A Constraint-Based Safety Evaluation Model for Low-Impact Separation of Combined UAVs
Abstract
1. Introduction
2. Existing Separation Platform and Assessment Inputs
2.1. Previously Developed Mechanism and Scope Boundary
2.2. Aero-Frictional Loading Inputs
2.3. Incremental Structural Optimization and Strength Margin
3. Constraint-Based Separation Safety Evaluation and Case Application
3.1. Dynamic Response as an Evaluation Input
3.2. Roll-Control Constraint
3.3. Constraint-Normalized Framework and Clearance-Decision Template
3.4. Experimental Evidence for the Low-Impact Response Channel
3.5. Verification Scope, Uncertainty, and Limitations
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Cooper, J.R.; Rothhaar, P.M. Dynamics and control of in-flight wing tip docking. J. Guid. Control Dyn. 2018, 41, 2327–2337. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yang, Y.H.; Xiong, X.Z.; Yan, Y.H. UAV formation trajectory planning algorithms: A review. Drones 2023, 7, 62. [Google Scholar] [CrossRef] [Scilit]
- Patil, M.J.; Hodges, D.H.; Cesnik, C.E.S. Nonlinear aeroelasticity and flight dynamics of high-altitude long-endurance aircraft. J. Aircr. 2001, 38, 88–94. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Patil, M.J.; Hodges, D.H. On the importance of aerodynamic and structural geometrical nonlinearities in aeroelastic behavior of high-aspect-ratio wings. J. Fluids Struct. 2004, 19, 905–915. [Google Scholar] [CrossRef] [Scilit]
- An, C.; Yang, C.; Xie, C.; Yang, L. Flutter and gust response analysis of a wing model including geometric nonlinearities based on a modified structural ROM. Chin. J. Aeronaut. 2020, 33, 48–63. [Google Scholar] [CrossRef] [Scilit]
- Cea, A.; Palacios, R. A non-intrusive geometrically nonlinear augmentation to generic linear aeroelastic models. J. Fluids Struct. 2021, 101, 103222. [Google Scholar] [CrossRef] [Scilit]
- Robinson, B.; da Costa, L.; Poirel, D.; Pettit, C.L.; Khalil, M.; Sarkar, A. Aeroelastic oscillations of a pitching flexible wing with structural geometric nonlinearities: Theory and numerical simulation. J. Sound Vib. 2020, 484, 115389. [Google Scholar] [CrossRef] [Scilit]
- An, C.; Xie, C.; Meng, Y.; Liu, D.; Yang, C. Flight dynamics and stable control analyses of multibody aircraft. Eng. Mech. 2021, 38, 248–256. [Google Scholar] [CrossRef]
- Montalvo, C.; Costello, M. Meta aircraft flight dynamics. J. Aircr. 2015, 52, 107–115. [Google Scholar] [CrossRef] [Scilit]
- Magill, S.A.; Schetz, J.A.; Mason, W.H. Compound aircraft transport: A comparison of wingtip-docked and close-formation flight. In Proceedings of the 41st Aerospace Sciences Meeting and Exhibit, Reno, NV, USA, 6–9 January 2003; AIAA Paper: Reston, VA, USA, 2003. [Google Scholar] [CrossRef] [Scilit]
- Köthe, A.; Luckner, R. Applying eigenstructure assignment to inner-loop flight control laws for a multibody aircraft. CEAS Aeronaut. J. 2022, 13, 33–43. [Google Scholar] [CrossRef] [Scilit]
- Liu, L.; Kim, T.; Lai, K.L. Efficient analysis of HALE aircraft structure for static aeroelastic behavior. J. Aerosp. Eng. 2017, 30, 04016075. [Google Scholar] [CrossRef] [Scilit]
- Patterson, M.D.; Quinlan, J.; Fredericks, W.J.; Tse, E.; Bakhle, I. A modular unmanned aerial system for missions requiring distributed aerial presence or payload delivery. In Proceedings of the 55th AIAA Aerospace Sciences Meeting, Grapevine, TX, USA, 9–13 January 2017; AIAA Paper: Reston, VA, USA, 2017. [Google Scholar] [CrossRef] [Scilit]
- Zhou, W.; Ma, P.; Guo, Z.; Wang, D.; Zhou, R. Research of combined fixed-wing UAV based on wingtip chained. Acta Aeronaut. Astronaut. Sin. 2022, 43, 325946. [Google Scholar] [CrossRef]
