acoustics Metrology, National Institute of Metrology, China (NIM), Beijing, China
4 shared publications
Latest Publications
- 9 April 2026
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Sensors Journal
- Vol. 26  (10) , 15125-15134
A Novel Rotational Speed Standard Device Based on an AMB Force Compensation System
Rotational speed standard devices are used to calibrate the rotational speed/angular velocity of various sensors (e.g., Micro-Electro-Mechanical Systems gyroscopes, wheel speed sensors, resolvers) by providing a reference rotational speed. However, the unbalanced vibration force induced by rotor unbalance and magnetic bias force not only degrades the rotational speed control accuracy but also damages the mechanical bearings of the standard device, shortening its service life. Therefore, it is of great significance to suppress the unbalanced vibration force for improving the device’s performance and reliability. Aiming to address the limitations of traditional standard devices, this paper proposes a novel rotational speed standard device integrating unbalanced force real-time monitoring and active magnetic bearings force compensation. Firstly, the structure of the new standard device is introduced, which uses the force sensors to monitor the unbalanced force and compensates it through AMB system. Accordingly, a current feedback closed-loop with parameter optimization and a PI controller are designed for precise force compensation. Finally, experimental results verify the feasibility of the proposed AMB force compensation scheme.
- 9 April 2026
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Sensors Journal
- Vol. 26  (10) , 15125-15134
A Novel Rotational Speed Standard Device Based on an AMB Force Compensation System
Rotational speed standard devices are used to calibrate the rotational speed/angular velocity of various sensors (e.g., Micro-Electro-Mechanical Systems gyroscopes, wheel speed sensors, resolvers) by providing a reference rotational speed. However, the unbalanced vibration force induced by rotor unbalance and magnetic bias force not only degrades the rotational speed control accuracy but also damages the mechanical bearings of the standard device, shortening its service life. Therefore, it is of great significance to suppress the unbalanced vibration force for improving the device’s performance and reliability. Aiming to address the limitations of traditional standard devices, this paper proposes a novel rotational speed standard device integrating unbalanced force real-time monitoring and active magnetic bearings force compensation. Firstly, the structure of the new standard device is introduced, which uses the force sensors to monitor the unbalanced force and compensates it through AMB system. Accordingly, a current feedback closed-loop with parameter optimization and a PI controller are designed for precise force compensation. Finally, experimental results verify the feasibility of the proposed AMB force compensation scheme.
- Open Access
High-Precision 2D-DOA Estimation Method for Millimeter-Wave Radar Based on Double-Parallel Linear Array and Joint IAA-RIT
High-precision two-dimensional direction of arrival (2D-DOA) estimation is an important mean of millimeter-wave radar for accurate target location. Aiming at the problems such as limited antenna aperture, signal coherence, and a few snapshots in millimeter-wave radar target detection, this paper proposes a 2D-DOA estimation method by using a joint iterative adaptive approach and rotational invariance technique (IAA-RIT) based on the double-parallel linear array. This method first constructs an iterative adaptive approach spectrum based on subarray 1 in the double-parallel linear array and then calculates the coupling angle estimate with the azimuth and the elevation. Secondly, based on the rotational invariance relationship between the two subarrays, the extended covariance matrices are respectively constructed, and the spatial smoothing technique is employed to decorrelate the signals. Then, the signal direction matrix is reconstructed based on the coupling angle estimate, and the rotational invariance relationship between the two subarrays is calculated to obtain another set of coupling angle estimates. Finally, the azimuth and the elevation are decoupled based on two sets of estimated coupling angles and the spatial geometry relation. Our experimental results show that IAA-RIT can estimate the coherent signal with high-precision 2D-DOA with a few snapshots and no additional angle matching.
