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。Deep learning enables accurate analysis of images generated from droplet-based digital polymerase chain reaction (dPCR)
Younseong Song et al.
SENSORS AND ACTUATORS B-CHEMICAL (2023)
A Machine Learning and Computer Vision Approach to Rapidly Optimize Multiscale Droplet Generation
Alexander E. Siemenn et al.
ACS APPLIED MATERIALS & INTERFACES (2022)
Precise and fast microdroplet size distribution measurement using deep learning
Shuyuan Zhang et al.
CHEMICAL ENGINEERING SCIENCE (2022)
An outlook on microfluidics: the promise and the challenge
Sarah Battat et al.
LAB ON A CHIP (2022)
Multi-Object Detector YOLOv4-Tiny Enables High-Throughput Combinatorial and Spatially-Resolved Sorting of Cells in Microdroplets
Lewis Howell et al.
ADVANCED MATERIALS TECHNOLOGIES (2022)
Microfluidic Devices Controlled by Machine Learning with Failure Experiments
Kenta Fukada et al.
ANALYTICAL CHEMISTRY (2022)
Physics-based statistical learning perspectives on droplet formation characteristics in microfluidic cross-junctions
Ji-Xiang Wang et al.
APPLIED PHYSICS LETTERS (2022)
Trends in Droplet Microfluidics: From Droplet Generation to Biomedical Applications
Zhengkun Chen et al.
LANGMUIR (2022)
Artificial intelligence-based microfluidic platforms for the sensitive detection of environmental pollutants: Recent advances and prospects
Niki Pouyanfar et al.
TRENDS IN ENVIRONMENTAL ANALYTICAL CHEMISTRY (2022)
Microfluidic Droplet-SERS Platform for Single-Cell Cytokine Analysis via a Cell Surface Bioconjugation Strategy
Lili Cong et al.
ANALYTICAL CHEMISTRY (2022)
Toward Explainable Artificial Intelligence for Regression Models A methodological perspective
Simon Letzgus et al.
IEEE SIGNAL PROCESSING MAGAZINE (2022)
Machine Learning-Aided Microdroplets Breakup Characteristic Prediction in Flow-Focusing Microdevices by Incorporating Variations of Cross-Flow Tilt Angles
Bahram Talebjedi et al.
LANGMUIR (2022)
Widely accessible method for 3D microflow mapping at high spatial and temporal resolutions
Evan Lammertse et al.
MICROSYSTEMS & NANOENGINEERING (2022)
Recent Advances of Utilizing Artificial Intelligence in Lab on a Chip for Diagnosis and Treatment
Samaneh Zare Harofte et al.
SMALL (2022)
Machine-Learning-Enabled Design and Manipulation of a Microfluidic Concentration Gradient Generator
Naiyin Zhang et al.
MICROMACHINES (2022)
Deep learning detector for high precision monitoring of cell encapsulation statistics in microfluidic droplets
Karl Gardner et al.
LAB ON A CHIP (2022)
Surfactant-laden droplet size prediction in a flow-focusing microchannel: a data-driven approach
Loic Chagot et al.
LAB ON A CHIP (2022)
Machine learning for microfluidic design and control
David McIntyre et al.
LAB ON A CHIP (2022)
Ensemble latent assimilation with deep learning surrogate model: application to drop interaction in a microfluidics device
Yilin Zhuang et al.
LAB ON A CHIP (2022)
Machine learning enables design automation of microfluidic flow-focusing droplet generation
Ali Lashkaripour et al.
NATURE COMMUNICATIONS (2021)
In-process analysis of pharmaceutical emulsions using computer vision and artificial intelligence
Saritha Unnikrishnan et al.
CHEMICAL ENGINEERING RESEARCH & DESIGN (2021)
Droplet based microfluidics integrated with machine learning
Sangam Srikanth et al.
SENSORS AND ACTUATORS A-PHYSICAL (2021)
Cavitation-microstreaming-based lysis and DNA extraction using a laser-machined polycarbonate microfluidic chip
Abdi Mirgissa Kaba et al.
SENSORS AND ACTUATORS B-CHEMICAL (2021)
Exploring mechanism of enzyme catalysis by on-chip transient kinetics coupled with global data analysis and molecular modeling
David Hess et al.
