Is this you? As a journalist, you can create a free Muck Rack account to customize your profile, list your contact preferences, and upload a portfolio of your best work.
Claim your profile
Articles by Philipp Benner
Targeted fine-tuning of machine-learning interatomic potentials for phonons and phase transitions
Abstract Machine-learning interatomic potentials are widely used as computationally efficient surrogates for density functional theory in atomistic simulations, enabling large-scale and long-time modeling of materials systems. Here, we investigate how different fine-tuning strategies affect the prediction of harmonic phonon band structures, thermal and elastic properties, and the potential-energy surface along unstable phonon modes.
A framework to evaluate machine learning crystal stability predictions - Nature Machine Intelligence
Abstract The rapid adoption of machine learning in various scientific domains calls for the development of best practices and community agreed-upon benchmarking tasks and metrics. We present Matbench Discovery as an example evaluation framework for machine learning energy models, here applied as pre-filters to first-principles computed data in a high-throughput search for stable inorganic crystals.
LED Illumination Modules Enable Automated Photoautotrophic Cultivation of Microalgae in Parallel Milliliter-Scale Stirred-Tank Bioreactors
This is an early access version, the complete PDF, HTML, and XML versions will be available soon. Open AccessArticle by , , , , José Enrique Oropeza Vargas and * Department of Energy and Process Engineering, TUM School of Engineering and Design, Technical University of Munich, Boltzmannstraße 15, 85748 Garching, Germany * Author to whom correspondence should be addressed. Appl. Sci.
Mistle: bringing spectral library predictions to metaproteomics with an efficient search index
Thank you for your interest in spreading the word about bioRxiv. NOTE: Your email address is requested solely to identify you as the sender of this article. Your Email * Your Name * Send To * Enter multiple addresses on separate lines or separate them with commas. Message Subject (Your Name) has forwarded a page to you from bioRxiv Message Body (Your Name) thought you would like to see this page from the bioRxiv website.
Journal of Computational Biology
Request Username Can't sign in? Forgot your username? Enter your email address below and we will send you your username Email If the address matches an existing account you will receive an email with instructions to retrieve your username
Show More
loading
Actions
Is this you?
As a journalist, you can create a free Muck Rack account to customize your profile, list your contact preferences, and upload a portfolio of your best work.Get in touch with Philipp
Contact Philipp, search articles and posts on X, monitor coverage, and track replies from one place.
Learn more about Muck Rack