Ziming Liu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Ziming Liu has a total of 21 co-authors. Here are the top co-authors by number of shared publications:
- Chenyang Wang
National Key Laboratory of Intelligent Collaborative Perception and Analytic Cognition, Beijing, PRC
2 shared publications - Chenyang Wang
Intelligent Collaborative Perception and Analytical Cognition Laboratory, Beijing 100080, China
2 shared publications - Gan Shi
The Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
2 shared publications - Hua Chen
School of Aeronautics and Astronautics, Zhejiang University, Hangzhou 311200, China
2 shared publications - Jianghao Wu
Beihang University
2 shared publications - Jin Cui
Intelligent Collaborative Perception and Analytical Cognition Laboratory, Beijing 100080, China
2 shared publications
Latest Publications
- Open Access
Multi-Objective Co-Optimization of Electromechanical and Wing-Load for Insect-Inspired Micro Aerial Vehicles
This study investigates the multi-objective design of flapping-wing parameters using aerodynamic load calculations and steady-state motor performance evaluation. First, a semi-empirical flexible-wing aerodynamic model is combined with a steady-state motor model through the transmission relationship to evaluate aerodynamic loads and motor operating points for different morphological and kinematic parameters. Second, steady-state motor efficiency and lift- and power-normalized control torque sensitivity are evaluated to compare candidate wing designs. Experimental comparisons for the tested configurations provide a reference for evaluating model discrepancies, and the model is used to examine parameter-dependent trends. Finally, the Non-dominated Sorting Genetic Algorithm II (NSGA-II) is applied to perform multi-objective optimization of wing morphological and kinematic parameters. The optimization aims to maximize the normalized control torque sensitivity and motor efficiency while minimizing aerodynamic power consumption, subject to lift and maximum torque constraints. Constraint checking and non-dominated filtering retain 39 candidates from 126 feasible solutions. A representative design is selected by prioritizing the normalized control torque sensitivity within this set. The representative design selected under the adopted model and preference yields a wingspan of 75 mm, a slack angle of , a flapping amplitude of 175., and a flapping frequency of 29.55 Hz. Under this configuration, the calculated aerodynamic power is approximately 3.39 W, and the calculated steady-state motor efficiency is 69%. The framework supports preliminary comparison of control torque sensitivity, aerodynamic power, and steady-state motor efficiency for iterative wing design.Open AccessMulti-Objective Co-Optimization of Electromechanical and Wing-Load for Insect-Inspired Micro Aerial Vehicles
This study investigates the multi-objective design of flapping-wing parameters using aerodynamic load calculations and steady-state motor performance evaluation. First, a semi-empirical flexible-wing aerodynamic model is combined with a steady-state motor model through the transmission relationship to evaluate aerodynamic loads and motor operating points for different morphological and kinematic parameters. Second, steady-state motor efficiency and lift- and power-normalized control torque sensitivity are evaluated to compare candidate wing designs. Experimental comparisons for the tested configurations provide a reference for evaluating model discrepancies, and the model is used to examine parameter-dependent trends. Finally, the Non-dominated Sorting Genetic Algorithm II (NSGA-II) is applied to perform multi-objective optimization of wing morphological and kinematic parameters. The optimization aims to maximize the normalized control torque sensitivity and motor efficiency while minimizing aerodynamic power consumption, subject to lift and maximum torque constraints. Constraint checking and non-dominated filtering retain 39 candidates from 126 feasible solutions. A representative design is selected by prioritizing the normalized control torque sensitivity within this set. The representative design selected under the adopted model and preference yields a wingspan of 75 mm, a slack angle of , a flapping amplitude of 175., and a flapping frequency of 29.55 Hz. Under this configuration, the calculated aerodynamic power is approximately 3.39 W, and the calculated steady-state motor efficiency is 69%. The framework supports preliminary comparison of control torque sensitivity, aerodynamic power, and steady-state motor efficiency for iterative wing design. - Open Access