CHEM (2021)
Protein design-scapes generated by microfluidic DNA assembly elucidate domain coupling in the bacterial histidine kinase CpxA
Iain C. Clark et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2021)
Deep Learning-Enabled Label-Free On-Chip Detection and Selective Extraction of Cell Aggregate-Laden Hydrogel Microcapsules
Alisa M. White et al.
SMALL (2021)
Machine Learning Model of Dimensionless Numbers to Predict Flow Patterns and Droplet Characteristics for Two-Phase Digital Flows
Jinsong Zhang et al.
APPLIED SCIENCES-BASEL (2021)
Two-step machine learning enables optimized nanoparticle synthesis
Flore Mekki-Berrada et al.
NPJ COMPUTATIONAL MATERIALS (2021)
Self-Driving Platform for Metal Nanoparticle Synthesis: Combining Microfluidics and Machine Learning
Huachen Tao et al.
ADVANCED FUNCTIONAL MATERIALS (2021)
Exploiting machine learning for bestowing intelligence to microfluidics
Jiahao Zheng et al.
BIOSENSORS & BIOELECTRONICS (2021)
Artificial intelligence-powered microfluidics for nanomedicine and materials synthesis
Linbo Liu et al.
NANOSCALE (2021)
Self-Driven Multistep Quantum Dot Synthesis Enabled by Autonomous Robotic Experimentation in Flow
Kameel Abdel-Latif et al.
ADVANCED INTELLIGENT SYSTEMS (2021)
Enhancing gravitational-wave science with machine learning
Elena Cuoco et al.
MACHINE LEARNING-SCIENCE AND TECHNOLOGY (2021)
Artificial intelligence in disease diagnostics: A critical review and classification on the current state of research guiding future direction
Milad Mirbabaie et al.
HEALTH AND TECHNOLOGY (2021)
Consumers and Artificial Intelligence: An Experiential Perspective
Stefano Puntoni et al.
JOURNAL OF MARKETING (2021)
A survey on semi-supervised learning
Jesper E. Van Engelen et al.
MACHINE LEARNING (2020)
Recent Advances in Droplet Microfluidics
Yun Ding et al.
ANALYTICAL CHEMISTRY (2020)
An Overview of Deep Learning Architecture of Deep Neural Networks and Autoencoders
Mohit Sewak et al.
Journal of Computational and Theoretical Nanoscience (2020)
Differentiated Visualization of Single-Cell 5-Hydroxymethylpyrimidines with Microfluidic Hydrogel Encoding
Feng Chen et al.
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY (2020)
Artificial Intelligence in Healthcare: Review and Prediction Case Studies
Guoguang Rong et al.
ENGINEERING (2020)
Single-cell dispensing and 'real-time' cell classification using convolutional neural networks for higher efficiency in single-cell cloning
Julian Riba et al.
SCIENTIFIC REPORTS (2020)
Image-Based Single Cell Sorting Automation in Droplet Microfluidics
Muhsincan Sesen et al.
SCIENTIFIC REPORTS (2020)
A deep learning approach for designed diffraction-based acoustic patterning in microchannels
Samuel J. Raymond et al.
SCIENTIFIC REPORTS (2020)
Artificial intelligence and the future of global health
Nina Schwalbe et al.
LANCET (2020)
Inverse design of microfluidic concentration gradient generator using deep learning and physics-based component model
Seong Hyeon Hong et al.
MICROFLUIDICS AND NANOFLUIDICS (2020)
High-throughput single-cell activity-based screening and sequencing of antibodies using droplet microfluidics
Annabelle Gerard et al.
NATURE BIOTECHNOLOGY (2020)
Artificial Chemist: An Autonomous Quantum Dot Synthesis Bot
Robert W. Epps et al.
ADVANCED MATERIALS (2020)
A review of mathematical modeling, artificial intelligence and datasets used in the study, prediction and management of COVID-19
Youssoufa Mohamadou et al.
APPLIED INTELLIGENCE (2020)
Mixing characterization of binary-coalesced droplets in microchannels using deep neural network
A. Arjun et al.
BIOMICROFLUIDICS (2020)
Droplet size prediction in a microfluidic flow focusing device using an adaptive network based fuzzy inference system
Sina Mottaghi et al.
BIOMEDICAL MICRODEVICES (2020)
A Flexible, Microfluidic, Dispensing System for Screening Drug Combinations
Mark Davies et al.
