12 citations · 15 across the 5 of their papers we have counts for
5 papers
A rapid and automated computational approach to the design of multistable soft actuators
Mehran Mirramezani, Deniz Oktay, Ryan P. Adams
We develop an automated computational modeling framework for rapid gradient-based design of multistable soft mechanical structures composed of non-identical bistable unit cells wit…
JAX FDM: A differentiable solver for inverse form-finding
Rafael Pastrana, Deniz Oktay, Ryan P. Adams +1
We introduce JAX FDM, a differentiable solver to design mechanically efficient shapes for 3D structures conditioned on target architectural, fabrication and structural properties.…
Neuromechanical Autoencoders: Learning to Couple Elastic and Neural Network Nonlinearity
Deniz Oktay, Mehran Mirramezani, Eder Medina +1
Intelligent biological systems are characterized by their embodiment in a complex environment and the intimate interplay between their nervous systems and the nonlinear mechanical…
Meta-PDE: Learning to Solve PDEs Quickly Without a Mesh
Tian Qin, Alex Beatson, Deniz Oktay +2
Partial differential equations (PDEs) are often computationally challenging to solve, and in many settings many related PDEs must be be solved either at every timestep or for a var…
More Stiffness with Less Fiber: End-to-End Fiber Path Optimization for 3D-Printed Composites
Xingyuan Sun, Geoffrey Roeder, Tianju Xue +2
In 3D printing, stiff fibers (e.g., carbon fiber) can reinforce thermoplastic polymers with limited stiffness. However, existing commercial digital manufacturing software only prov…