Convergence analysis of the deep neural networks based globalized dual heuristic programming
Jong Woo Kim, Tae Hoon Oh, Sang Hwan Son, Dong Hwi Jeong*, Jong Min Lee b* │ Automatica │ 109222
Heuristic rules and automation for optimal design of distillation column
Hyunyeob Chae*, Jongmin Lee, Kwangseop Jung │ Korean Chemical Engineering Research │ 550-564
Model-based reinforcement learning for nonlinear optimal control with practical asymptotic stability guarantees
Yeonsoo Kim, Jong Min Lee* │ AIChE Journal
A model-based deep reinforcement learning method applied to finite-horizon optimal control of nonlinear control-affine system
Jong Woo Kim, Byung Jun Park, Haeun Yoo, Tae Hoon Oh, Jay H. Lee*, Jong Min Lee* │ Journal of Process Control │ 166-178
Ranking-based parameter subset selection for nonlinear dynamics with stochastic disturbances under limited data
Jaehan Bae, Dong Hwi Jeong*, Jong Min Lee* │ Industrial & Engineering Chemistry Research │ 21854–21868
Modeling long-time behaviors of industrial multiphase reactors for CO2 capture using CFD-based compartmental model
Minjun Kim, Seongeon Park, Dongwoo Lee, Soogil Lim, Minho Park, Jong Min Lee* │ Chemical Engineering Journal │ 125034
Move blocked model predictive control with improved optimality using semi-explicit approach for applying time-varying blocking structure
Sang Hwan Son, Tae Hoon Oh, Jong Woo Kim, Jong Min Lee* │ Journal of Process Control │ 50-61
Ensemble learning based latent variable model predictive control for batch trajectory tracking under concept drift
Dong Hwi Jeong, Jong Min Lee* │ Computers & Chemical Engineering │ 106875
Data-driven fault diagnosis for chemical processes using transfer entropy and graphical lasso
Hodong Lee, Changsoo Kim, Sanha Lim, Jong Min Lee* │ Computers & Chemical Engineering │ 107064
Construction of a valid domain for a hybrid model and its application to dynamic optimization with controlled exploration
Jaehan Bae, Hye ji Lee, Dong Hwi Jeong*, Jong Min Lee* │ Industrial & Engineering Chemistry Research │ 16380–16395
Concentration model for gas releases in buildings and the mitigation effect
Changhwan Huh, Solji Choi, Jong Min Lee* │ Journal of Loss Prevention in the Process Industries │ 104135
Move blocked model predictive control with guaranteed stability and improved optimality using linear interpolation of base sequences
Sang Hwan Son, Byung Jun Park, Tae Hoon Oh, Jong Woo Kim, Jong Min Lee* │ International Journal of Control │ 3213-3225
Closed-loop subspace identification of dual-rate non-uniformly sampled system under MPC with zone control
ByungJun Park, Se-Kyu Oh, Jong Min Lee* │ International Journal of Control Automation and Systems │ 2002–2011