- Meng, Y.; An, C.; Xie, C.; Yang, C. Conceptual design and flight test of two wingtip-docked multi-body aircraft. Chin. J. Aeronaut. 2022, 35, 144–155. [Google Scholar] [CrossRef] [Scilit]
- An, C.; Wang, L.; Xie, C.; Yang, C. Aerodynamics characteristics and flight dynamics analysis of multi-body aircraft. In Proceedings of the 2021 Asia-Pacific International Symposium on Aerospace Technology (APISAT 2021), Volume 1; Lee, S., Han, C., Choi, J.-Y., Kim, S., Kim, J.H., Eds.; Lecture Notes in Electrical Engineering; Springer Nature: Singapore, 2023; Volume 912, pp. 375–384. [Google Scholar] [CrossRef] [Scilit]
- Liu, D.; Xie, C.; Hong, G.; An, C. Modeling, simulation, and cruise characteristics of wingtip-jointed composite aircraft. Appl. Sci. 2020, 10, 8763. [Google Scholar] [CrossRef] [Scilit]
- Etkin, B. Dynamics of Atmospheric Flight; Dover Publications: Mineola, NY, USA, 2005. [Google Scholar]
- Stevens, B.L.; Lewis, F.L.; Johnson, E.N. Aircraft Control and Simulation: Dynamics, Controls Design, and Autonomous Systems, 3rd ed.; John Wiley & Sons: Hoboken, NJ, USA, 2015. [Google Scholar] [CrossRef] [Scilit]
- Grauer, J.A.; Morelli, E.A. Generic global aerodynamic model for aircraft. J. Aircr. 2015, 52, 13–20. [Google Scholar] [CrossRef] [Scilit]
- Chan, J.; Papaioannou, I.; Straub, D. An adaptive subset simulation algorithm for system reliability analysis with discontinuous limit states. Reliab. Eng. Syst. Saf. 2022, 225, 108607. [Google Scholar] [CrossRef] [Scilit]
- Du, S.; Zhong, G.; Wang, F.; Pang, B.; Zhang, H.; Jiao, Q. Safety risk modelling and assessment of civil unmanned aircraft system operations: A comprehensive review. Drones 2024, 8, 354. [Google Scholar] [CrossRef] [Scilit]
- Fitrikananda, B.P.; Jenie, Y.I.; Sasongko, R.A.; Muhammad, H. Risk assessment method for UAV’s sense and avoid system based on multi-parameter quantification and Monte Carlo simulation. Aerospace 2023, 10, 781. [Google Scholar] [CrossRef] [Scilit]
- Huang, L.; Huang, C.; Zhou, C.; Xie, C.; Zhao, Z.; Huang, T. Research on the collision risk of fusion operation of manned aircraft and unmanned aircraft at Zigong Airport. Sensors 2024, 24, 4842. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhu, R.; Yang, Z.; Chen, J. Conflict risk assessment between non-cooperative drones and manned aircraft in airport terminal areas. Appl. Sci. 2022, 12, 10377. [Google Scholar] [CrossRef] [Scilit]
- Zhang, Q.; Jia, S.; Chen, J.; Zhang, J. Compliant mechanism design of combined aircraft wing for stable separation. Aeronaut. J. 2024, 128, 1665–1680. [Google Scholar] [CrossRef] [Scilit]
- Moustapha, M.; Marelli, S.; Sudret, B. Active learning for structural reliability: Survey, general framework and benchmark. Struct. Saf. 2022, 96, 102174. [Google Scholar] [CrossRef] [Scilit]
- Moustapha, M.; Parisi, P.; Marelli, S.; Sudret, B. Reliability analysis of arbitrary systems based on active learning and global sensitivity analysis. Reliab. Eng. Syst. Saf. 2024, 248, 110150. [Google Scholar] [CrossRef] [Scilit]
- SAE International. Guidelines for Conducting the Safety Assessment Process on Civil Aircraft, Systems, and Equipment; SAE Standard ARP4761A; SAE International: Warrendale, PA, USA, 2023. [Google Scholar] [CrossRef] [Scilit]
- Federal Aviation Administration. System Design and Analysis; Advisory Circular AC 25.1309-1B; Federal Aviation Administration: Washington, DC, USA, 2024. Available online: https://www.faa.gov/regulations_policies/advisory_circulars/index.cfm/go/document.information/documentID/1043037 (accessed on 2 September 2026).