Open AccessHigh-Precision 2D-DOA Estimation Method for Millimeter-Wave Radar Based on Double-Parallel Linear Array and Joint IAA-RIT
High-precision two-dimensional direction of arrival (2D-DOA) estimation is an important mean of millimeter-wave radar for accurate target location. Aiming at the problems such as limited antenna aperture, signal coherence, and a few snapshots in millimeter-wave radar target detection, this paper proposes a 2D-DOA estimation method by using a joint iterative adaptive approach and rotational invariance technique (IAA-RIT) based on the double-parallel linear array. This method first constructs an iterative adaptive approach spectrum based on subarray 1 in the double-parallel linear array and then calculates the coupling angle estimate with the azimuth and the elevation. Secondly, based on the rotational invariance relationship between the two subarrays, the extended covariance matrices are respectively constructed, and the spatial smoothing technique is employed to decorrelate the signals. Then, the signal direction matrix is reconstructed based on the coupling angle estimate, and the rotational invariance relationship between the two subarrays is calculated to obtain another set of coupling angle estimates. Finally, the azimuth and the elevation are decoupled based on two sets of estimated coupling angles and the spatial geometry relation. Our experimental results show that IAA-RIT can estimate the coherent signal with high-precision 2D-DOA with a few snapshots and no additional angle matching.
- 4 April 2025
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Instrumentation and Measurement
- Vol. 74  (00189456) , 1-14
Compensation for Positional Errors in MMW Radar SLAM Caused by Observation Deviations and Coordinate System Transformation
Nowadays, since millimeter-wave (MMW) radar can stably perform simultaneous localization and mapping (SLAM) in bad weather, it plays an important role in application scenarios such as autonomous driving and disaster rescue. Existing research considered the observation of MMW radars is conformed to 0-mean Gaussian distribution, so the localization based on MMW radar is conformed to the distribution, too. However, the change of observation’s distribution because of coordinate transform was ignored. Hence, the conclusion is drawn out that the estimated position will cumulate error with fixed direction when the robot is located by MMW radar after the analysis of this article. This article utilizes the correlative scan matching (CSM) method in radar SLAM to analyze the error form with different coordinate transforms. The error of one landmark, the effect of localization due to a set of landmarks, and the trend of accumulation of errors are analytic, respectively. A simulation method based on Monte Carlo sampling is used to prove the conclusion in theory. In order to solve this problem, a CSM-based cumulative error expectation compensation (CEEC-CSM) method is proposed. Four scene experiments were used to prove that the position error of the CEEC-CSM method is reduced by 49%.
- 4 April 2025
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Instrumentation and Measurement
- Vol. 74  (00189456) , 1-14
Compensation for Positional Errors in MMW Radar SLAM Caused by Observation Deviations and Coordinate System Transformation
Nowadays, since millimeter-wave (MMW) radar can stably perform simultaneous localization and mapping (SLAM) in bad weather, it plays an important role in application scenarios such as autonomous driving and disaster rescue. Existing research considered the observation of MMW radars is conformed to 0-mean Gaussian distribution, so the localization based on MMW radar is conformed to the distribution, too. However, the change of observation’s distribution because of coordinate transform was ignored. Hence, the conclusion is drawn out that the estimated position will cumulate error with fixed direction when the robot is located by MMW radar after the analysis of this article. This article utilizes the correlative scan matching (CSM) method in radar SLAM to analyze the error form with different coordinate transforms. The error of one landmark, the effect of localization due to a set of landmarks, and the trend of accumulation of errors are analytic, respectively. A simulation method based on Monte Carlo sampling is used to prove the conclusion in theory. In order to solve this problem, a CSM-based cumulative error expectation compensation (CEEC-CSM) method is proposed. Four scene experiments were used to prove that the position error of the CEEC-CSM method is reduced by 49%.
