24 citations · 25 across the 7 of their papers we have counts for
7 papers
Optimal feedback control under stepwise equilibration and partial observation
Francesco Mottes, Michael P. Brenner
Many microscopic machines rely on noisy signals to direct nonequilibrium transformations and operate in a timescale-separated regime. We consider feedback protocols in which a syst…
Gradient-based optimization of exact stochastic kinetic models
Francesco Mottes, Qian-Ze Zhu, Michael P. Brenner
Stochastic kinetic models describe systems across biology, chemistry, and physics where discrete events and small populations render deterministic approximations inadequate. Parame…
Generalizing PDE Emulation with Equation-Aware Neural Operators
Qian-Ze Zhu, Paul Raccuglia, Michael P. Brenner
Solving partial differential equations (PDEs) can be prohibitively expensive using traditional numerical methods. Deep learning-based surrogate models typically specialize in a sin…
Fundamental Scaling Constraints for Equilibrium Molecular Computing
Erin Crawley, Qian-Ze Zhu, Michael P. Brenner
Molecular computing promises massive parallelization to explore solution spaces, but so far practical implementations remain limited due to off-target binding and exponential proli…
Inferring interaction potentials from stochastic particle trajectories
Ella M. King, Megan C. Engel, Caroline Martin +5
Accurate interaction potentials between microscopic components such as colloidal particles or cells are crucial to understanding a range of processes, including colloidal crystalli…
Proofreading mechanism for colloidal self-assembly
Qian-Ze Zhu, Chrisy Xiyu Du, Ella M. King +1
Designing components that can robustly self-assemble into structures with biological complexity is a grand challenge for material science. Proofreading and error correction is requ…
Programmable patchy particles for materials design
Ella M. King, Chrisy Xiyu Du, Qian-Ze Zhu +2
Direct design of complex functional materials would revolutionize technologies ranging from printable organs to novel clean energy devices. However, even incremental steps towards…