| Category | Parameter | Symbol | Value | Unit |
|---|---|---|---|---|
| Geometric | Total Length of Guide Groove | L | 150 | mm |
| Total Height of Guide Groove | H | 40 | mm | |
| Material | Material Grade | Al-7075 | - | - |
| Young’s Modulus | E | 71.7 | GPa | |
| Aerodynamic | Cruise Speed | V | 60 | m/s |
| Air Density | ρ | 1.225 | kg/m3 |
| Performance Indicator | Baseline Configuration | Refined Configuration | Relative Variation |
|---|---|---|---|
| Maximum Equivalent von Mises Stress σeq,max | 17.2 MPa | 10.4 MPa | 39.5% |
| Torque Ripple Rate | 12.50% | 8.20% | 34.40% |
| Parameter | Symbol | Value | Unit |
|---|---|---|---|
| Contact Stiffness | k | 2.5 × 106 | N/m |
| Damping Coefficient | c | 450 | N·s/m |
| Friction Coefficient (Rolling) | μr | 0.005 | - |
| Simulation Time Step | Δt | 0.001 | s |
| AOA (α) | Speed (V) | Min. Clearance (dmin) | Safety Status |
|---|---|---|---|
| 3° | 60 m/s | 12.4 mm | Clearance pass |
| 4° | 60 m/s | 14.8 mm | Clearance pass |
| 5° | 60 m/s | 5.2 mm | Clearance pass |
| 6° | 60 m/s | −1.5 mm | Collision Risk |
| 7° | 60 m/s | −2.1 mm | Collision Risk |
| AOA | ησ | ηM | ηd | Ssep | Active Constraint | Status |
|---|---|---|---|---|---|---|
| 3° | >0 † | >0 † | 0.310 | >0 † | Not resolved † | Nominal pass † |
| 4° | >0 † | >0 † | 0.370 | >0 † | Not resolved † | Nominal pass † |
| 5° | >0 † | >0 † | 0.130 | >0 † | Not resolved † | Nominal pass † |
| 6° | >0 † | >0 † | −0.038 | −0.038 | Clearance | Collision risk |
| 7° | >0 † | >0 † | −0.053 | −0.053 | Clearance | Collision risk |
| dreq (mm) | ηd at 3° | ηd at 4° | ηd at 5° | ηd at 6° | ηd at 7° | Sampled Transition Interval |
|---|---|---|---|---|---|---|
| 0 | 0.310 | 0.370 | 0.130 | −0.038 | −0.053 | 5–6° |
| 5 | 0.185 | 0.245 | 0.005 | −0.163 | −0.178 | 5–6° (5° marginal) |
| 6 | 0.160 | 0.220 | −0.020 | −0.188 | −0.203 | 4–5° |
| dref (mm) | ηd at 3° | ηd at 4° | ηd at 5° | ηd at 6° | ηd at 7° |
|---|---|---|---|---|---|
| 20 | 0.620 | 0.740 | 0.260 | −0.075 | −0.105 |
| 40 | 0.310 | 0.370 | 0.130 | −0.038 | −0.053 |
| 80 | 0.155 | 0.185 | 0.065 | −0.019 | −0.026 |
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Zhang, Q.; Liu, S.; Chen, J. A Constraint-Based Safety Evaluation Model for Low-Impact Separation of Combined UAVs. Machines 2026, 14, 1074. https://doi.org/10.3390/machines14091074
Zhang Q, Liu S, Chen J. A Constraint-Based Safety Evaluation Model for Low-Impact Separation of Combined UAVs. Machines. 2026; 14(9):1074. https://doi.org/10.3390/machines14091074
Chicago/Turabian StyleZhang, Qingsong, Shaoyang Liu, and Jinbao Chen. 2026. "A Constraint-Based Safety Evaluation Model for Low-Impact Separation of Combined UAVs" Machines 14, no. 9: 1074. https://doi.org/10.3390/machines14091074
APA StyleZhang, Q., Liu, S., & Chen, J. (2026). A Constraint-Based Safety Evaluation Model for Low-Impact Separation of Combined UAVs. Machines, 14(9), 1074. https://doi.org/10.3390/machines14091074

