Rising heat-flux densities in high-performance computing centers impose stringent requirements on the stability of liquid-cooling circulation systems, in which centrifugal pumps are susceptible to cavitation-induced flow instabilities. However, the physical mechanism by which cavitation disturbances are generated and attenuated in multistage liquid-cooling pumps remains unclear. In this study, unsteady cavitating flow in a three-stage liquid-cooling pump under the rated flow condition is numerically investigated using variational mode decomposition (VMD), rigid-vorticity identification, and entropy production analysis. The results reveal that cavitation does not uniformly amplify pressure pulsations; instead, it selectively enhances rotational-frequency disturbances. This amplification is strongest at the inlet of the first-stage impeller and gradually attenuates downstream, indicating a first-stage-dominated instability mode. The underlying mechanism is associated with the coupling among leading-edge cavitation evolution, suction-vortex-induced inlet-flow distortion, and blade-sweeping effects. Periodic cavity growth, shedding, and collapse modify local pressure and velocity gradients, while suction vortices periodically vary the incoming-flow angle during blade passage. This coupled process intensifies shear, recirculation, and flow separation near the first-stage impeller inlet, thereby increasing rotational-frequency disturbances. Entropy-production analysis further shows that the hydrodynamic irreversible losses under cavitating conditions are mainly concentrated in the first-stage impeller and diffuser, with limited influence on subsequent stages. These findings identify the first-stage impeller inlet and suction-side leading edge as critical regions for suppressing cavitation-induced unsteady disturbances and energy loss in the investigated pump under the rated flow condition.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
Related blog posts
Microsoft Research Blog· microsoft.comOct 29, 2026
Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research.
MIT News · Artificial Intelligence· news.mit.eduOct 28, 2026
Professor Paris Smaragdis develops computers with superhuman hearing for applications like speech recognition, music understanding, and environmental monitoring.
For decades, a fundamental question about the difficulty of computing in high-dimensional spaces has resisted proof. New research resolves this question, removing a major theoretical obstacle to understanding the efficiency of randomized algorithms used across science and computing. The Kannan–Lovász–Simonovits (KLS) conjecture was proposed in 1995. It asks whether, for a broad class of high-dimensional […] The post Solving a 31-year-old grand challenge in mathematics – the KLS conjecture appear…
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.