MICROMACHINES (2020)
Microfluidic Synthesis of Semiconductor Materials: Toward Accelerated Materials Development in Flow
Zachary S. Campbell et al.
PARTICLE & PARTICLE SYSTEMS CHARACTERIZATION (2020)
Intelligent Microfluidics: The Convergence of Machine Learning and Microfluidics in Materials Science and Biomedicine
Edgar A. Galan et al.
MATTER (2020)
Artificial intelligence application for rapid fabrication of size-tunable PLGA microparticles in microfluidics
Safa A. Damiati et al.
SCIENTIFIC REPORTS (2020)
Machine learning and statistical methods for clustering single-cell RNA-sequencing data
Raphael Petegrosso et al.
BRIEFINGS IN BIOINFORMATICS (2020)
A high-throughput system combining microfluidic hydrogel droplets with deep learning for screening the antisolvent-crystallization conditions of active pharmaceutical ingredients
Zhenning Su et al.
LAB ON A CHIP (2020)
Single-Cell Analysis Using Droplet Microfluidics
Kinga Matula et al.
ADVANCED BIOSYSTEMS (2020)
High-throughput screening by droplet microfluidics: perspective into key challenges and future prospects
Emory M. Payne et al.
LAB ON A CHIP (2020)
Machine learning-aided quantification of antibody-based cancer immunotherapy by natural killer cells in microfluidic droplets
Saheli Sarkar et al.
LAB ON A CHIP (2020)
Deep learning guided image-based droplet sorting for on-demand selection and analysis of single cells and 3D cell cultures
Vasileios Anagnostidis et al.
LAB ON A CHIP (2020)
Drug discovery with explainable artificial intelligence
Jose Jimenez-Luna et al.
NATURE MACHINE INTELLIGENCE (2020)
Deep learning and process understanding for data-driven Earth system science
Markus Reichstein et al.
NATURE (2019)
Droplet Microfluidics: Coding of Experimental Conditions in Microfluidic Droplet Assays Using Colored Beads and Machine Learning Supported Image Analysis (Small 4/2019)
Carl-Magnus Svensson et al.
Small (2019)
Reinforcement Learning, Fast and Slow
Matthew Botvinick et al.
TRENDS IN COGNITIVE SCIENCES (2019)
Learning from droplet flows in microfluidic channels using deep neural networks
Pooria Hadikhani et al.
SCIENTIFIC REPORTS (2019)
Superior skin cancer classification by the combination of human and artificial intelligence
Achim Hekler et al.
EUROPEAN JOURNAL OF CANCER (2019)
Droplet movement control using fuzzy logic controller and image processing along with pin valves inside microfluidic device
Faisal Mehmood et al.
MEASUREMENT & CONTROL (2019)
High-Throughput Mapping of B Cell Receptor Sequences to Antigen Specificity
Ian Setliff et al.
CELL (2019)
Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage
Dvir Aran et al.
NATURE IMMUNOLOGY (2019)
The practical implementation of artificial intelligence technologies in medicine
Jianxing He et al.
NATURE MEDICINE (2019)
One-Step Generation of Core-Shell Gelatin Methacrylate (GelMA) Microgels Using a Droplet Microfluidic System
Hui Wang et al.
ADVANCED MATERIALS TECHNOLOGIES (2019)
Oil-in-Water Two-Phase Flow Pattern Identification From Experimental Snapshots Using Convolutional Neural Network
Meng Du et al.
IEEE ACCESS (2019)
Machine learning in materials science
Jing Wei et al.
INFOMAT (2019)
Modeling and Controlling Smart Traffic Light System Using a Rule Based System
Islam Mohammad Albatish et al.
2019 INTERNATIONAL CONFERENCE ON PROMISING ELECTRONIC TECHNOLOGIES (ICPET 2019) (2019)
Droplet microfluidics: from proof-of-concept to real-world utility?
Akkapol Suea-Ngam et al.
CHEMICAL COMMUNICATIONS (2019)
Lessons for artificial intelligence from the study of natural stupidity
Alexander S. Rich et al.
NATURE MACHINE INTELLIGENCE (2019)
Microfluidic fabrication of microparticles for biomedical applications
Wen Li et al.
