Journal Publications

[3] Lee RH, Sainaghi P, Hopkins JB. Comparing Mechanical Neural-Network Learning Algorithms. Journal of Mechanical Design. 2023;145(7):071704.

[2] Hopkins JB, Lee RH, Sainaghi P. Using binary-stiffness beams within mechanical neural-network metamaterials to learn. Smart Materials and Structures. 2023;32(3):035015.

[1] Bui L, Edwards S, Hall E, Alderfer L, Round K, Owen M, Sainghi P, Zhang S, Nallathamby PD, Haneline LS, Hanjaya-Putra D. Engineering bioactive nanoparticles to rejuvenate vascular progenitor cells. Communications Biology. 2022;5(1):635.

Conference Papers (Peer Reviewed)

[2] Sainaghi P, Lee R, Hopkins JB. The Importance of Precision in Mechanical Neural Networks that Learn Behaviors. 38th ASPE Annual Meeting. Boston, MA. 2023.

[1] Sainaghi P, Plecnik M. Methods for Folding Linkages Out of Carbon Fiber. In: Larochelle P, McCarthy JM, editors. Proceedings of the 2022 USCToMM Symposium on Mechanical Systems and Robotics. Cham: Springer International Publishing; 2022. p. 100–15. (Mechanisms and Machine Science; vol. 118).

Patents

[Provisional Filing] Sainaghi P, Gray A, Luo C, Hopkins JB, Cullinan MA. Mechanical Neural Network driven by Flexure-Based, Meso-Scale, Bidirectional Thermal Actuators.

Conference Oral Presentations

[3] Sainaghi P, Gray A, Luo C, Hopkins JB, Cullinan MA. Design and Fabrication of Flexure-Based, Meso-Sized, Thermally-Actuated, Bidirectional Linear Transducer. International Design Engineering Technical Conferences & Computers and Information in Engineering (IDETC/CIE) Conference 2024. Washington, DC. 2024.

[2] Sainaghi P, Lee R, Hopkins JB. The Importance of Precision in Mechanical Neural Networks that Learn Behaviors. 38th ASPE Annual Meeting. Boston, MA. 2023.

[1] Sainaghi P, Plecnik M. Methods for Folding Linkages Out of Carbon Fiber. In: Larochelle P, McCarthy JM, editors. Proceedings of the 2022 USCToMM Symposium on Mechanical Systems and Robotics. Cham: Springer International Publishing; 2022. p. 100–15. (Mechanisms and Machine Science; vol. 118).
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