Computational modelling and design of nanoporous silica materials

Lead Research Organisation: University of Strathclyde
Department Name: Chemical and Process Engineering

Abstract

Nanoporous materials, like zeolites or activated carbon, are used in a wide range of applications, from gas separations in the petrochemical industry, to air or water purification, to medical uses like controlled drug delivery. Indeed, the market for nanoporous materials is estimated at ~£1.5 billion, and set to rise to ~£1.8 billion in 2017. Despite their tremendous potential, further developments are limited by our lack of fundamental understanding and control over their synthesis processes, with most discoveries arising from the application of exhaustive searches or heuristic approaches. It is clearly necessary to change this paradigm to enable targeted design of these materials, and computational models are ideally suited for this purpose. Computational design of nanoporous materials would allow us to save time and money by reducing the number of necessary experiments in the path to material discovery, and, more importantly, would enable us to tune the properties of a new material for a specific target application (for example, maximising the affinity of the material towards a given pollutant present in an industrial effluent). The main aim of this research is to develop a multiscale modelling strategy that can describe the entire synthesis process of a nanoporous material, from the precursor solution to the final porous solid. We will use periodic mesoporous silicas (PMS) as a prototype system, because they have been widely studied experimentally, they are made using a templated synthesis process (the structure of the solid is determined by silica/surfactant liquid crystals), and their final structure is particularly amenable to tuning by changing the synthesis conditions.

We will build upon previous groundbreaking research in the PI's group to establish a hierarchy of models of decreasing degree of complexity (and thus increasing computational efficiency), ranging from the quantum-mechanical level, to the classical atomistic level, to the mesoscale level. Lower-level models will be validated against higher-level models and experimental data, maintaining the necessary accuracy while expanding the accessible range of length and time scales. The idea is that using the final model we will be able to generate a complete virtual model of a PMS material based only on knowledge of the initial synthesis conditions - essentially mimicking an actual experiment on the computer. Crucially, this goal relies on developing a model that can cope with chemical reactions of silica in these complex environments, which in itself will constitute a major innovation in the field of computational material science.

Planned Impact

This project involves fundamental research at the interface of the traditional disciplines of engineering, chemistry and materials science. As such, the proposed research is very likely to have a significant impact on academic research in these areas: in material science, it will increase our understanding of how nanoporous materials are formed and enhance our ability to discover new nanomaterials; in chemistry, it will shed new light on the interplay of chemical reactions, phase equilibrium and self-assembly processes; in engineering, it will contribute towards a more effective design of nanoporous materials for target applications (e.g., catalysis or gas separations). Methodological developments are also expected, particularly with regards to the proposed multiscale modelling strategy, which is in principle generally applicable to other processes that take place over a wide range of time and length scales.

Because it is focused on tailored material design, this research is likely to lead to profound impact in industries that manufacture nanoporous materials, and silica-based materials in particular. Indeed, the proposed strategy has the potential to change the paradigm of nanoporous material design, replacing the current trial-and-error approaches with computer-aided design solidly anchored on fundamental science. By enhancing our ability to optimise the manufacture of existing materials and the discovery of new ones, this knowledge-based approach will potentially lead to direct economic impact (the world market for nanoporous materials is ~£1.5 billion).

Impact of this research on society will come from novel potential applications of nanoporous materials. For example, porous materials can be designed with ideal properties for controlled drug delivery, increasing the affinity of the solid towards a specific drug, optimising its release rate inside the body, and minimising its eventual adverse effects on human health. Another example is the development of improved water purification membranes based on nanoporous materials, with optimised retention rates for specific pollutants. If we are able to effectively tailor the properties of the material to the specific target application using limited resources, the possibilities are endless. Finally, we will also aim to contribute towards increased public awareness of the benefits of science. Science at the nanoscale is particularly effective at capturing the imagination of young students, which is compounded by the strong visual attractiveness of computer-generated images of molecular simulations.
 
Description We have been able to develop a multi-scale model to explain, for the first time, the method by which a class of nanoporous materials, periodic mesoporous silicas, are made. Our model is in excellent agreement with available experimental data. We are currently extending it to a wider range of synthesis conditions, to enable us to design these materials using computational methods.
Exploitation Route The explicit solvent model results have now been fully published. The model can be used by others to study material design. More importantly, we demonstrated the power of our multi-scale modelling approach, which can potentially be applied to a much wider range of target materials (e.g., zeolites, MOFs,). We extended this approach to bio-inspired silica materials, disproving an earlier mechanism that had been accepted by the materials science community.
Sectors Chemicals,Energy,Environment,Healthcare,Pharmaceuticals and Medical Biotechnology

 
Description The research has been included in public engagement activities organised by the Really Small Science group of the University of Strathclyde. Several members of the project, including the PI, took part in these events, interacting with the general public and schoolchildren. The research has also featured in a public engagement video, also produced by the Really Small Science group.
First Year Of Impact 2015
Sector Education,Culture, Heritage, Museums and Collections
Impact Types Societal

