Computer-aided molecular design of ionic liquids as advanced process media: a review from fundamentals to applications

Z Song, J Chen, J Cheng, G Chen, Z Qi - Chemical Reviews, 2023 - ACS Publications
The unique physicochemical properties, flexible structural tunability, and giant chemical
space of ionic liquids (ILs) provide them a great opportunity to match different target …

Deep learning and knowledge-based methods for computer-aided molecular design—toward a unified approach: State-of-the-art and future directions

AS Alshehri, R Gani, F You - Computers & Chemical Engineering, 2020 - Elsevier
The optimal design of compounds through manipulating properties at the molecular level is
often the key to considerable scientific advances and improved process systems …

Group contribution-based property estimation methods: advances and perspectives

R Gani - Current Opinion in Chemical Engineering, 2019 - Elsevier
Highlights•A brief overview on the state of the art in group-contribution based property
estimation methods, which are simple methods, easy to use, have some predictive …

Next generation pure component property estimation models: With and without machine learning techniques

AS Alshehri, AK Tula, F You, R Gani - AIChE Journal, 2022 - Wiley Online Library
Physiochemical properties of pure components serve as the basis for the design and
simulation of chemical products and processes. Models based on the molecular structural …

Combining group-contribution concept and graph neural networks toward interpretable molecular property models

ARN Aouichaoui, F Fan, SS Mansouri… - Journal of Chemical …, 2023 - ACS Publications
Quantitative structure–property relationships (QSPRs) are important tools to facilitate and
accelerate the discovery of compounds with desired properties. While many QSPRs have …

[HTML][HTML] Working fluid and system optimisation of organic Rankine cycles via computer-aided molecular design: A review

CN Markides, A Bardow, M De Paepe… - Progress in Energy and …, 2025 - Elsevier
Organic Rankine cycle (ORC) systems are a class of distributed power-generation systems
that are suitable for the efficient conversion of low-to-medium temperature thermal energy to …

Challenges and opportunities in computer-aided molecular design

LY Ng, FK Chong… - Computers & Chemical …, 2015 - Elsevier
In this paper, the significant development, current challenges and future opportunities in the
field of chemical product design using computer-aided molecular design (CAMD) tools are …

Integration of life cycle assessment software with tools for economic and sustainability analyses and process simulation for sustainable process design

S Kalakul, P Malakul, K Siemanond, R Gani - Journal of cleaner production, 2014 - Elsevier
The sustainable future of the world challenges engineers to develop chemical process
designs that are not only technically and economically feasible but also environmental …

A machine learning based computer-aided molecular design/screening methodology for fragrance molecules

L Zhang, H Mao, L Liu, J Du, R Gani - Computers & Chemical Engineering, 2018 - Elsevier
Although the business of flavors and fragrances has become a multibillion dollar market, the
design/screening of fragrances still relies on the experience of specialists as well as …

[HTML][HTML] Application of interpretable group-embedded graph neural networks for pure compound properties

ARN Aouichaoui, F Fan, J Abildskov, G Sin - Computers & Chemical …, 2023 - Elsevier
The ability to evaluate pure compound properties of various molecular species is an
important prerequisite for process simulation in general and in particular for computer-aided …