A High-Quality and Efficient Trajectory Replanning Method for Quadrotor Swarms Based on Rolling-Horizon Collision Resolution
We propose a high-quality and computationally efficient trajectory replanning method for Unmanned Aerial Vehicle (UAV) swarms, termed RHCR-Opt, which is designed to continuously and efficiently generate multiple collision-free trajectories in dense obstacle environments. RHCR-Opt consists of three layers. The first two layers are the rolling-horizon collision resolution (RHCR) algorithm based on the Conflict-Based Search (CBS), while the third layer focuses on trajectory generation and optimization using Minimum Control (MINCO) trajectories. Within the two-layer RHCR framework, the improved Lifelong Planning A* (LPA*) algorithm incorporating spatiotemporal constraints is proposed and employed as the low-level solver of CBS to satisfy the frequent search requirements for feasible paths under varying spatiotemporal constraints, thereby significantly improving computational efficiency. Furthermore, the rolling-horizon collision resolution concept is adopted in the high-level CBS framework, where only the discovery of collision-free paths within a finite time window is considered. This substantially reduces the computational burden associated with trajectory generation and optimization beyond the time window. At the third layer, a MINCO-based trajectory generation scheme is designed, and a swarm trajectory joint optimization framework with a finite time window is proposed to generate dynamically feasible and collision-free trajectories. In addition, for swarm missions requiring simultaneous arrival, a two-stage temporal coordination optimization method is developed. Extensive simulation experiments demonstrate that, compared with state-of-the-art (SOTA) algorithms on the proposed benchmark, RHCR-Opt achieves significant improvements in both trajectory quality and computational efficiency. In particular, when the swarm size becomes large, the computational efficiency is improved by at least 23.7%.
Open AccessA High-Quality and Efficient Trajectory Replanning Method for Quadrotor Swarms Based on Rolling-Horizon Collision Resolution
We propose a high-quality and computationally efficient trajectory replanning method for Unmanned Aerial Vehicle (UAV) swarms, termed RHCR-Opt, which is designed to continuously and efficiently generate multiple collision-free trajectories in dense obstacle environments. RHCR-Opt consists of three layers. The first two layers are the rolling-horizon collision resolution (RHCR) algorithm based on the Conflict-Based Search (CBS), while the third layer focuses on trajectory generation and optimization using Minimum Control (MINCO) trajectories. Within the two-layer RHCR framework, the improved Lifelong Planning A* (LPA*) algorithm incorporating spatiotemporal constraints is proposed and employed as the low-level solver of CBS to satisfy the frequent search requirements for feasible paths under varying spatiotemporal constraints, thereby significantly improving computational efficiency. Furthermore, the rolling-horizon collision resolution concept is adopted in the high-level CBS framework, where only the discovery of collision-free paths within a finite time window is considered. This substantially reduces the computational burden associated with trajectory generation and optimization beyond the time window. At the third layer, a MINCO-based trajectory generation scheme is designed, and a swarm trajectory joint optimization framework with a finite time window is proposed to generate dynamically feasible and collision-free trajectories. In addition, for swarm missions requiring simultaneous arrival, a two-stage temporal coordination optimization method is developed. Extensive simulation experiments demonstrate that, compared with state-of-the-art (SOTA) algorithms on the proposed benchmark, RHCR-Opt achieves significant improvements in both trajectory quality and computational efficiency. In particular, when the swarm size becomes large, the computational efficiency is improved by at least 23.7%.
