/Process-System-Engineering-Catalogue

Catalogue of Articles, Projects, Papers and Resources relating to PSE

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Process System Engineering Catalogue

Catalogue of Articles, Projects, Papers and Resources relating to PSE Theory and Applications "in the wild"

Purely a personal project!

Papers

Mathematical Modelling and Computational Theory

Modelling and Simulation
Description Source Time of Publication Keywords
Deep kernel learning approach to engine emissions modeling Data-Centric Engineering May 2020 Deep kernel learning; emissions; surrogate models; Gaussian processes; internal combustion engines
Dynamic Data-Driven Modeling of Pharmaceutical Processes Industrial & Engineering Chemistry Research April 2011 Kriging, Dynamic Neural Network, DoE
Computational Benchmarking
Description Source Time of Publication Keywords
Optimization
Description Source Time of Publication Keywords
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
Description Source Time of Publication Keywords

Supply Chain Optimization

Logistics
Description Source Time of Publication Keywords
Power & Energy
Description Source Time of Publication Keywords
Agriculture
Description Source Time of Publication Keywords
Construction
Description Source Time of Publication Keywords
Others
Description Source Time of Publication Keywords

Industrial Applications

Process Intensification
Description Source Time of Publication Keywords
An Overview of Process Systems Engineering Approaches for Process Intensification: State of the Art 2018 Process intensification; Process Systems Engineering; Process synthesis; Process optimization; Process operability
Systematic Process Intensification using Building Blocks 2017 Process Intensification, Process Design, Process Synthesis, Optimization, Building Blocks
Industry 4.0
Description Source Time of Publication Keywords
Universal Digital Twin - A Dynamic Knowledge Graph Data-Centric Engineering June 2021 Agents; data; digital twin; dynamic knowledge graph; interoperability
Semantic 3D City Database — An enabler for a dynamic geospatialknowledge graph Energy and AI July 2021 CityGML; Sustainability; Digitisation; Urban Planning; Semantic Web; Knowledge Graph; Ontology; Decision Support System; Artificial Intelligence; Geospatial Modelling; Geospatial Search
Data
Description Source Time of Publication Keywords
The semantics of Chemical Markup Language (CML) for computational chemistry : CompChem Journal of Cheminformatics June 2021 CML, XML
Cloud and Edge Computing
Description Source Time of Publication Keywords
Decentralized Systems
Description Source Time of Publication Keywords

Operations Research and Organization Development

Operational Excellence
Description Source Time of Publication Keywords
Improvement of Tablet Coating Uniformity Using a Quality by Design Approach PubMed March 2012 kriging, LIBS, quality by design, response surface, tablet coating
Decision Making Processes
Description Source Time of Publication Keywords

Articles

Optimization Articles
Description Source Keywords
Differentiable Convex Optimization Layers NeurIPS Convex Optimization, PyTorch, JAX, Tensorflow
Disciplined Multi-Convex Programming ArXiv-Oct 2016

Projects

Labs

Courses

  • CHE 597: Computational Optimization, Spring 2024 link
  • Linear Optimization ISyE 6661, Fall 2020 link
  • Convex Optimization: Fall 2019 link
  • ISE 418: Integer Programming link

Tools (Free)

  • 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

Tools (Paid)

Resources