- Top Cited Papers
- 20 February 2025
- Published by Elsevier in Water Research
- Vol. 278, 123306
Enhanced ecological risk of microplastic ingestion by fish due to fragmentation and deposition in heavily sediment-laden river
- 20 February 2025
- Published by Elsevier in Water Research
- Vol. 278, 123306
Top Cited PapersEnhanced ecological risk of microplastic ingestion by fish due to fragmentation and deposition in heavily sediment-laden river
- Open Access
A Disturbance Compensation Control Strategy for Rotational Speed Standard Device Based on AMB System
The rotational speed standard device that can carry loads is the key device for calibrating passive rotational speed sensors. The rotor of the passive rotational speed sensor is connected to the rotor of the standard speed device through a coupling, and the standard reference speed is provided by the standard device. Due to the rotor eccentricity, the unbalanced force of the rotor occurs, and it can not only affect the rotational speed accuracy but can also damage the mechanical bearings of the standard speed device. To solve this issue, a method for suppressing the unbalanced force of the speed standard device based on an active magnetic bearing (AMB) force compensation system is proposed. First, the overall structure of the system is briefly introduced. Then, the force feedback control system model with the AMB as the force actuator is established, and a PI controller is designed to achieve the disturbed force control. Finally, a semi-physical simulation experimental platform is built to verify the effectiveness of the proposed method. The experimental results show that the AMB force compensation system can reduce 84.4%, 81.6%, and 79.8% of the unbalanced vibration force at the frequency of 30 Hz, 90 Hz, and 150 Hz, respectively.
Open AccessA Disturbance Compensation Control Strategy for Rotational Speed Standard Device Based on AMB System
The rotational speed standard device that can carry loads is the key device for calibrating passive rotational speed sensors. The rotor of the passive rotational speed sensor is connected to the rotor of the standard speed device through a coupling, and the standard reference speed is provided by the standard device. Due to the rotor eccentricity, the unbalanced force of the rotor occurs, and it can not only affect the rotational speed accuracy but can also damage the mechanical bearings of the standard speed device. To solve this issue, a method for suppressing the unbalanced force of the speed standard device based on an active magnetic bearing (AMB) force compensation system is proposed. First, the overall structure of the system is briefly introduced. Then, the force feedback control system model with the AMB as the force actuator is established, and a PI controller is designed to achieve the disturbed force control. Finally, a semi-physical simulation experimental platform is built to verify the effectiveness of the proposed method. The experimental results show that the AMB force compensation system can reduce 84.4%, 81.6%, and 79.8% of the unbalanced vibration force at the frequency of 30 Hz, 90 Hz, and 150 Hz, respectively.
- Open Access
- 8 September 2023
- Published by MDPI AG in Electronics
- Vol. 12  (18) , 3797
An Anti-Different Frequency Interference Algorithm for Environment-Aware Millimeter Wave Radar
An environment-aware millimeter wave radar (EMWR) is one of the most important sensors in an autonomous driving system. With the increasing penetration of an EMWR on an autonomous vehicle, the possibility of radar interference increases accordingly. Interference may seriously affect the detection performance of an EMWR. When the transmitted signals from other EMWRs are received by the EMWR on an autonomous vehicle, the accuracy of target detection will be affected, which may affect the environment-aware performance. Therefore, more and more attention is paid to how to restrain the interference between EMWR signals. Radar interference can be divided into two types: same-frequency interference (SFI) and different-frequency interference (DFI). In this paper, an anti-DFI algorithm of an EMWR is proposed. Firstly, the causes and signal characteristics of DFI are analyzed. Secondly, the signal amplitude is obtained via Hilbert transform to locate the interference according to the signal characteristics. Then, the Lagrange interpolation based on empirical-mode decomposition (EMD) is used to reconstruct the interference signal to reduce the influence of DFI. Finally, the feasibility of the proposed algorithm is verified by the simulation results. The simulation results validate that the interference signal after EMD filtering and Lagrange interpolation can repair the interference region and achieve the purpose of anti-DFI.
