Complex engineering systems include several subsystems that interact in a stochastic and multifaceted manner with multiple failure modes (FMs). The dynamic nature of FMs introduces uncertainties negatively impact the reliability, risk, maintenance complex systems. Traditional approaches adopting standalone techniques for managing independently at various stages asset life cycle pose challenges ...

• A hybrid machine learning strategy is developed for complex chemical processes. Continuum lumping kinetic embedded into the neural network framework. NSGA-II used multi-objective optimisation of hydrocracking process. Catalytic processes such as hydrocracking, gasification and pyrolysis play a vital role in renewable energy net zero transition. Due to non-linear behaviours during operation, c...

This paper introduces a modelling concept which aims at creating an environment which allows the application of global optimisation techniques like Genetic Algorithms in dynamic and complex environments. Such environments are often modelled using multi agent systems. The self-evident drawback of multi agent approaches is that global optimisation techniques are not applicable naturally. The mode...

Waste glass is promising to be recycled and reused in construction for sustainability. Silicon dioxide the main component of glass, however, its pozzolanic activity latent mainly due stable silica tetrahedron structure. To excite activation waste chemical mechanical grinding powder (WGP) were investigated. As supplementary, hydrothermal combined (mechanical-chemical-hydrothermal) treatments con...