Process System Engineering Catalogue Catalogue of Articles, Projects, Papers and Resources relating to PSE Theory and Applications "in the wild "
Purely a personal project!
Mathematical Modelling and Computational Theory Modelling and Simulation
Computational Benchmarking
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Optimization
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Game theory-based renewable multi-energy system design and subsidy strategy optimization Advances in Applied Energy
March 2021
Multi-Energy System, Renewable Energy, Game Theory, Subsidy Strategy, Decarbonization
Optimal Design of Energy Systems Using Constrained Grey-Box Multi-Objective Optimization 2018
Derivative-free optimization; Grey/black-box optimization; Multi-objective optimization; Energy systems engineering
Global Optimization Advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO European Journal of Operational Research
August 2015
MINLP, Deterministic Global Optimization, Derivative-Free, Black-Box, Grey-Box, Constraints
Minimizing oracle-structured Composite Functions Optimization and Engineering
November 2021
Composite convex optimization, First-order oracles, Structured optimization, Quasi-second-order methods and Tuning-free methods
A General System for Heuristic Minimization of Convex Fuctions over Non-Convex Sets Optimization Methods & Software
March 2017
non-convex optimization, convex approximations, heuristics, alternating direction method of multipliers and modelling software
Control
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Supply Chain Optimization Logistics
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Power & Energy
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Agriculture
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Construction
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Others
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Process Intensification
Industry 4.0
Data
Cloud and Edge Computing
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Decentralized Systems
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Operations Research and Organization Development Operational Excellence
Decision Making Processes
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Optimization Articles
CHE 597: Computational Optimization, Spring 2024 link
Linear Optimization ISyE 6661, Fall 2020 link
Convex Optimization: Fall 2019 link
ISE 418: Integer Programming link
Pyomo: Python Modelling Language for structured optimization problems Website Github
CasADi: Symbolic framework for Numeric Optimization Website Github
GEKKO: Python for Machine Learning and Dynamic Optimization Website Github
JuMP: Modelling Language for Mathematical Optimization using Julia Website Github
Convex Optimization in Python (CVXPY) link Github Discord
Embedded Conic Solver (ECOS) Github
Python for Splitting Conic Solver (SCS) Github
Operator Splitting Quadratic Program Solver (OSQP) link Github Discord
SnapVX: Python Network-Based Optimization Solver link
MiniZinc for Constrained Optimization Problems link Github
IBM ILOG CPLEX Optimization Studio: Free Edition link
Oracle-Structured Minimization Python Solver Github
CVXPyLayers for PyTorch, JAX and Tensorflow Github
Geometric Programming (GP) Kit link
Convex Optimization in R (CVXR) link
Python Interface for Conic Optimization Solver (PICOS) link
Python for Convex Optimzation link