저널명 : ACS Omega, 3, 10084-10091 (2018) 
저자 : Oliver Dressler, Philip Howes, Jaebum Choo and Andrew deMelllo* 
기타사항 :  

Abstract

Recent years have witnessed an explosion in the application of microfluidic techniques to a wide variety of problems in the chemical and biological sciences. Despite the many considerable advantages that microfluidic systems bring to experimental science, microfluidic platforms often exhibit inconsistent system performance when operated over extended timescales. Such variations in performance are because of a multiplicity of factors, including microchannel fouling, substrate deformation, temperature and pressure fluctuations, and inherent manufacturing irregularities. The introduction and integration of advanced control algorithms in microfluidic platforms can help mitigate such inconsistencies, paving the way for robust and repeatable long-term experiments. Herein, two state-of-the-art reinforcement learning algorithms, based on Deep Q-Networks and model-free episodic controllers, are applied to two experimental “challenges,” involving both continuous-flow and segmented-flow microfluidic systems. The algorithms are able to attain superhuman performance in controlling and processing each experiment, highlighting the utility of novel control algorithms for automated high-throughput microfluidic experimentation.


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List of Articles
제목 저널명 저자 기타사항

2019 High-throughput Microfluidic Imaging Flow Cytometry file

저널명 Current Opinion in Biotechnology, 55, 36-43 (2019) 

저자 Stavros Stavrakis, Gregor Holzner, Jaebum Choo* and Andrew deMello* 

기타사항  

2018 Cut-and-Paste Transferrable Pressure Sensing Cartridge Films file

저널명 Chemistry of Materials, 30(18), 6410–6419 (2018). 

저자 H. Hwang, S. E. Choi, S. W. Han, I. You, E. S. Jeong, S. Kim, H. Yang, S. Lee, J. Choo, J. W. Kim* and U. Jeong* 

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2018 A Sample-in-Digital-Answer-out System for Rapid Detection and Quantitation of... file

저널명 Analytical and Bioanalytical Chemistry, 410, 7019-7030 (2018). 

저자 H. Yang, Z. Chen, X. Cao, Z. Li, S. Stavrakis, J. Choo, A. J. deMello,* P. D. Howes and N. He* 

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2018 Simultaneous immunoassays of dual prostate cancer markers using a SERS-based microdr... file

저널명 Biosensors & Bioelectronics,119, 126-133 (2018) 

저자 Rongke Gao*, Ziyi Cheng, Xiaokun Wang, Liandong Yu, Zhongyi Guo, Gang Zhao and Jaebum Choo* 

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2018 An optofluidic system with integrated microlens arrays for parallel imaging flo...

저널명 Lab on a Chip, in press. 

저자 Gregor Holzner, Ying Du, Xiaobao Cao, Jaebum Choo, Andrew deMello* and Stavros Stavrakis* 

기타사항  

2018 Reinforcement Learning for Dynamic Microfluidic Control file

저널명 ACS Omega, 3, 10084-10091 (2018) 

저자 Oliver Dressler, Philip Howes, Jaebum Choo and Andrew deMelllo* 

기타사항  

2018 Application of SERS-based Microfluidics for In Vitro Diagnostics

저널명 In “Medical and Biological Applications Using Microfluidic Devices”, Book Chapter 9 (2018) in press, Springer. 

저자 Jinhyeok Jeon, Namhyun Choi, Joung-il Moon, Hao Chen and Jaebum Choo* 

기타사항 Book Chapter 

2018 Fluoropolymer Coated PDMS Microfluidic Devices for Application in Organic ... file

저널명 Chemistry - A European Journal, 24, 12078-12083 (2018) 

저자 T. Yang, J. Choo, S. Stavrakis* and A. deMello* 

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2018 Sensitive and Reproducible Immunoassay of Multiple Mycotoxins Using Surface-En... file

저널명 Small, 1801623 (2018). 

저자 Xiaokun Wang, Sung-Gyu Park, Juhui Ko, Xiaofei Xiao, Vincenzo Giannini, Stefan A. Maier, Dong-Ho Kim,* Jaebum Choo* 

기타사항 Frontispiece 

2018 Plasmonic Colorimetric Sensors Based on Etching and Growth of Noble Metal ... file

저널명 Biosensors & Bioelectronics, 114, 52-65 (2018) 

저자 Z. Zhang, H. Wang, Z. Chen, X. Wang, J. Choo* and L. Chen* 

기타사항  


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