- 8 September 2023
- Published by MDPI AG in Electronics
- Vol. 12  (18) , 3797
Open AccessAn Anti-Different Frequency Interference Algorithm for Environment-Aware Millimeter Wave Radar
An environment-aware millimeter wave radar (EMWR) is one of the most important sensors in an autonomous driving system. With the increasing penetration of an EMWR on an autonomous vehicle, the possibility of radar interference increases accordingly. Interference may seriously affect the detection performance of an EMWR. When the transmitted signals from other EMWRs are received by the EMWR on an autonomous vehicle, the accuracy of target detection will be affected, which may affect the environment-aware performance. Therefore, more and more attention is paid to how to restrain the interference between EMWR signals. Radar interference can be divided into two types: same-frequency interference (SFI) and different-frequency interference (DFI). In this paper, an anti-DFI algorithm of an EMWR is proposed. Firstly, the causes and signal characteristics of DFI are analyzed. Secondly, the signal amplitude is obtained via Hilbert transform to locate the interference according to the signal characteristics. Then, the Lagrange interpolation based on empirical-mode decomposition (EMD) is used to reconstruct the interference signal to reduce the influence of DFI. Finally, the feasibility of the proposed algorithm is verified by the simulation results. The simulation results validate that the interference signal after EMD filtering and Lagrange interpolation can repair the interference region and achieve the purpose of anti-DFI.
- 9 August 2023
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 1-5
Calibration Method for Light Screen-Based Speed Measurement Devices for Projectile
Light screen-based speed measurement device for projectile (SMDP) has been widely used by forensic science institutes of public security agencies for firearms identification in China, and it is required be calibrated every year to ensure the speed measurement accuracy and traceability. A calibration method based on multi-channel time delay simulation and live ammunition firing comparison is proposed for calibrating the light screen-based SMDP in this paper. The calibration facilities for dual and triple light screen-based SMDP are specially realized to verify the proposed calibration method. The speed calibration range of the calibration facilities exceeds $(20\sim1000)\mathrm{m}/\mathrm{s}$ and the maximum permissible error is superior to $\pm 0.01\ \mathrm{m}/\mathrm{s}$ , which can meet the requirements of light screen-based SMDP for speed calibration range of $(20\sim1000) \mathrm{m}/\mathrm{s}$ and speed calibration accuracy of $0. 3\ \mathrm{m}/\mathrm{s}$ . The comparison results of a triple light screen-based SMDP sample validate the effectiveness and feasibility of the proposed calibration method and the realized calibration facilities.- 9 August 2023
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 1-5
Calibration Method for Light Screen-Based Speed Measurement Devices for Projectile
Light screen-based speed measurement device for projectile (SMDP) has been widely used by forensic science institutes of public security agencies for firearms identification in China, and it is required be calibrated every year to ensure the speed measurement accuracy and traceability. A calibration method based on multi-channel time delay simulation and live ammunition firing comparison is proposed for calibrating the light screen-based SMDP in this paper. The calibration facilities for dual and triple light screen-based SMDP are specially realized to verify the proposed calibration method. The speed calibration range of the calibration facilities exceeds $(20\sim1000)\mathrm{m}/\mathrm{s}$ and the maximum permissible error is superior to $\pm 0.01\ \mathrm{m}/\mathrm{s}$ , which can meet the requirements of light screen-based SMDP for speed calibration range of $(20\sim1000) \mathrm{m}/\mathrm{s}$ and speed calibration accuracy of $0. 3\ \mathrm{m}/\mathrm{s}$ . The comparison results of a triple light screen-based SMDP sample validate the effectiveness and feasibility of the proposed calibration method and the realized calibration facilities.- Open Access
- 4 July 2023
- Published by MDPI AG in Electronics
- Vol. 12  (13) , 2947
A Bi-Objective Simulation Facility for Speed and Range Calibration of 24 GHz and 77 GHz Automotive Millimeter-Wave Radars for Environmental Perception
