AEROMORPH

PUBLICATIONS

 

    1. He, S., S. Kiyabu, P. Buskohl and P. Musgrave (2026). "Embodying Intelligence into Mechanical Metamaterials using Physical Reservoir Computing " In Preparation.

    2. Musgrave, Patrick, and He, S., " Mechanical Neural Network Using Vibrating Nonlinear Metamaterials." U.S. Patent Application No. 63/824,356. Filed 6 June 2025.

    3. Carvajal, M., Pahari, B., Ukeiley, L, Oates, W., “A mutual information measure for predicting the performance of physical reservoir computers,” Journal of Intelligent Material Systems and Structures, accepted for publication.

    4. Musgrave, P. and A. Wong, Physical Reservoir Computing for Structural Health Monitoring. Measurement science and Technology, 2026.

    5. Kiyabu, S., S. Toledo, S. He, A. Criner, P. Musgrave and P. Buskohl (2026). "Geometric Nonlinearity for 2D Mechanical Reservoir Computing." Journal of Intelligent Material Systems and Structures. In Press.

    6. Carvajal, M., Tiwari, P., Smith, R., Tuna, B. A., Kumar, R., & Oates, W. (2026). Aerodynamic Physical Reservoir Computer Training Using Oscillating Vortex Generators. In AIAA SCITECH 2026 Forum (p. 0901). https://arc.aiaa.org/doi/abs/10.2514/6.2026-0901

    7. Sensing and Processing of a Shock-Induced Recirculation Bubble Using a Vibratory Physical Reservoir Computer, Shan He, Dylan Rautenstrauch, Brandon Giompalo, Lawrence Ukeiley, Patrick F Musgrave, AIAA SciTech, Jan. 2026. AIAA Paper 2026-0902. https://arc.aiaa.org/doi/abs/10.2514/6.2026-0902

    8. Sensing of Shock Wave Boundary Layer Interaction using a Vibratory Physical Reservoir Computer, Lawrence Ukeiley, Patrick F Musgrave, Brandon Giompalo, Dylan Rautenstrauch, Shan He, Division of Fluid Dynamics Annual Meeting November 2025.

    9. Pahari, Basanta R., and William Oates. "An Entropy Dynamics Approach to Inferring Fractal-Order Complexity in the Electromagnetics of Solids." Entropy 26.12 (2024): 1103.

    10. Carvajal, M. A., Oates, W. S., & Pahari, B. R. (2024, May). Multifractal analysis of heat transport in DLA structures. In Behavior and Mechanics of Multifunctional Materials XVIII (Vol. 12947, pp. 23-34). SPIE.

    11. Pahari, B. R., Stanisauskis, E., Mashayekhi, S., & Oates, W. (2023). An entropy dynamics approach for deriving and applying fractal and fractional order viscoelasticity to elastomers. Journal of Applied Mechanics, 90(8), 081009.

    12. Carvajal, M. A., Pahari, B. R., & Oates, W. (2023, April). Finite difference modeling of heat diffusion on diffusion-limited aggregation generated fractal structures. In Behavior and Mechanics of Multifunctional Materials XVII (Vol. 12484, pp. 41-50). SPIE.

    13. Walker, C. R., Tuna, B., Kumar, R., & Dickinson, B. (2024). Time-Resolved Dynamics of Forebody Articulation at High Angles of Incidence. In AIAA SCITECH 2024 Forum (p. 1939).

    14. Carvajal, M. A., Pahari, B. R., Oates, W. S., He, S., & Musgrave, P. F. (2024, September). Multifractal Analysis of Physical Reservoir Computer Structures. In Smart Materials, Adaptive Structures and Intelligent Systems (Vol. 88322, p. V001T08A003). American Society of Mechanical Engineers.

    15. He, S., & Musgrave, P. (2024, September). Nonlinear Effect in Physical Reservoir Computing Using a Mechanical Oscillator. In Smart Materials, Adaptive Structures and Intelligent Systems (Vol. 88322, p. V001T08A002). American Society of Mechanical Engineers.

    16. Vera, A., Mills, D. A., & Sheplak, M. (2024). A Sapphire Pressure Sensor for High-Temperature Applications. In AIAA SCITECH 2024 Forum (p. 2448).

    17. Vera, A., Mills, D. A., & Sheplak, M. (2024). A Sapphire Pressure Sensor for High-Temperature Applications. In AIAA SCITECH 2024 Forum (p. 2448).

    18. Walker, C. R., Tuna, B., Kumar, R., & Dickinson, B. (2024). Time-Resolved Dynamics of Forebody Articulation at High Angles of Incidence. In AIAA SCITECH 2024 Forum (p. 1939).

    19. Ghannadian, A. C., Gosse, R. C., Roy, S., Lawless, Z. D., Miller, S. A., & Jewell, J. S. (2024). Spatiotemporal Koopman decomposition of second mode instability from a hypersonic schlieren video. Physics of Fluids, 36(9).

    20. Michels, Lucas Z., et al. "Discontinuous Galerkin Simulation for Aero-Thermo-Acoustic Relationship in Compressible ZPG Turbulent Flows With Varying Wall Temperatures." AIAA SCITECH 2025 Forum. 2025.He, Shan, and Patrick Musgrave. "The Role of Nonlinearity in a Mechanical Oscillator as a Reservoir Computer." Available at SSRN 5049610.