- Open Access
Motion Damping Modeling of Bio-Inspired Flapping Wing and Its Application in Lateral Flight Stability Analysis
Bio-inspired flapping-wing micro air vehicles (FWMAVs) are a research hotspot in micro air vehicles due to their high maneuverability and hovering capabilities. Accurate motion damping modeling is a prerequisite for their attitude disturbance rejection and control law design. Addressing the key issues in existing research—namely, the low computational efficiency of high-fidelity flexible-wing aerodynamic simulations and the inability of efficient rigid-wing assumptions to capture dynamic deformation of flexible wings—this paper investigates motion damping modeling for FWMAVs and its application to lateral flight stability analysis. First, an aerodynamic damping model under lateral motion parameters is established by approximating the flexible-wing surface using the spatial topology of the spar and veins. Second, numerical simulations of the flapping trajectory and motion damping are conducted. Subsequently, the validity and reliability of the model are verified through wind tunnel and turntable experiments. Finally, leveraging this model, lateral flight dynamics equations are derived to perform lateral stability analysis. The results effectively address the gap in assessing flapping-induced aerodynamic damping for flexible wings, providing an accurate analytical damping model, an efficient simulation framework, and an effective open-loop dynamics assessment method for the rapid design iteration and control algorithm development of FWMAVs.
Open AccessMotion Damping Modeling of Bio-Inspired Flapping Wing and Its Application in Lateral Flight Stability Analysis
Bio-inspired flapping-wing micro air vehicles (FWMAVs) are a research hotspot in micro air vehicles due to their high maneuverability and hovering capabilities. Accurate motion damping modeling is a prerequisite for their attitude disturbance rejection and control law design. Addressing the key issues in existing research—namely, the low computational efficiency of high-fidelity flexible-wing aerodynamic simulations and the inability of efficient rigid-wing assumptions to capture dynamic deformation of flexible wings—this paper investigates motion damping modeling for FWMAVs and its application to lateral flight stability analysis. First, an aerodynamic damping model under lateral motion parameters is established by approximating the flexible-wing surface using the spatial topology of the spar and veins. Second, numerical simulations of the flapping trajectory and motion damping are conducted. Subsequently, the validity and reliability of the model are verified through wind tunnel and turntable experiments. Finally, leveraging this model, lateral flight dynamics equations are derived to perform lateral stability analysis. The results effectively address the gap in assessing flapping-induced aerodynamic damping for flexible wings, providing an accurate analytical damping model, an efficient simulation framework, and an effective open-loop dynamics assessment method for the rapid design iteration and control algorithm development of FWMAVs.
- Open Access
- 20 June 2025
- Published by Elsevier in Chinese Journal of Aeronautics
- Vol. 39 (3)
Efficient prediction of aerodynamic characteristics of flexible flapping wings based on unsteady panel method
- 20 June 2025
- Published by Elsevier in Chinese Journal of Aeronautics
- Vol. 39 (3)
Open AccessEfficient prediction of aerodynamic characteristics of flexible flapping wings based on unsteady panel method
- Open Access
- 2 June 2025
- Published by SAGE Publications in International Journal of Micro Air Vehicles
- Vol. 17
Experimental study on the aerodynamic optimization design of flexible wings for tailless flapping wing micro air vehicles
Flexible wings, serving as the key components of tailless flapping wing micro air vehicles (FWMAVs), simultaneously generate lift, thrust, and control torques. Due to the complex unsteady fluid-structure interactions involved in their flapping, accurately predicting their aerodynamic performance, such as mean lift and lift-to-power efficiency, becomes challenging. There is also a lack of widely accepted and rational design methods for flexible wings. To address these, we propose an experimental optimization design method based on response surfaces methodology and investigate the impact of four design parameters—aspect ratio ( A ), slack angle ( θ ), taper ratio ( λ ), and flapping frequency ( f )—on the aerodynamic performance of flexible wings. The results show that the models accurately predict the aerodynamic performance of flexible wings, with an error margin of less than 10% compared to experimental measurements. Utilizing these models, an optimal flexible wing for a tailless FWMAV with a mass of 15 g was designed and manufactured, which can generate 15.24 gf of lift while maintaining a lift-to-power efficiency of 6.07 gf/W. Additionally, the models indicate that the four parameters are nearly equally important for the aerodynamic performance of flexible wings, and the coupling between these parameters also significantly affects the aerodynamic performance. Specifically, A & λ , A & f , θ & f , and λ & f affect mean lift, while A & λ , θ & λ , and θ & f affect lift-to-power efficiency. These coupling effects help explain the contradictions found in previous studies regarding the influence of different parameters. Our research provides clear guidance and practical methods for designing flexible wings in tailless FWMAVs.
