标题
Droplet based microfluidics integrated with machine learning
作者
关键词
Microfluidics, Droplets, Micro-sensors, Machine learning, Deep learning
出版物
SENSORS AND ACTUATORS A-PHYSICAL
Volume 332, Issue -, Pages 113096
出版商
Elsevier BV
发表日期
2021-09-13
DOI
10.1016/j.sna.2021.113096
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Machine learning enables design automation of microfluidic flow-focusing droplet generation
- (2021) Ali Lashkaripour et al. Nature Communications
- Droplet Based Microfluidic Device Integrated with Ink Jet Printed Three Electrode System for Electrochemical Detection of Ascorbic Acid
- (2021) Sangam Srikanth et al. SENSORS AND ACTUATORS A-PHYSICAL
- Active Flow Control and Dynamic Analysis in Droplet Microfluidics
- (2021) Nan Shi et al. Annual Review of Analytical Chemistry
- Adoption of reinforcement learning for the intelligent control of a microfluidic peristaltic pump
- (2021) Takaaki Abe et al. Biomicrofluidics
- Droplet-based lab-on-chip platform integrated with laser ablated graphene heaters to synthesize gold nanoparticles for electrochemical sensing and fuel cell applications
- (2021) Sangam Srikanth et al. Scientific Reports
- An asymmetric flow-focusing droplet generator promotes rapid mixing of reagents
- (2021) K. I. Belousov et al. Scientific Reports
- A combined microfluidic deep learning approach for lung cancer cell high throughput screening toward automatic cancer screening applications
- (2021) Hadi Hashemzadeh et al. Scientific Reports
- Point-of-Care PCR Assays for COVID-19 Detection
- (2021) Niharika Gupta et al. Biosensors-Basel
- Using deep learning to recognize liquid–liquid flow patterns in microchannels
- (2020) Chong Shen et al. AICHE JOURNAL
- Advances of droplet-based microfluidics in drug discovery
- (2020) Yuetong Wang et al. Expert Opinion on Drug Discovery
- Optimization and Characterization of Direct UV Laser Writing System for Microscale Applications
- (2020) Sangam Srikanth et al. JOURNAL OF MICROMECHANICS AND MICROENGINEERING
- Intelligent image-based deformation-assisted cell sorting with molecular specificity
- (2020) Ahmad Ahsan Nawaz et al. NATURE METHODS
- Image-Based Single Cell Sorting Automation in Droplet Microfluidics
- (2020) Muhsincan Sesen et al. Scientific Reports
- Mixing characterization of binary-coalesced droplets in microchannels using deep neural network
- (2020) A. Arjun et al. Biomicrofluidics
- Droplet size prediction in a microfluidic flow focusing device using an adaptive network based fuzzy inference system
- (2020) Sina Mottaghi et al. BIOMEDICAL MICRODEVICES
- Point of Care Diagnostics in the Age of COVID-19
- (2020) Meysam Rezaei et al. Diagnostics
- Image-Based Live Cell Sorting
- (2020) Cody A. LaBelle et al. TRENDS IN BIOTECHNOLOGY
- Machine learning based system for managing energy efficiency of public sector as an approach towards smart cities
- (2020) Marijana Zekić-Sušac et al. INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT
- A State-of-the-Art Survey on Deep Learning Theory and Architectures
- (2019) Md Zahangir Alom et al. Electronics
- Effect of device geometry on droplet size in co-axial flow-focusing microfluidic droplet generation devices
- (2019) M. Rahimi et al. COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS
- FluoroCellTrack: An algorithm for automated analysis of high-throughput droplet microfluidic data
- (2019) Manibarathi Vaithiyanathan et al. PLoS One
- Deep Cytometry: Deep learning with Real-time Inference in Cell Sorting and Flow Cytometry
- (2019) Yueqin Li et al. Scientific Reports
- Learning from droplet flows in microfluidic channels using deep neural networks
- (2019) Pooria Hadikhani et al. Scientific Reports
- Geometry Effects of Axisymmetric Flow-Focusing Microchannels for Single Cell Encapsulation
- (2019) Mohammad Nooranidoost et al. Materials
- The Effect of Oil Viscosity on Droplet Generation Rate and Droplet Size in a T-Junction Microfluidic Droplet Generator
- (2019) Junyi Yao et al. Micromachines
- Recent Advances in Droplet Microfluidics
