About · Heterogeneous catalysis

Jungmok Oh, Ph.D.

Postdoctoral Researcher · Department of Chemical Engineering, POSTECH

I connect reaction engineering, spectroscopic characterization, and data-guided approaches to understand how supported catalysts behave—and to decide what experiment should come next.

Pohang, South Korea

Available to connect at AIChE 2026 · Minneapolis

Research at a glance

Three capabilities, one experimental loop.

Reaction engineering defines performance, spectroscopy resolves the working structure, and data-guided methods help choose what to test next.

01Performance

Reaction Engineering

Continuous-flow testing, kinetics, transport checks, stability, deactivation, and regeneration define the performance constraints that a mechanistic explanation must satisfy.

PDH · CO₂-assisted conversion · RWGS
03Next experiment

Data-Guided & Machine Learning

Experimental datasets, chemically informed candidate review, validation, and descriptor feedback turn reaction and characterization evidence into the next catalyst or experiment.

Dataset → candidate → validation → feedback

Selected highlights

Evidence across design, mechanism, and discovery.

Representative examples of how catalyst design is connected to measurement and interpretation.

Ensemble control

Controlling Pt ensembles with phosphorus

Phosphorus decreased the effective Pt ensemble size, suppressing structure-sensitive hydrogenolysis and improving propylene selectivity in propane dehydrogenation.

Applied Catalysis A: General · 2024

Closed-loop discovery

Moving from model output to experiment

Laboratory catalyst data, chemically informed screening, synthesis, and validation converted computational candidates into experimentally grounded research questions.

ACS Materials Letters · 2024

Evidence integration

Connecting performance with working structure

Reaction data and complementary spectroscopy are interpreted together so that mechanistic evidence leads to a testable next experiment.

Ongoing research direction

Selected publications

Published work

2024

P-modified Pt/Al₂O₃ catalysts for selective propane dehydrogenation

J. Oh et al. · Applied Catalysis A: General 681, 119783

2024

Data-driven development of heterogeneous catalysts with machine learning and metaheuristic optimization

J. Oh et al. · ACS Materials Letters 6, 5138–5145

2024

Catalyst discovery for propane dehydrogenation through interpretable machine learning

J. Oh et al. · ACS Sustainable Chemistry & Engineering 12, 10376–10386