- 2 June 2025
- Published by SAGE Publications in International Journal of Micro Air Vehicles
- Vol. 17
Open AccessExperimental study on the aerodynamic optimization design of flexible wings for tailless flapping wing micro air vehicles
Flexible wings, serving as the key components of tailless flapping wing micro air vehicles (FWMAVs), simultaneously generate lift, thrust, and control torques. Due to the complex unsteady fluid-structure interactions involved in their flapping, accurately predicting their aerodynamic performance, such as mean lift and lift-to-power efficiency, becomes challenging. There is also a lack of widely accepted and rational design methods for flexible wings. To address these, we propose an experimental optimization design method based on response surfaces methodology and investigate the impact of four design parameters—aspect ratio ( A ), slack angle ( θ ), taper ratio ( λ ), and flapping frequency ( f )—on the aerodynamic performance of flexible wings. The results show that the models accurately predict the aerodynamic performance of flexible wings, with an error margin of less than 10% compared to experimental measurements. Utilizing these models, an optimal flexible wing for a tailless FWMAV with a mass of 15 g was designed and manufactured, which can generate 15.24 gf of lift while maintaining a lift-to-power efficiency of 6.07 gf/W. Additionally, the models indicate that the four parameters are nearly equally important for the aerodynamic performance of flexible wings, and the coupling between these parameters also significantly affects the aerodynamic performance. Specifically, A & λ , A & f , θ & f , and λ & f affect mean lift, while A & λ , θ & λ , and θ & f affect lift-to-power efficiency. These coupling effects help explain the contradictions found in previous studies regarding the influence of different parameters. Our research provides clear guidance and practical methods for designing flexible wings in tailless FWMAVs.
- Open Access
- 17 May 2024
- Published by MDPI AG in Applied Sciences
- Vol. 14 (10) , 4258
Aerodynamic Analysis of Hovering Flapping Wing Using Multi-Plane Method and Quasi-Steady Blade Element Theory
In the design of flapping-wing micro-size air vehicles capable of hovering, wings serve as the primary source of hovering power, making the analysis of aerodynamics and aerodynamic efficiency crucial. Traditional quasi-steady models treat the wings as single rigid plane, neglecting the deformable characteristics of flexible wings. This paper proposes a multi-plane method that, in conjunction with various design parameters of flexible wings in a two-dimensional plane, analyzes their deformation characteristics under the assumption of multiple planes in three-dimensional space, and describes the deformation of wings during flapping. By combining the quasi-steady aerodynamic model, aerodynamic analysis of the deformed wings can be conducted. The relationship between the slack angle, wing flapping position, and wing deformation are analyzed, along with their effects on aerodynamics and aerodynamic efficiency. Experiments validate the deformation patterns of wings during flapping and compare the simulated aerodynamic forces with measured ones. The results indicate that wing deformation can be accurately described by adjusting the parameters in the multi-plane method and that the aerodynamic analysis using this method closely approximates the average lift results. Additionally, the multi-plane method establishes a connection between wing morphology and aerodynamic forces and efficiency, providing valuable insights for aerodynamic analysis.