- (2019) Yun Ding et al. ANALYTICAL CHEMISTRY
- Controllable size and form of droplets in microfluidic-assisted devices: Effects of channel geometry and fluid velocity on droplet size
- (2019) Omid Sartipzadeh et al. Materials Science & Engineering C-Materials for Biological Applications
- Micro-Raman Technology to Interrogate Two-Phase Extraction on a Microfluidic Device
- (2018) Gilbert L. Nelson et al. ANALYTICAL CHEMISTRY
- Deep learning in agriculture: A survey
- (2018) Andreas Kamilaris et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Generative Adversarial Networks: An Overview
- (2018) Antonia Creswell et al. IEEE SIGNAL PROCESSING MAGAZINE
- An adaptive neural-fuzzy approach for microfluidic droplet size prediction
- (2018) Ali Lashkaripour et al. MICROELECTRONICS JOURNAL
- Machine learning & artificial intelligence in the quantum domain: a review of recent progress
- (2018) Vedran Dunjko et al. REPORTS ON PROGRESS IN PHYSICS
- Alternating Droplet Formation by using Tapered Channel Geometry
- (2018) Muhammad Saqib et al. Scientific Reports
- Machine Learning for Network Automation: Overview, Architecture, and Applications [Invited Tutorial]
- (2018) Danish Rafique et al. Journal of Optical Communications and Networking
- High-resolution nuclear magnetic resonance spectroscopy in microfluidic droplets
- (2018) William Hale et al. LAB ON A CHIP
- Coding of Experimental Conditions in Microfluidic Droplet Assays Using Colored Beads and Machine Learning Supported Image Analysis
- (2018) Carl‐Magnus Svensson et al. Small
- Deep Learning with Microfluidics for Biotechnology
- (2018) Jason Riordon et al. TRENDS IN BIOTECHNOLOGY
- Guest Editorial A Remarkable Resurgence of Artificial Intelligence and Its Impact on Automation and Autonomy
- (2017) K. C. Morris et al. IEEE Transactions on Automation Science and Engineering
- Monodisperse non-Newtonian micro-droplet generation in a co-flow device
- (2017) Arsalan Taassob et al. Journal of the Brazilian Society of Mechanical Sciences and Engineering
- Active droplet sorting in microfluidics: a review
- (2017) Heng-Dong Xi et al. LAB ON A CHIP
- Passive and active droplet generation with microfluidics: a review
- (2017) Pingan Zhu et al. LAB ON A CHIP
- Microfluidic droplet platform for ultrahigh-throughput single-cell screening of biodiversity
- (2017) Stanislav S. Terekhov et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Label-free detection of cellular drug responses by high-throughput bright-field imaging and machine learning
- (2017) Hirofumi Kobayashi et al. Scientific Reports
- Droplets and Bubbles in Microfluidic Devices
- (2016) Shelley Lynn Anna Annual Review of Fluid Mechanics
- Microdroplet size prediction in microfluidic systems via artificial neural network modeling for water-in-oil emulsion formulation
- (2016) Yassine Mahdi et al. JOURNAL OF DISPERSION SCIENCE AND TECHNOLOGY
- Effects of Junction Angle and Viscosity Ratio on Droplet Formation in Microfluidic Cross-Junction
- (2016) Ich-Long Ngo et al. JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME
- Droplet microfluidics for microbiology: techniques, applications and challenges
- (2016) Tomasz S. Kaminski et al. LAB ON A CHIP
- Droplet generation in co-flow microfluidic channels with vibration
- (2016) Pingan Zhu et al. Microfluidics and Nanofluidics
- Deep learning
- (2016) Nicole Rusk NATURE METHODS
- Droplet microfluidics: A tool for biology, chemistry and nanotechnology
- (2016) Samaneh Mashaghi et al. TRAC-TRENDS IN ANALYTICAL CHEMISTRY
- Deep Learning in Label-free Cell Classification
- (2016) Claire Lifan Chen et al. Scientific Reports
- Machine-learning approaches in drug discovery: methods and applications
- (2015) Antonio Lavecchia DRUG DISCOVERY TODAY
- Accurate microfluidic sorting of droplets at 30 kHz
- (2015) Adam Sciambi et al. LAB ON A CHIP
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Machine learning applications in genetics and genomics
- (2015) Maxwell W. Libbrecht et al. NATURE REVIEWS GENETICS
- Machine learning: Trends, perspectives, and prospects
