Joseph Kwon
Sessions chaired or co-chaired
Advances in Machine Learning and Intelligent Systems I
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
Applications of computational methods in biomass utilization
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
Computational method aided biomass and waste utilization
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
Cybersecurity and High-Performance Computing in Next-Gen Manufacturing
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
Cybersecurity and High-Performance Computing in Next-Gen Manufacturing
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
Data-Driven Dynamic Modeling, Estimation and Control I
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
Data-Driven Techniques for Dynamic Modeling, Estimation and Control I
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
Data-Driven Techniques for Dynamic Modeling, Estimation and Control II
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
Data-driven optimization
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
Interactive Session: Data and Information Systems2024 AIChE Annual Meeting
Areas chaired or co-chaired
Information Management and Intelligent Systems
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
Authored
Fault Prediction in Chemical Process Systems Using Sparse Modeling and Deep Learning13th AIChE Southwest Process Technology Conference
(284f) Accelerate Simulations of Multivalent Letin-Glycan Binding Process through Hybrid PDE-Kinetic Monte Carlo Model
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(588g) Configurational-Bias Monte Carlo Simulation to Predict the Supramolecular Self-Assemblies of Amphiphiles
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(640a) Modeling Linear Rheology of Nanoparticle-Enhanced Viscoelastic Fracturing Fluids for Unconventional Reservoirs
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(105h) Application of Model Predictive Control to Wormlike Micelles Production: A Case Study of CTAB and NaCl
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(614a) OASIS-P: Operable Adaptive Sparse Identification of Systems for Fault Prognosis of Chemical Processing System
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(749c) Data-Driven Incipient Fault Management for Proton Exchange Membrane Fuel Cell
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(29a) Dynamic Modeling and Application of Model Predictive Control to the Cool-Down Process of a Liquefied Natural Gas (LNG) Tank
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(434a) Multiscale Modeling and Control of Fiber Curl Index to Enhance Fiber Strength in a Pulp Digester
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(610e) Mitigation of Fiber Degradation in a Pulp Digester Via Multiscale Modeling and Control of the Degree of Polymerization of Cellulose
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(644h) Offset-Free Koopman-Based Model Predictive Control of a Batch Pulp Digester
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(492c) A Computational Approach to Enhance the Economic Viability of Acid Fractionation Via Multiscale Modeling and Economic Model Predictive Control
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(612h) Closed-Loop Integration of Scheduling and Offset-Free Model Predictive Control of Hydraulic Fracturing
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(345g) A Modified Bayesian Network to Handle Cyclic Causal Network in Root Cause Diagnosis of Rare Events
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(610b) Development of Koopman-Based Model Predictive Control with Multimodel Approach to Handle Local Dynamics of Chemical Processes in Presence of Feed Fluctuation
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(560c) Development of Computationally Efficient Dynamic Model to Estimate Consequence of Rare Events
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(475d) Data Clustering-Based Hybrid-Kinetic Model of an Industrial-Scale Biochemical Fermenter
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(501h) Development of Two Sequential Kmc Models to Describe Ligand Exchange and Charge Transport for CsPbBr3 Quantum Dots with Improved Stability and Charge Carrier Mobility
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(109a) Use of Dimensionality Reduction and Transfer Learning in Deep Reinforcement Learning Controller for Hydraulic Fracturing
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(16e) State Observer Design and Model Predictive Control of an Industrial-Scale Biochemical Fermenter
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(640c) Novel Zwitterionic Surfactant Based pH-Tunable Dynamic Binary Complex with Potential for Hydraulic Fracturing Applications
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(644b) Development of Offset-Free MPC Framework for Hydraulic Fracturing Process Using Sindy
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(472g) Controlling the Effect of Slug-to-Slug Variation on the Crystal Size Distribution of Perovskite QDs: A CFD-Based Approach
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(375a) Multiscale Modeling of Spray Coating of Perovskite QDs: Understanding the Role of Molecular Interactions in Particle Aggregation.
