collaborators

6 papers

physics.chem-ph2026

Chemical Reaction Engineering and Catalysis: AI/ML Workflows and Self-Driving Laboratories

Rigoberto Advincula, Jihua Chen

Chemical reaction engineering is key to industrial might and sustainable chemistry. This will be enabled using smart, efficient catalysts or catalysis ecosystems. This is possible…

cond-mat.mtrl-sci2026

AI/ML-Driven Surface Plasmon Resonance (SPR) and Spectroscopy: Materials Interfaces and Autonomous Experiments

Rigoberto Advincula, Jihua Chen

This review explores the evolution of Surface Plasmon Resonance (SPR) spectroscopy and sensing, transitioning from fundamental studies of adsorption-desorption kinetics to the soph…

cond-mat.soft2026

Advanced Manufacturing with Renewable and Bio-based Materials: AI/ML workflows and Process Optimization

Rigoberto Advincula, Jihua Chen

Advanced manufacturing with new bio-derived materials can be achieved faster and more economically with first-principle-based artificial intelligence and machine learning (AI/ML)-d…

cond-mat.soft2026

Polymer Brushes and Grafted Polymers: AI/ML-Driven Synthesis, Simulation, and Characterization towards autonomous SDL

Rigoberto C. Advincula, Jihua Chen

Polymer brushes and grafted polymers have attracted significant interest at the intersection of polymers, interfacial chemistry, colloidal science, and nanostructuring. The confine…

cond-mat.mtrl-sci2026

Agentic AI and Machine Learning for Accelerated Materials Discovery and Applications

Jihua Chen, Panagiotis Christakopoulos, Karuna D. Chen +2

Artificial Intelligence (AI), especially AI agents, is increasingly being applied to chemistry, healthcare, and manufacturing to enhance productivity. In this review, we discuss th…

cond-mat.mtrl-sci2024

Enhanced Capacitance in Surfactant Mediated Ion Complexes

Jihua Chen, Alejandro Espera, Jan Michael Y. Carrillo +1

Ion complexes hold the key for various energy transfer and communication systems in nature and industries. Achieving controllable mechanical and electrical properties in these comp…