NiTwin Labs is grounded in active doctoral research on digital twins for heat exchanger performance. What we learn in the lab is what we deliver to yours.
The company grew out of PhD research in mechanical engineering. The focus is digital twin modelling and experimental studies for improving heat exchanger performance.
That means the modelling techniques, sensor instrumentation, and validation methods we use with colleges aren't theoretical — they come from ongoing work being tested against real experimental data and prepared for peer-reviewed publication.
For departments, this matters in a concrete way: the deliverables meet a standard that holds up to academic review, and there's genuine scope for research collaboration and co-authorship on funded projects.
Ongoing and recent work in digital twin modelling for thermal systems.
A simulation study applying a gamma-process approach to model fouling-driven degradation and estimate remaining useful life in mini-channel shell-and-tube heat exchangers.
Under developmentMethodology for detecting fouling from live operating data and feeding it into a remaining-useful-life estimation pipeline for heat exchanger digital twins.
OngoingMulti-layer digital twin architecture linking physical instrumentation, data acquisition, simulation modelling, and augmented-reality visualisation.
OngoingFull publication details and citations available on request.
Modelling and instrumentation support for sponsored research, with the option of co-authorship on resulting publications.
Help building and validating simulation models for your thesis, with documentation your reviewers will accept.
Technical support for grant and funding proposals involving digital twin or simulation infrastructure.