- 17 May 2024
- Published by MDPI AG in Applied Sciences
- Vol. 14 (10) , 4258
Open AccessAerodynamic Analysis of Hovering Flapping Wing Using Multi-Plane Method and Quasi-Steady Blade Element Theory
In the design of flapping-wing micro-size air vehicles capable of hovering, wings serve as the primary source of hovering power, making the analysis of aerodynamics and aerodynamic efficiency crucial. Traditional quasi-steady models treat the wings as single rigid plane, neglecting the deformable characteristics of flexible wings. This paper proposes a multi-plane method that, in conjunction with various design parameters of flexible wings in a two-dimensional plane, analyzes their deformation characteristics under the assumption of multiple planes in three-dimensional space, and describes the deformation of wings during flapping. By combining the quasi-steady aerodynamic model, aerodynamic analysis of the deformed wings can be conducted. The relationship between the slack angle, wing flapping position, and wing deformation are analyzed, along with their effects on aerodynamics and aerodynamic efficiency. Experiments validate the deformation patterns of wings during flapping and compare the simulated aerodynamic forces with measured ones. The results indicate that wing deformation can be accurately described by adjusting the parameters in the multi-plane method and that the aerodynamic analysis using this method closely approximates the average lift results. Additionally, the multi-plane method establishes a connection between wing morphology and aerodynamic forces and efficiency, providing valuable insights for aerodynamic analysis.
- Open Access
- 13 December 2023
- Published by MDPI AG in Applied Sciences
- Vol. 13 (24) , 13209
Modeling and Improvement for String-Based Drive Mechanism in Insect-like Flapping Wing Micro Air Vehicle
Most of the driving mechanisms used in micro flapping wing vehicles are gear and linkage transmission mechanisms, which convert the unidirectional rotation of the motor into the reciprocating flapping of the driving mechanism. However, gear and linkage transmission mechanisms occupy a larger space and weight with certain energy losses. This article introduces a drive mechanism that is different from gear and linkage mechanisms, namely the string-based mechanism. In this study, the working principle and various parameters in string-based mechanisms are analyzed, and the flapping trajectory and amplitude of the mechanism is simulated. Following that, this article proposes an improved method of the cam mechanism, designs the trajectory of a cam mechanism, and a physical design is carried out with a driving mechanism width of 22 mm. Subsequently, the experiments are conducted to compare the flapping trajectory of the actual mechanism with the simulation trajectory, thereby verifying the simulation accuracy. The results prove that, in a string-based mechanism, the ratio of the radius of the pulley to the installation radius of the double-layer bearings has a direct impact on the flapping amplitude, and optimizing the design of cam mechanisms can effectively reduce the tensile and relaxation phenomena in string-based mechanisms. The above conclusion was verified in physical experiments, where the modified cam mechanism effectively reduced the stuck phenomenon in the string-based mechanism.
- 13 December 2023
- Published by MDPI AG in Applied Sciences
- Vol. 13 (24) , 13209
Open AccessModeling and Improvement for String-Based Drive Mechanism in Insect-like Flapping Wing Micro Air Vehicle
Most of the driving mechanisms used in micro flapping wing vehicles are gear and linkage transmission mechanisms, which convert the unidirectional rotation of the motor into the reciprocating flapping of the driving mechanism. However, gear and linkage transmission mechanisms occupy a larger space and weight with certain energy losses. This article introduces a drive mechanism that is different from gear and linkage mechanisms, namely the string-based mechanism. In this study, the working principle and various parameters in string-based mechanisms are analyzed, and the flapping trajectory and amplitude of the mechanism is simulated. Following that, this article proposes an improved method of the cam mechanism, designs the trajectory of a cam mechanism, and a physical design is carried out with a driving mechanism width of 22 mm. Subsequently, the experiments are conducted to compare the flapping trajectory of the actual mechanism with the simulation trajectory, thereby verifying the simulation accuracy. The results prove that, in a string-based mechanism, the ratio of the radius of the pulley to the installation radius of the double-layer bearings has a direct impact on the flapping amplitude, and optimizing the design of cam mechanisms can effectively reduce the tensile and relaxation phenomena in string-based mechanisms. The above conclusion was verified in physical experiments, where the modified cam mechanism effectively reduced the stuck phenomenon in the string-based mechanism.