CHEMICAL SOCIETY REVIEWS (2018)
Interference cancelation scheme with variable bandwidth allocation for universal filtered multicarrier systems in 5G networks
Lei Chen et al.
EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING (2018)
A novel method for the production of core-shell microparticles by inverse gelation optimized with artificial intelligent tools
Rosalia Rodriguez-Dorado et al.
INTERNATIONAL JOURNAL OF PHARMACEUTICS (2018)
On-demand acoustic droplet splitting and steering in a disposable microfluidic chip
Jinsoo Park et al.
LAB ON A CHIP (2018)
Controllable synthesis of nanocrystals in droplet reactors
Liang-Jun Pan et al.
LAB ON A CHIP (2018)
An adaptive neural-fuzzy approach for microfluidic droplet size prediction
Ali Lashkaripour et al.
MICROELECTRONICS JOURNAL (2018)
Machine learning for molecular and materials science
Keith T. Butler et al.
NATURE (2018)
Flexible micro manufacturing platform for the fabrication of PMMA microfluidic devices
G. Trotta et al.
JOURNAL OF MANUFACTURING PROCESSES (2018)
Comparative Analysis and Refinement of Human PSC-Derived Kidney Organoid Differentiation with Single-Cell Transcriptomics
Haojia Wu et al.
CELL STEM CELL (2018)
Artificial intelligence in healthcare
Kun-Hsing Yu et al.
NATURE BIOMEDICAL ENGINEERING (2018)
Reinforcement Learning for Dynamic Microfluidic Control
Oliver J. Dressler et al.
ACS OMEGA (2018)
An Introduction to Deep Reinforcement Learning
Vincent Francois-Lavet et al.
FOUNDATIONS AND TRENDS IN MACHINE LEARNING (2018)
Hydrogel Droplet Microfluidics for High-Throughput Single Molecule/Cell Analysis
Zhi Zhu et al.
ACCOUNTS OF CHEMICAL RESEARCH (2017)
Microdroplet size prediction in microfluidic systems via artificial neural network modeling for water-in-oil emulsion formulation
Yassine Mahdi et al.
JOURNAL OF DISPERSION SCIENCE AND TECHNOLOGY (2017)
Deterministic encapsulation of single cells in thin tunable microgels for niche modelling and therapeutic delivery
Angelo S. Mao et al.
NATURE MATERIALS (2017)
LSTM network: a deep learning approach for short-term traffic forecast
Zheng Zhao et al.
IET INTELLIGENT TRANSPORT SYSTEMS (2017)
Passive and active droplet generation with microfluidics: a review
Pingan Zhu et al.
LAB ON A CHIP (2017)
Single-cell genome sequencing at ultra-high-throughput with microfluidic droplet barcoding
Freeman Lan et al.
NATURE BIOTECHNOLOGY (2017)
Microfluidic droplet platform for ultrahigh-throughput single-cell screening of biodiversity
Stanislav S. Terekhov et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2017)
A review of artificial intelligence based building energy use prediction: Contrasting the capabilities of single and ensemble prediction models
Zeyu Wang et al.
RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2017)
Droplet Microfluidics for the Production of Microparticles and Nanoparticles
Jianmei Wang et al.
MICROMACHINES (2017)
Optimizing Chemical Reactions with Deep Reinforcement Learning
Zhenpeng Zhou et al.
ACS CENTRAL SCIENCE (2017)
Deep Learning for Flow Sculpting: Insights into Efficient Learning using Scientific Simulation Data
Daniel Stoecklein et al.
SCIENTIFIC REPORTS (2017)
Controlled droplet microfluidic systems for multistep chemical and biological assays
T. S. Kaminski et al.
CHEMICAL SOCIETY REVIEWS (2017)
Emerging Droplet Microfluidics
Luoran Shang et al.
CHEMICAL REVIEWS (2017)
Injectable Stem Cell-Laden Photocrosslinkable Microspheres Fabricated Using Microfluidics for Rapid Generation of Osteogenic Tissue Constructs
Xin Zhao et al.
ADVANCED FUNCTIONAL MATERIALS (2016)
Deep Learning Representation using Autoencoder for 3D Shape Retrieval
Zhuotun Zhu et al.
NEUROCOMPUTING (2016)
Droplet microfluidics: A tool for biology, chemistry and nanotechnology
Samaneh Mashaghi et al.