Automotive millimeter-wave radars are widely used to measure kinematic parameters of surrounding objects in the environmental perception of automated vehicles and typically operate in frequency bands of around 24 GHz and 77 GHz. The 24 GHz and 77 GHz automotive millimeter-wave radars are similar in their speed and range measurement principles; however, they are distinct in their accuracies when measuring the above kinematic parameters because of the different carrier frequencies and bandwidths. In order to evaluate the kinematic parameter measurement performances of automotive millimeter-wave radars for environmental perception, this paper proposes a calibration method and establishes a bi-objective simulation facility for the speed and range calibration of 24 GHz and 77 GHz automotive millimeter-wave radars. The feasibility of the proposed calibration method and the accuracy of the established bi-objective simulation facility are verified by the results obtained via experiments conducted on two 24 GHz and 77 GHz millimeter-wave radar samples. According to the speed and range calibration results of the two millimeter-wave radar samples, the 77 GHz millimeter-wave radar sample possesses superior speed measurement accuracy compared with the 24 GHz sample. Additionally, the range measurement errors of the 77 GHz millimeter-wave radar sample are much smaller than those of the 24 GHz sample. This indicates that the 77 GHz millimeter-wave radar sample is more accurate and reliable than the 24 GHz sample. Finally, the 77 GHz millimeter-wave radar sample was tested for its speed and range resolving ability. The results confirm that the bi-objective simulation facility can satisfy the calibration requirements of speed resolution up to 0.01 m/s and range resolution up to 0.1 m. The proposed calibration method and the established simulation facility can easily satisfy the speed, range and resolution calibration requirements of 24 GHz and 77 GHz millimeter-wave radars with high precision and wide range, and can achieve more economical, comprehensive and traceable performance testing on both 24 GHz and 77 GHz automotive millimeter-wave radars for environmental perception.
- 4 July 2023
- Published by MDPI AG in Electronics
- Vol. 12  (13) , 2947
Open AccessA Bi-Objective Simulation Facility for Speed and Range Calibration of 24 GHz and 77 GHz Automotive Millimeter-Wave Radars for Environmental Perception
Automotive millimeter-wave radars are widely used to measure kinematic parameters of surrounding objects in the environmental perception of automated vehicles and typically operate in frequency bands of around 24 GHz and 77 GHz. The 24 GHz and 77 GHz automotive millimeter-wave radars are similar in their speed and range measurement principles; however, they are distinct in their accuracies when measuring the above kinematic parameters because of the different carrier frequencies and bandwidths. In order to evaluate the kinematic parameter measurement performances of automotive millimeter-wave radars for environmental perception, this paper proposes a calibration method and establishes a bi-objective simulation facility for the speed and range calibration of 24 GHz and 77 GHz automotive millimeter-wave radars. The feasibility of the proposed calibration method and the accuracy of the established bi-objective simulation facility are verified by the results obtained via experiments conducted on two 24 GHz and 77 GHz millimeter-wave radar samples. According to the speed and range calibration results of the two millimeter-wave radar samples, the 77 GHz millimeter-wave radar sample possesses superior speed measurement accuracy compared with the 24 GHz sample. Additionally, the range measurement errors of the 77 GHz millimeter-wave radar sample are much smaller than those of the 24 GHz sample. This indicates that the 77 GHz millimeter-wave radar sample is more accurate and reliable than the 24 GHz sample. Finally, the 77 GHz millimeter-wave radar sample was tested for its speed and range resolving ability. The results confirm that the bi-objective simulation facility can satisfy the calibration requirements of speed resolution up to 0.01 m/s and range resolution up to 0.1 m. The proposed calibration method and the established simulation facility can easily satisfy the speed, range and resolution calibration requirements of 24 GHz and 77 GHz millimeter-wave radars with high precision and wide range, and can achieve more economical, comprehensive and traceable performance testing on both 24 GHz and 77 GHz automotive millimeter-wave radars for environmental perception.
