Autonomous Optimization of Fluid Systems at Varying Length Scales

Alexander E. Siemenna,1, Evyatar Shaulskyb, Matthew Beveridgec, Tonio Buonassisia, Sara M. Hashmib, and Iddo Droric,2 aDepartment of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139; bDepartment of Chemical Engineering, Northeastern University, Boston, MA 02115; cDepartment of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139

[1]  Smadar Cohen,et al.  High throughput microfluidic system with multiple oxygen levels for the study of hypoxia in tumor spheroids , 2021, Biofabrication.

[2]  D. Papageorgiou.  ON THE BREAKUP OF VISCOUS LIQUID THREADS , 1995 .

[3]  Qianxiao Li,et al.  Machine Learning and High-Throughput Robust Design of P3HT-CNT Composite Thin Films for High Electrical Conductivity , 2020, 2011.10382.

[4]  Nando de Freitas,et al.  A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning , 2010, ArXiv.

[5]  G. Whitesides,et al.  Mechanism for flow-rate controlled breakup in confined geometries: a route to monodisperse emulsions. , 2005, Physical review letters.

[6]  Mohamed Gibril Bah,et al.  Fabrication and application of complex microcapsules: a review. , 2019, Soft matter.

[7]  E. Leclerc,et al.  Water-in-oil droplet formation in a flow-focusing microsystem using pressure- and flow rate-driven pumps , 2017 .

[8]  Carl E. Rasmussen,et al.  Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.

[9]  W. Ohnesorge.  The formation of drops by nozzles and the breakup of liquid jets , 2019 .

[10]  Collin B Eaker,et al.  Overcoming Rayleigh–Plateau instabilities: Stabilizing and destabilizing liquid-metal streams via electrochemical oxidation , 2020, Proceedings of the National Academy of Sciences.

[11]  Ruipeng Li,et al.  A data fusion approach to optimize compositional stability of halide perovskites , 2021, Matter.

[12]  R. C. Macridis.  A review , 1963 .

[13]  Tuncay Alan,et al.  Droplet control technologies for microfluidic high throughput screening (μHTS). , 2017, Lab on a chip.

[14]  Brian L. DeCost,et al.  Accelerated Development of Perovskite-Inspired Materials via High-Throughput Synthesis and Machine-Learning Diagnosis , 2018, Joule.

[15]  O. B. Usta,et al.  Generation and manipulation of hydrogel microcapsules by droplet-based microfluidics for mammalian cell culture. , 2017, Lab on a chip.

[16]  V. Gnyawali,et al.  Microneedle-assisted microfluidic flow focusing for versatile and high throughput water-in-water droplet generation. , 2019, Journal of colloid and interface science.

[17]  M. Loewenberg,et al.  Soft microcapsules with highly plastic shells formed by interfacial polyelectrolyte-nanoparticle complexation. , 2015, Soft matter.

[18]  Alán Aspuru-Guzik,et al.  Beyond Ternary OPV: High‐Throughput Experimentation and Self‐Driving Laboratories Optimize Multicomponent Systems , 2019, Advanced materials.

[19]  A. deMello,et al.  Recent Advances in Droplet Microfluidics. , 2019, Analytical chemistry.

[20]  Alexandre Pouget,et al.  Learning optimal decisions with confidence , 2018, Proceedings of the National Academy of Sciences.

[21]  Xia Sheng,et al.  Bayesian design of synthetic biological systems , 2011, Proceedings of the National Academy of Sciences.

[22]  D. Weitz,et al.  Dripping to jetting transitions in coflowing liquid streams. , 2007, Physical review letters.

[23]  Hans C. Mayer,et al.  Microscale tipstreaming in a microfluidic flow focusing device , 2006 .

[24]  Philipp Hennig,et al.  Entropy Search for Information-Efficient Global Optimization , 2011, J. Mach. Learn. Res..

[25]  Christophe Clanet,et al.  Transition from dripping to jetting , 1999, Journal of Fluid Mechanics.

[26]  Richard J. Beckman,et al.  A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output From a Computer Code , 2000, Technometrics.

[27]  Armand Ajdari,et al.  Droplet Control for Microfluidics , 2005, Science.

[28]  T. Cubaud,et al.  Capillary threads and viscous droplets in square microchannels , 2008 .

[29]  Yuanjin Zhao,et al.  Emerging Droplet Microfluidics. , 2017, Chemical reviews.

[30]  F. Mugele,et al.  Droplets Formation and Merging in Two-Phase Flow Microfluidics , 2011, International journal of molecular sciences.

[31]  Qianxiao Li,et al.  Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaics , 2019, npj Computational Materials.

[32]  Gareth H. McKinley,et al.  Wolfgang von Ohnesorge , 2011 .