Catalogue of Articles, Projects, Papers and Resources relating to PSE Theory and Applications "in the wild"
Purely a personal project!
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 |
|---|---|---|---|
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 |
|---|---|---|---|
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 |
|---|---|---|---|
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 |
|---|---|---|---|
Optimization Articles
| Description | Source | Keywords |
|---|---|---|
| Differentiable Convex Optimization Layers | NeurIPS | Convex Optimization, PyTorch, JAX, Tensorflow |
| Disciplined Multi-Convex Programming | ArXiv-Oct 2016 | |
- 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
- Process Systems Engineering - The generation next? Article
- 2040 Visions of Process Systems Engineering YouTube Playlist
- Artificial Intelligence in PSE Video Link
- TinyML Catalogue Github Repo
- Black and Latinx in PSE Spreadsheet
- Dendral link
- Opportunities - Computing & Systems Technology Division | AIChE link