TRAC-TRENDS IN ANALYTICAL CHEMISTRY (2016)
Combinatorial microfluidic droplet engineering for biomimetic material synthesis
Lukmaan A. Bawazer et al.
SCIENCE ADVANCES (2016)
Rule-based systems: a granular computing perspective
Han Liu et al.
GRANULAR COMPUTING (2016)
Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets
Evan Z. Macosko et al.
CELL (2015)
Probabilistic machine learning and artificial intelligence
Zoubin Ghahramani
NATURE (2015)
Single-cell ChIP-seq reveals cell subpopulations defined by chromatin state
Assaf Rotem et al.
NATURE BIOTECHNOLOGY (2015)
Machine learning: Trends, perspectives, and prospects
M. I. Jordan et al.
SCIENCE (2015)
25th Anniversary Article: Double Emulsion Templated Solid Microcapsules: Mechanics And Controlled Release
Sujit S. Datta et al.
ADVANCED MATERIALS (2014)
Synchronized reinjection and coalescence of droplets in microfluidics
Manhee Lee et al.
LAB ON A CHIP (2014)
Controlled multistep synthesis in a three-phase droplet reactor
Adrian M. Nightingale et al.
NATURE COMMUNICATIONS (2014)
Segmented Flow Reactors for Nanocrystal Synthesis
Adrian M. Nightingale et al.
ADVANCED MATERIALS (2013)
A Reliability-Oriented Placement Algorithm for Reconfigurable Digital Microfluidic Biochips Using 3-D Deferred Decision Making Technique
Ying-Han Chen et al.
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS (2013)
Biodegradable Core-Shell Carriers for Simultaneous Encapsulation of Synergistic Actives
Maike Windbergs et al.
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY (2013)
Single-cell analysis and sorting using droplet-based microfluidics
Linas Mazutis et al.
NATURE PROTOCOLS (2013)
Droplet Microfluidics-A Tool for Single-Cell Analysis
Haakan N. Joensson et al.
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION (2012)
High-resolution dose-response screening using droplet-based microfluidics
Oliver J. Miller et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2012)
Functional single-cell hybridoma screening using droplet-based microfluidics
Bachir El Debs et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2012)
High-Throughput Droplet Digital PCR System for Absolute Quantitation of DNA Copy Number
Benjamin J. Hindson et al.
ANALYTICAL CHEMISTRY (2011)
Dynamics of microfluidic droplets
Charles N. Baroud et al.
LAB ON A CHIP (2010)
Soft lithography for micro- and nanoscale patterning
Dong Qin et al.
NATURE PROTOCOLS (2010)
Ultrahigh-throughput screening in drop-based microfluidics for directed evolution
Jeremy J. Agresti et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2010)
Fluorescence-activated droplet sorting (FADS): efficient microfluidic cell sorting based on enzymatic activity
Jean-Christophe Baret et al.
LAB ON A CHIP (2009)
Droplet microfluidic technology for single-cell high-throughput screening
Eric Brouzes et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2009)
Droplet-Based Microfluidic Synthesis of Anisotropic Metal Nanocrystals
Suhanya Duraiswamy et al.
SMALL (2009)
Droplet-based microreactors for the synthesis of magnetic iron oxide nanoparticles
Lucas Frenz et al.
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION (2008)
Microfluidic fabrication of monodisperse biocompatible and biodegradable polymersomes with controlled permeability
Ho Cheung Shum et al.
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY (2008)
Double emulsion templated monodisperse phospholipid vesicles
Ho Cheung Shum et al.
LANGMUIR (2008)
Microfluidic methods for generating continuous droplet streams
G. F. Christopher et al.
JOURNAL OF PHYSICS D-APPLIED PHYSICS (2007)
Monodisperse alginate hydrogel microbeads for cell encapsulation
Wei-Heong Tan et al.
ADVANCED MATERIALS (2007)
Intelligent routes to the controlled synthesis of nanoparticles
S. Krishnadasan et al.
LAB ON A CHIP (2007)
Synthesis of monodisperse bicolored janus particles with electrical anisotropy using a microfluidic co-flow system
Takasi Nisisako et al.
ADVANCED MATERIALS (2006)
Monodisperse double emulsions generated from a microcapillary device
AS Utada et al.
SCIENCE (2005)
分享论文