- (2015) M. I. Jordan et al. SCIENCE
- Recent Advances in Applications of Droplet Microfluidics
- (2015) Wei-Lung Chou et al. Micromachines
- A multi-functional bubble-based microfluidic system
- (2015) Khashayar Khoshmanesh et al. Scientific Reports
- Subsecond Electrophoretic Separations from Droplet Samples for Screening of Enzyme Modulators
- (2014) Erik D. Guetschow et al. ANALYTICAL CHEMISTRY
- Electrochemical detection of droplet contents in polystyrene microfluidic chip with integrated micro film electrodes
- (2014) Xianqiao Hu et al. JOURNAL OF ELECTROANALYTICAL CHEMISTRY
- Review and analysis of performance metrics of droplet microfluidics systems
- (2014) Liat Rosenfeld et al. Microfluidics and Nanofluidics
- Real-time monitoring of chemical reaction in microdroplet using fluorescence spectroscopy
- (2014) Takeshi Fukuda et al. SENSORS AND ACTUATORS B-CHEMICAL
- The Microfluidic Jukebox
- (2014) Say Hwa Tan et al. Scientific Reports
- Analytical detection techniques for droplet microfluidics—A review
- (2013) Ying Zhu et al. ANALYTICA CHIMICA ACTA
- Interfacing Droplet Microfluidics with Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry: Label-Free Content Analysis of Single Droplets
- (2013) Simon K. Küster et al. ANALYTICAL CHEMISTRY
- Effects of viscosity, interfacial tension, and flow geometry on droplet formation in a microfluidic T-junction
- (2013) Jonathan D. Wehking et al. Microfluidics and Nanofluidics
- FT-IR Spectroscopic Imaging of Reactions in Multiphase Flow in Microfluidic Channels
- (2012) K. L. Andrew Chan et al. ANALYTICAL CHEMISTRY
- A perspective on paper-based microfluidics: Current status and future trends
- (2012) Xu Li et al. Biomicrofluidics
- Optical imaging techniques in microfluidics and their applications
- (2012) Jigang Wu et al. LAB ON A CHIP
- The effect of interfacial tension on droplet formation in flow-focusing microfluidic device
- (2011) Lu Peng et al. BIOMEDICAL MICRODEVICES
- Droplets Formation and Merging in Two-Phase Flow Microfluidics
- (2011) Hao Gu et al. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES
- Surfactants in droplet-based microfluidics
- (2011) Jean-Christophe Baret LAB ON A CHIP
- Droplet formation in microfluidic cross-junctions
- (2011) Haihu Liu et al. PHYSICS OF FLUIDS
- Droplet based microfluidics
- (2011) Ralf Seemann et al. REPORTS ON PROGRESS IN PHYSICS
- Low-Reynolds-number droplet motion in a square microfluidic channel
- (2011) Yechun Wang et al. THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS
- Microdroplets in Microfluidics: An Evolving Platform for Discoveries in Chemistry and Biology
- (2010) Ashleigh B. Theberge et al. ANGEWANDTE CHEMIE-INTERNATIONAL EDITION
- Dynamics of microfluidic droplets
- (2010) Charles N. Baroud et al. LAB ON A CHIP
- Flow regime transition at high capillary numbers in a microfluidic T-junction: Viscosity contrast and geometry effect
- (2010) Amit Gupta et al. PHYSICS OF FLUIDS
- Electrochemical Detection for Paper-Based Microfluidics
- (2009) Wijitar Dungchai et al. ANALYTICAL CHEMISTRY
- Bubble formation and breakup mechanism in a microfluidic flow-focusing device
- (2009) Taotao Fu et al. CHEMICAL ENGINEERING SCIENCE
- Coalescence and splitting of confined droplets at microfluidic junctions
- (2009) G. F. Christopher et al. LAB ON A CHIP
- Effect of geometry on droplet formation in the squeezing regime in a microfluidic T-junction
- (2009) Amit Gupta et al. Microfluidics and Nanofluidics
- Droplet breakup in microfluidic T-junctions at small capillary numbers
- (2009) M.-C. Jullien et al. PHYSICS OF FLUIDS
- Breakup of drops in a microfluidic T junction
- (2009) A. M. Leshansky et al. PHYSICS OF FLUIDS
- Manipulation of droplets in microfluidic systems
- (2009) Chun-Guang Yang et al. TRAC-TRENDS IN ANALYTICAL CHEMISTRY
- Microfluidic Droplet-Based Liquid−Liquid Extraction
- (2008) Pascaline Mary et al. ANALYTICAL CHEMISTRY
- Droplet microfluidics
- (2008) Shia-Yen Teh et al. LAB ON A CHIP
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started