 
Title A multi-scale model for the templated synthesis of mesoporous silica: The essential role of silica oligomers 
Description Contains all input files and output configurations use to produce molecular dynamics simulations using GROMACS software. The simulations form the basis of a multiscale modelling study of the formation of mesoporous silica materials. It is organised as one folder for each figure used in the corresponding publication. The data has never been made public before. 
Type Of Material Database/Collection of data 
Year Produced 2016 
Provided To Others? Yes  
Impact n/a 
 
Title Data for: "The Role of Charge-Matching in Nanoporous Materials Formation" 
Description The zip archive contains all input files and output configurations use to produce molecular dynamics simulations using GROMACS software. The simulations form the basis of a multiscale modelling study of the formation of HMS materials. The correspondence between the folders and the figures in the paper is provided in the adjoining Word document. The data has never been made public before. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
 
Title Molecular Simulations of the Synthesis of Periodic Mesoporous Silica Phases at High Surfactant Concentrations 
Description Contains all input files and output configurations use to produce molecular dynamics simulations using GROMACS software. The simulations form the basis of a multiscale modelling study of the formation of mesoporous silica materials. It is organised as one folder for each figure used in the corresponding publication. The data has never been made public before. 
Type Of Material Database/Collection of data 
Year Produced 2017 
Provided To Others? Yes  
Impact n/a 
 
Title Molecular simulation study of the early stages of formation of bioinspired mesoporous silica materials 
Description Contains all input files and output configurations use to produce molecular dynamics simulations using GROMACS software. The simulations form the basis of an atomistic modelling study of the formation of bioinspired silica materials. It is organised as one folder for each simulation reported in the corresponding publication. The data has never been made public before. 
Type Of Material Database/Collection of data 
Year Produced 2016 
Provided To Others? Yes  
Impact n/a 
 
Description Demonstrator at the "Really Small Science" stand during the Glasgow Science Festival 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Demonstrator at the "Really Small Science" stand as part of the Glasgow Science Festival. Aim to improve public understanding of science.
Year(s) Of Engagement Activity 2015
 
Description Demonstrator at the "Really Small Science" stand during the Making it Clear Event 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Demonstrator at the "Really Small Science" stand during the Making it Clear Event in the Glasgow Science Museum. Aim to improve public understanding of science.
Year(s) Of Engagement Activity 2015
 
Description Participant in the 10th International Symposium on the Characterization of Porous Solids (COPS-X) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Type Of Presentation poster presentation
Geographic Reach International
Primary Audience Other audiences
Results and Impact Poster presentation on "Modelling the Synthesis of Nanoporous Silica Materials - A Multi-Scale Simulation Study"


Not recorded
Year(s) Of Engagement Activity 2014
 
Description Participant in the 37th British Zeolite Association Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Poster presentations on &"Molecular Dynamics Simulations to Understand Bioinspired Synthesis of Mesoporous Silica Materials" and "Understanding the Synthesis of Nanoporous Silica Materials Through Multi-Scale Modelling"


Not recorded
Year(s) Of Engagement Activity 2014
 
Description Participant in the 9th Liblice Conference on the Statistical Mechanics of Liquids 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Oral presentation on "Mesoscale Modelling of the Synthesis of Nanoporous Silica Materials"


Not recorded
Year(s) Of Engagement Activity 2014
 
Description Participation in the 12th International Chemical and Biological Engineering Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Invited oral presentation entitled "Molecular Simulation as a Prediction and Design Tool in Chemical Engineering"
Year(s) Of Engagement Activity 2014
 
Description Participation in the 1st Workshop on Computational Approaches to Materials Design 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Invited keynote lecture entitled "Design of porous materials through molecular simulation"
Year(s) Of Engagement Activity 2015
 
Description Participation in the 2015 CCP5 Annual General Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Oral presentation entitled "On the synthesis of bioinspired materials using molecular dynamics simulations"
Year(s) Of Engagement Activity 2015
 
Description Participation in the 38th British Zeolite Association Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Oral presentation entitled "Studying the early stages of the synthesis of bioinspired silica materials with molecular simulation"
Year(s) Of Engagement Activity 2015
 
Description Participation in the Fourth International Conference on Multifunctional, Hybrid and Nanomaterials 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Oral presentation entitled "Molecular dynamics simulation study of the early stages of formation of bioinspired mesoporous silica materials"
Poster presentation entitled "Molecular Simulation of Silica/Surfactant Self-Assembly using an Implicit Solvent Mesoscale Model"
Year(s) Of Engagement Activity 2015
 
Description Participation in the fifth international conference on multifunctional, hybrid and nanomaterials 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Participation in an international conference, with two oral presentations and one poster related to this grant.
Year(s) Of Engagement Activity 2017
URL https://www.elsevier.com/events/conferences/international-conference-on-multifunctional-hybrid-and-n...