Models for the Manufacturing of Particulate Process (Models MPP)
Particle processes in industry are both common and challenging. The complexity of particulate systems means that it is prohibitively difficult to gain a comprehensive understanding of the particulate mechanics which control a process using solely laboratory experiments. Even though some numerical models are available in the literature which describe particle processes, these tend to be inadequate to meet the requirements of industry. Industry requires robust models which contain the key relevant physics, which are user-friendly and which are focused on delivering the output product specifications given a limited number of measured input parameters.
Despite the significant academic activity in the development of multi-scale, multi-phase modelling approaches, few of the models originating in academia are fully implemented in industrial practice. As a result, the full benefits of model-based development have not been derived. The creation and implementation of a better approach to implementing useful models from academia into industrial practice could therefore lead to significant economic benefits relating to enhanced speed of development, reduced development costs and improved product quality.
This project aims to create a generally applicable framework for transferring academic innovations in the modelling of particulate materials into industrial practice in the UK. The process of twin-screw granulation has been selected as an exemplar industrial process which is simulated across multiple scales using the coupled methods of population balance modelling and the discrete element method.
The project involved two academic partners, the University of Edinburgh and the University of Sheffield, and six industrial partners: Pfizer, AstraZeneca, Procter and Gamble, Johnson Matthey, Process Systems Enterprise and DEM Solutions (Now Altair EDEM). The project was led by the Centre for Process Innovation with funding coming from Innovate UK.
The two-year Models for the Manufacturing of Particulate Process (Models MPP) project focused on establishing a generic framework and core capability to improve industrial productivity.
As part of the drive to provide more leverage and integration of the wealth of formulations expertise in the UK, the £700,000 project, funded by Innovate UK as part of CPI’s National Formulation Centre Strategic Projects Programme, has facilitated the translation of the UK’s world-leading expertise in computational modelling and simulation for the manufacturing of particulate processes.
Connecting industry and university research groups with state-of-the-art technology has resulted in the development of a generic framework for translating particle models of industrial relevance into industrial practice. The developed framework incorporates a decision support methodology/tool for models development that will allow easier access and adoption by leading UK-based industrial organisations. These models are expected to be deployed within industry to accelerate the development of innovative products and improve productivity and cost-effectiveness of product manufacturing processes.
This framework will provide guidance for the coupling of well-established computer modelling techniques at different size scales, to enable development scientists and engineers to develop models that simulate different parts of manufacturing processes from the dispensing of input materials through mixing, agglomeration and other subsequent processing steps.
Twin-screw wet granulation, a method used in a number of industry sectors, was used as an exemplar. Wet granulation is a process in which small primary particles are joined together using agitation and a liquid binder. The purpose is to improve the properties of very fine cohesive powders used in formulated products such as pharmaceuticals, ceramics, detergents and fertilizers. Granulation is commonly used in the pharmaceutical industry during tablet manufacturing. Fine powders are granulated to improve flow prior to tableting and reduce the potential for dusting and other production issues. The formation of granules also helps to reduce segregation and improve the content uniformity of the final product which is critical for consistent product performance.
The academic partners at the Universities of Edinburgh and Sheffield conducted a review of the current state of the art and used this insight to develop coupled models using EDEM and PSE software platforms and the technology vendor’s expertise in developing industrially robust models. These models were validated using real life trials at the industrial partner’s production facilities.
While granulation is an important process in many industries, including pharmaceuticals, foods and agrochemicals, the framework provided by Models MPP means it can be broadly re-applied to other manufacturing operations and industries.
The legacy capability established from this project will be applied to other CPI strategic projects, e.g. in the development of a digital twin with a sister National Formulation Centre strategic project focused on a fully PAT enabled twin screw extruder (‘PROSPECT CP’).
- A Generic Framework for Digital Model Development
- A DEM Study of Wet Granulation in a Twin Screw Granulator
- Application of Digital Twin in the Particulate Process: Impact Pin Mill and Twin Screw Granulation
- Investigating the effects of Cohesion and Screw Configuration in a Twin-Screw Granulator using the Discrete Element Method
- Model Driven Design in Particulate Products Manufacturing