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(544e) A Multiscale Electro-Chemical Model for Simulating Dendrite Formation in Lithium-Ion Batteries
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
Hybrid Modeling Approach to Describe Uncertain Dynamic Systems: What We Are Better Than Computer Scientists2022 Spring Meeting and 18th Global Congress on Process Safety Proceedings
(543c) Improved Long-Short Term Memory Model for Dynamic and Multimodal Processes Based on K-Means Clustering: Application to an Industrial 2, 3-Bdo Distillation Process
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(106h) Data-Driven Predictive Control of Two-Timescale Dynamics: Application to a Battery System
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(363aa) Modeling and Predictive Control of the Coffee-Ring Effect in Coalescing QD-Droplets
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(658h) Capacity Planning Considering Both Large-Scale Conventional Facility and Small-Scale Modular Device for Shale Gas Water Management
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(11c) Meta-Modeling-Based Sensitivity Analysis of Hybrid Models
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(587c) A Data-Driven Model Predictive Control Framework for Optimal Charging of Li-Ion Batteries with Experimental Validation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(299b) Hybrid Model-Based MPC with Guarantees on Stability and Applicability Domain: Application to Chemical, Biochemical, and Hydraulic Fracturing Systems
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(575e) Hybrid Modeling Using Universal Differential Equations for Lab-Scale Batch Production of ?-Carotene Using Saccharomyces Cerevisiae
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(330b) Microscopic Modeling Ligand Crosslinking in Nanopatterning of Quantum Dots (QDs)
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(181d) Unbiased Coarse-Grained Monte Carlo Simulation Using SAXS-Data for Identification of Self-Assembled Nanostructures
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(432b) Developing an LSTM-ANN Model for Prediction and Optimal Control of Kappa Number and Degree of Polymerization in a Batch Pulp Digester
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(484b) Optimal Feedback Morphology Control of Amphiphile Self-Assembly Using Markov State Models: Numerical Studies and Experimental Validation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(363k) Multiscale Modeling and Control of Spray Coating of Quantum Dots
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(105a) Development of an Integrated Multiscale Modeling, Experimental, and Control Framework for Commercialization of Quantum Dot Manufacturing and Their Applications
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(532ej) Design of a Novel Ru-Based Nrr Catalyst Using a Framework Integrating DFT and Kmc
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(418f) Synergistic Effects between Geometric and Electronic Factors on Crystallized Polymer-Coated Pt Catalyst for Hydrogen Evolution Reaction
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(233d) Accelerated Kinetic Monte Carlo (kMC) Simulation and Density Functional Theory (DFT) to Predict Turn-over Frequencies in Heterogeneous Complex Catalytic Reactions
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(535f) pH and Salt-Responsive Dynamic Binary Complexes Based on Supramolecular Complexation with Applications in Unconventional Reservoirs
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(16c) Morphological and Rheological Transitions of Zwitterionic Surfactant Based pH-Tunable Dynamic Binary Complex Coacervates
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(653f) Improvement of Nitrogen Reduction Reaction Via the Proton Transfer on Metal Oxide Catalysts
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(528g) Closed-Loop Optimal Control Operation of an Industry-Scale Bioreactor and Experimental Validation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(63a) A Study for Kinetic Modeling and Experimental Validation of Lignin Fractionation with 4-Phenolsulfonic Acid for Effective Lignocellulosic Biomass Utilization
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(184f) Modeling of Multi-Dimensional Dynamics Using Layered Algorithms: Application to Lignin Depolymerization and Self-Assembly Simulation with Experimental Validation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(588c) Discovery of Cyclic Loops in Bayesian Network for Root Cause Diagnosis of Process Faults
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(185b) A Comprehensive Causation Prediction Model of Pipeline Incidents Using Artificial Neural Network
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(2cb) Development of an Integrated Multiscale Modeling, and Control Framework for Commercialization of Quantum Dot Manufacturing and Their Applications
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(617j) Computational Quantification of Variation in CO2 Adsorption on Aluminum Substituted Zeolite Frameworks
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(60q) Multiscale Modeling of Dry Reforming of Methane to Study the Effect of Catalyst Morphology
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(590f) Advancing Lignin Valorization: Elucidating Thermodynamic and Kinetic Properties through an Integrated Density Functional Theory and Kinetic Monte Carlo Approach
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(126b) Modeling of Spatiotemporal Temperature Distribution in Hybrid Nanoscale Multifunctional Material for Desorption of CO2
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(562e) A Multi-Scale Kinetic Modeling and Optimal Control Strategy for an Effective Lignin Fractionation Process
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(207e) A Systematic Approach for Controlling Processes Outside the Training Region of Data-Driven Models