- 5 June 2023
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Industrial Electronics
- Vol. 71  (5) , 5148-5156
Self-Calibration Method of Displacement Sensor in AMB-Rotor System Based on Magnetic Bearing Current Control
Displacement sensors are the key components of the active magnetic bearing rotor (AMB-rotor) system to realize the closed-loop control of the rotor displacement. The aging and failure of the displacement sensor components will lead to the changes of sensor sensitivity and zero point, which can directly affect the suspension performance of the rotor and even cause the instability of the AMB-rotor system. Therefore, it is significant to calibrate the sensor regularly. This article proposes a self calibration method based on the detection and control of the magnetic bearing current without additional calibration equipment and hardware circuits. In addition, a new control structure of the AMB-rotor system is proposed to achieve efficient calibration, which can control the rotor displacement based on current following control method. Finally, experimental results verify the effectiveness of the proposed method on the displacement sensor calibration.
- 5 June 2023
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Industrial Electronics
- Vol. 71  (5) , 5148-5156
Self-Calibration Method of Displacement Sensor in AMB-Rotor System Based on Magnetic Bearing Current Control
Displacement sensors are the key components of the active magnetic bearing rotor (AMB-rotor) system to realize the closed-loop control of the rotor displacement. The aging and failure of the displacement sensor components will lead to the changes of sensor sensitivity and zero point, which can directly affect the suspension performance of the rotor and even cause the instability of the AMB-rotor system. Therefore, it is significant to calibrate the sensor regularly. This article proposes a self calibration method based on the detection and control of the magnetic bearing current without additional calibration equipment and hardware circuits. In addition, a new control structure of the AMB-rotor system is proposed to achieve efficient calibration, which can control the rotor displacement based on current following control method. Finally, experimental results verify the effectiveness of the proposed method on the displacement sensor calibration.
- 28 September 2021
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Vehicular Technology
- Vol. 70  (12) , 12374-12388
A Verification Method for Traffic Radar-Based Speed Meter With Target Position Determination in Road Vehicle Speeding Enforcement
Traffic radar-based speed meter (TRSM) is an important measuring instrument for measuring the speed of target vehicle based on the radar Doppler effect, and has been legally used in road vehicle speeding enforcement for more than 30 years in China. TRSM with target position determination (TRSM-TPD) is a new generation of TRSM with the advantages of speeding enforcement by lane, high accuracy of speed measurement and target position determination, high efficiency, low cost, etc. This paper proposes a new verification method for TRSM-TPD in road vehicle speeding enforcement. The proposed verification method includes the simulated speed calibration method for initial verification in the laboratory, and the online speed and position calibration method for subsequent verification in the field. The range of simulated radial speed is up to (1∼400) km/h and the maximum permissible error is within ±0.03 km/h, which can satisfy the full-range and high-accuracy speed calibration requirements for TRSM-TPD. The uncertainty of the reference facility in actual traffic is 0.12% within the speed range of (60∼250) km/h, where coverage factor k = 3. The simulated and online calibration results validate the effectiveness of the proposed verification method and the feasibility of the realized target speed simulator and the established reference facility.
- 28 September 2021
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Vehicular Technology
- Vol. 70  (12) , 12374-12388
A Verification Method for Traffic Radar-Based Speed Meter With Target Position Determination in Road Vehicle Speeding Enforcement
Traffic radar-based speed meter (TRSM) is an important measuring instrument for measuring the speed of target vehicle based on the radar Doppler effect, and has been legally used in road vehicle speeding enforcement for more than 30 years in China. TRSM with target position determination (TRSM-TPD) is a new generation of TRSM with the advantages of speeding enforcement by lane, high accuracy of speed measurement and target position determination, high efficiency, low cost, etc. This paper proposes a new verification method for TRSM-TPD in road vehicle speeding enforcement. The proposed verification method includes the simulated speed calibration method for initial verification in the laboratory, and the online speed and position calibration method for subsequent verification in the field. The range of simulated radial speed is up to (1∼400) km/h and the maximum permissible error is within ±0.03 km/h, which can satisfy the full-range and high-accuracy speed calibration requirements for TRSM-TPD. The uncertainty of the reference facility in actual traffic is 0.12% within the speed range of (60∼250) km/h, where coverage factor k = 3. The simulated and online calibration results validate the effectiveness of the proposed verification method and the feasibility of the realized target speed simulator and the established reference facility.