AMDT Lab AI + Electric Motors

Projects

This page shows our upcoming, current, and past sponsored research projects.

We not only conduct cutting-edge research, but also try to work closely with industry. We have established good collaborations with many top companies, and we believe that the economic benefit is a core criterion to evaluate the research; good research should propel the advancement of our society.

Current

Multi-Temporal-Spatial-Scale Electromagnetic-Thermal Coupling Analytical Modeling and Multi-Fidelity Optimization of Permanent-Magnet Vernier Machines
Multi-Temporal-Spatial-Scale Electromagnetic-Thermal Coupling Analytical Modeling and Multi-Fidelity Optimization of Permanent-Magnet Vernier Machines National Natural Science Foundation of China - Youth Fund

Utilizing multi-physics analysis and surrogate-model optimization method to design high-performance vernier motors for humanoid robot actuators.

Development of a High-Power-Density Robot Actuator Driver Based on GaN Devices
Development of a High-Power-Density Robot Actuator Driver Based on GaN Devices National and Local Co-built Humaniod Robot Innovation Center - Open Fund

Replacing silicon-based motor driver with GaN device and implementing neural-network-based algorithm for humanoid robot actuators to improve efficiency and robustness.

Scientist Robot for Perovskite Solar Cell Research
Scientist Robot for Perovskite Solar Cell Research HKUST(GZ) MCPF - AI Lab

Constructing an automation system by utilizing data and expert knowledge-driven artificial intelligence algorithms to conduct closed-loop material design, process optimization, mechanism elucidation, and application research for perovskite solar cells.

Integrated Optimization and Design of a Variable-Speed Pumped Storage Electric Machine and Converter System
Integrated Optimization and Design of a Variable-Speed Pumped Storage Electric Machine and Converter System China Southern Power Grid

Using machine learning algorithms to analyze and optimize the motor-inverter unit of pumped storage system, and providing data for the corresponding device-level twin simulation platform for maintenance purpose.

Development of A Flux-Enhancing Dual-Mechanical-Port Electric Machine For Far-Sea Hybrid Unmanned Surface Vehicles
Development of A Flux-Enhancing Dual-Mechanical-Port Electric Machine For Far-Sea Hybrid Unmanned Surface Vehicles Guangzhou of Bureau Education - Yangcheng Scholar Project

Designing and optimizing a novel flux-enhancing dual-mechanical-port electric machine for the hybrid propulsion system of far-sea hybrid unmanned surface vehicles to increase its range, dynamic performance, and reliability.

Multi-physics Optimization and Control of Slot-Module Axial-Split-Phase Electric Machines for Electric Vehicle Application
Multi-physics Optimization and Control of Slot-Module Axial-Split-Phase Electric Machines for Electric Vehicle Application Guangdong Basic and Applied Basic Research Foundation - General Project

Proposing a novel slot-module axial-split-phase electric machine with a series-winding inverter with high power density, strong fault tolerance. The studied multi-physics analysis framework can be transferred to other applications.

Research on A Back-to-Back Consequent-Pole Axial-Flux Permanent Magnet Synchronous Motor for Legged Robot s Joint Drive Application
Research on A Back-to-Back Consequent-Pole Axial-Flux Permanent Magnet Synchronous Motor for Legged Robot's Joint Drive Application Guangdong Basic and Applied Basic Research Foundation - Youth Project

Investigating a new topology scheme for back-to-back alternating pole axial permanent magnet synchronous motors for legged robot drives, providing a more compact, higher torque density solution.

Development of A Complex-Vector Resolver and Its Demodulation System
Development of A Complex-Vector Resolver and Its Demodulation System Harbin Institute of Technology (Shenzhen)

Developing a novel reluctance resolve system based on the complex plane excitation mechanism, which can fudamentally eliminating the limitation on high-speed accuracy imposed by a single sinusoidal excitation signal in conventional rotary transformer demodulation systems.

Development of A High-Voltage 1200V Powertrain System for eVTOL Aircraft Using Wide-Band-Gap Semiconductors
Development of A High-Voltage (1200V) Powertrain System for eVTOL Aircraft Using Wide-Band-Gap Semiconductors Low Altitude Systems and Economy Research Institute

Inspired by the significant speed-drop curves observed in eVTOLs’ and UAVs’ propulsion motors under strong wind disturbances, integrating machine learning into motor control and proposing an “anti-disturbance zero-speed-drop intelligent control algorithm”.

Past

Development of a Mechanical Energy Storage Prototype
Development of a Mechanical Energy Storage Prototype China Energy Engineering Corporation Limited

Designing an advanced gravity storage system and the corresponding control strategy to utilize gravity of weights to store energy, and cooperating with the power grid to realize peak shaving effect.

Research on the Clustered Utilization of Renewable Energies at Guangdong Offshore Considering Hydrogen Storage and Conversion
Research on the Clustered Utilization of Renewable Energies at Guangdong Offshore Considering Hydrogen Storage and Conversion China Southern Power Grid

Establishing an integrated land-sea energy system framework by combining electric storage ships with a power-to-hydrogen system, so the geographical advantages of offshore wind power can be fully leveraged.

Neural-Network-Based Overshoot-Inspired Servo Motor Control for Industrial Robots
Neural-Network-Based Overshoot-Inspired Servo Motor Control for Industrial Robots Guangdong Provincial Department of Education - Innovation Project

Developing a neural network speed stability compensation control method inspired by the motor overshoot problem to reduce speed overshoot issue during the dynamic response process of servo motors.

Development of A High-Torque-Density Double-Stator Vernier Machine System for Industrial Robots
Development of A High-Torque-Density Double-Stator Vernier Machine System for Industrial Robots Guangzhou-HKUST(GZ) Joint Funding Project

Developing a dual-stator vernier motor with the Halbach array arrangement of permanent magnets to significantly enhance torque density, and the proposed motor is suitable for heavy-duty industrial robot application.

Development of A Consequent-Pole Vernier Machine Servo System for Industrial Robot Application
Development of A Consequent-Pole Vernier Machine Servo System for Industrial Robot Application Guangzhou Municipal Science and Technology Project

Developing a high-precision composite analytical method that combines the Fourier series method and magnetic network method for solving electromagnetic parameters of the proposed consequent-pole permanent magnet vernier motors.

Development of New Low-Speed High-Torque Permanent Magnet Motors
Development of New Low-Speed High-Torque Permanent Magnet Motors Direct Drive Tech Company

Designing and manufacturing a low-speed high-torque direct-drive PMSM for wheeled robot application, the efficiency can be improved, noise reduced, and service life prolonged thanks to the elimination of reduction gearboxes.