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(356f) Bridging the Gap in Catalysis Research: A Multifaceted DFT-Kmc-Lstm Approach to Investigate Heterogeneous Catalytic Reactions
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(327d) Crystalgpt: Revolutionizing Crystallization Process Prediction and Control with a Multivariate Time-Series Approach Leveraging Transformer Networks
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(149g) Multiscale Kinetic Modeling and Optimization: In-Depth Analysis of Cellulose Degradation for Enhanced Pulping Process and Superior Paper Quality
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(317g) Overcoming Challenges in Self-Assembly Control: Experimental Validation of an Integrated Framework with a Thermosensitive System
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(491g) Advancing Digital Twins in Chemical Systems: A Novel Time-Series Transformer (TST)-Based Hybrid Modeling Approach
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(199g) Integrating Experimental Data into Molecular Simulations: A Hybrid Modeling Approach for Bridging Theory and Experiment
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(413a) Advancing Protein Crystallization: A Groundbreaking Kinetic Monte Carlo Model for Accurate Prediction of Morphology and Growth across Diverse Operating Conditions
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(396g) Enhanced Polyhydroxyalkanoate (PHA) Production through Multiscale Modeling and Process Control Strategies: A Novel Approach to Bio-Based Polymer Synthesis
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(433f) Next-Generation Hybrid Models: Combining Attention Mechanisms and Lstm for Improved Predictions and Process Control in the Chemical Industry
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(59t) Improving Industrial-Scale Bioreactor Performance: Development and Validation of Computationally Efficient Compartment-Based Models Using Real Plant Data
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(59at) Data-Driven Adaptive Sparse Identification of Time-Varying Nonlinear Dynamics for 2,3-Bdo Distillation Column
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(170f) Crystalgpt: Enhancing System-to-System Model Interchangeability in Crystallization Prediction and Control Using a Time-Series-Transformer Model
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(148b) Transformer-Based Hybrid Modeling and Control of Evolving, Nonlinear Processes2024 Spring Meeting and 20th Global Congress on Process Safety
(569eq) Exploring Dynamics in Single Atom Catalyst Research: A Comprehensive DFT-Kmc Study of Nitrogen Reduction Reaction with Focus on TM Aggregation2024 AIChE Annual Meeting
(250d) Advancing Polymerization Process Control: A Dnn-Accelerated Kmc for Multimodal Molecular Weight Distribution2024 AIChE Annual Meeting
(722c) Advancing Lignin Research: Importance of Kinetic Study through an Integrated DFT-Aimd-Kmc Methods2024 AIChE Annual Meeting
(632a) Crystalformer: Integrating Transformer-Based Language Models in a Hybrid Approach to Relate Molecular Structure with Crystal Size Distribution2024 AIChE Annual Meeting
(169cs) Advancing Molecular Screening: Integrating Operating Conditions into Transformer Models for Chemical Engineering2024 AIChE Annual Meeting
(190d) Advancing Kinetic Study of Catalytic Reaction: Hybrid Modeling Approach for Predicting Effective Activation Energy Barrier2024 AIChE Annual Meeting
(12c) Creating a Universal Chemical Language: Leveraging Transformers to Enhance Molecular Descriptors for Quantitative Structure-Property Relationships2024 AIChE Annual Meeting
(249c) Bridging Molecular Insights to Industrial Scale: Developing a Multiscale Modeling Framework for Predicting Catalyst Deactivation for Dry Reforming of Methane Process2024 AIChE Annual Meeting
(711c) Beyond Molecular Structure: Predicting CO2 Solubility in Amine Solvents Under Varying Operating Conditions with Transformer Models2024 AIChE Annual Meeting
(374u) From Theoretical Models to Practical Solutions in Crystal Growth Inhibition: Role of Adaptive Kinetic Monte Carlo Simulations in Understanding Modifier Binding and Etch Pits2024 AIChE Annual Meeting
(71a) Addressing Feedstock Variability in the Delignification Process through Direct Application of Kmc for Predictive Control2024 AIChE Annual Meeting
(374e) Innovating Soft Matter Manipulation with Fibrous Nonwovens: Integrating Computational Design and Experimental Insights for Pore-Scale Electrokinetic Applications2024 AIChE Annual Meeting
(617e) Enhancing Poly(3HB-co-4HB) Production: Incorporating Multiscale Model into MPC to Control Molecular Weight Distributions and Monomeric Ratios2024 AIChE Annual Meeting
(579c) A Novel Hybrid Modeling Framework: Dynamic Estimation of Spatiotemporal Parameters in Complex Chemical Processes Governed By PDEs2024 AIChE Annual Meeting
(14a) Unveiling Latent Chemical Mechanisms: Achieving Robustness in Hybrid Models through Physics-Informed Regularization for Spatiotemporal Parameter Estimation in PDEs2024 AIChE Annual Meeting
(518b) Optimizing Bioreactor Efficiency at Industry-Scale: Leveraging CFD and Real-World Data for Advanced Spatiotemporal Analysis through a Compartment Modeling Approach2024 AIChE Annual Meeting
(614g) Integrating Timescales in Process Modeling: A Hybrid Modeling Approach Combining First Principles and Neural Networks, with Applications in Crystallization Mechanisms2024 AIChE Annual Meeting
(607e) Transformer-Based Hybrid Modeling and Control of Evolving, Nonlinear Processes2024 AIChE Annual Meeting
Associated proceedings
13th AIChE Southwest Process Technology Conference
2021 Annual Meeting
2022 Spring Meeting and 18th Global Congress on Process Safety Proceedings
2022 Annual Meeting
2023 AIChE Annual Meeting
2024 Spring Meeting and 20th Global Congress on Process Safety