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Technische Universität München
Picture of Philip Loche

Dr. rer. nat. Philip Loche

Curriculum Vitae
Google Scholar Profile
ORCID ID

Research Interests

I'm a researcher in condensed matter physics working on electrified and aqueous systems using machine learning and molecular simulations.

Teaching

https://campus.tum.de/ scheint offline zu sein ODER ihre Eingaben im Plugin sind fehlerhaft.

Supervised Thesis

Dissertation by Philip Loche

Electrostatics at Aqueous Interfaces and in Nanoconfinement

refubium.fu-berlin.de/handle/fub188/33087

Publications

SucheHinweis: Die „Schnellsuche“ findet nur Text in den angezeigten Feldern; nicht in Abstracts oder Schlagwörtern. Der Suchbegriff muss mindestens 3 Buchstaben lang sein.

2026

  • Bigi, Filippo; Abbott, Joseph W.; Loche, Philip; Mazitov, Arslan; Tisi, Davide; Langer, Marcel F.; Goscinski, Alexander; Pegolo, Paolo; Chong, Sanggyu; Goswami, Rohit; Febrer, Pol; Chorna, Sofiia; Kellner, Matthias; Ceriotti, Michele; Fraux, Guillaume: <tt>metatensor</tt> and <tt>metatomic</tt> : Foundational libraries for interoperable atomistic machine learning. The Journal of Chemical Physics 164 (6), 2026 mehr… BibTeX Volltext ( DOI )
  • Malosso, Cesare; Bigi, Filippo; Pegolo, Paolo; Abbott, Joseph W.; Loche, Philip; Rossi, Mariana; Ceriotti, Michele; Mazitov, Arslan: High-quality, high-information datasets for universal atomistic machine learning. eprint arXiv:2603.02089, 2026 mehr… BibTeX Volltext ( DOI )
  • Stärk, Philipp; Stooß, Henrik; Langer, Marcel F.; Rumiantsev, Egor; Schlaich, Alexander; Ceriotti, Michele; Loche, Philip: Simultaneous Learning of Static and Dynamic Charges. arXiv preprint arXiv:2601.03656, 2026 mehr… BibTeX Volltext ( DOI )
  • Zendehroud, Sina; Kleinjung, Ole; Loche, Philip; Bocquet, Lydéric; Netz, Roland R.; Ipocoana, Erica; Peschka, Dirk; Thomas, Marita: Combined effects of evaporation, sedimentation and solute crystallization on the dynamics of aerosol size distributions on multiple length and time scales. eprint arXiv:2601.05876, 2026 mehr… BibTeX Volltext ( DOI )

2025

  • Becker, Maximilian R.; Netz, Roland R.; Loche, Philip; Bonthuis, Douwe Jan; Mouhanna, Dominique; Berthoumieux, Hélène: Dielectric Properties of Aqueous Electrolytes at the Nanoscale. Physical Review Letters 134 (15), 2025 mehr… BibTeX Volltext ( DOI )
  • Chong, Sanggyu; Bigi, Filippo; Grasselli, Federico; Loche, Philip; Kellner, Matthias; Ceriotti, Michele: Prediction rigidities for data-driven chemistry. Faraday Discussions 256, 2025, 322-344 mehr… BibTeX Volltext ( DOI )
  • Goscinski, Alexander; Jorgensen, Christian A.; Principe, Victor Paul; Fraux, Guillaume; Kliavinek, Sergei; Helfrecht, Benjamin Aaron; Vasavada, Rhushil; Loche, Philip; Ceriotti, Michele; Cersonsky, Rose Kathleen: scikit-matter : A Suite of Generalisable Machine Learning Methods Born out of Chemistry and Materials Science. Open Research Europe 3, 2025, 81 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Huguenin-Dumittan, Kevin K.; Honarmand, Melika; Xu, Qianjun; Rumiantsev, Egor; How, Wei Bin; Langer, Marcel F.; Ceriotti, Michele: Fast and flexible long-range models for atomistic machine learning. The Journal of Chemical Physics 162 (14), 2025 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Kanduč, Matej; Schneck, Emanuel; Netz, Roland R.: Water cavitation results from the kinetic competition of bulk, surface, and surface-defect nucleation events. Physics of Fluids 37 (2), 2025 mehr… BibTeX Volltext ( DOI )
  • Mazitov, Arslan; Bigi, Filippo; Kellner, Matthias; Pegolo, Paolo; Tisi, Davide; Fraux, Guillaume; Pozdnyakov, Sergey; Loche, Philip; Ceriotti, Michele: PET-MAD as a lightweight universal interatomic potential for advanced materials modeling. Nature Communications 16 (1), 2025 mehr… BibTeX Volltext ( DOI )
  • Rumiantsev, Egor; Langer, Marcel F.; Sodjargal, Tulga-Erdene; Ceriotti, Michele; Loche, Philip: Learning Long-Range Representations with Equivariant Messages. arXiv:2507.19382, 2025 mehr… BibTeX Volltext ( DOI )
  • Stärk, Philipp; Stooß, Henrik; Loche, Philip; Bonthuis, Douwe Jan; Netz, Roland R.; Schlaich, Alexander: Static Dielectric Permittivity Profiles and Coarse-graining Approaches for Water in Graphene Slit Pores. arXiv:2512.07548, 2025 mehr… BibTeX Volltext ( DOI )

2024

  • Duenas-Herrera, Maria; Bonthuis, Douwe Jan; Loche, Philip; Netz, Roland R.; Scalfi, Laura: Force field for halide and alkali ions in water based on single-ion and ion-pair thermodynamic properties for a wide range of concentrations. The Journal of Chemical Physics 161 (7), 2024 mehr… BibTeX Volltext ( DOI )

2023

  • Alibay, Irfan; Barnoud, Jonathan; Beckstein, Oliver; Gowers, Richard J.; Loche, Philip R.; MacDermott-Opeskin, Hugo; Matta, Micaela; Naughton, Fiona B.; Reddy, Tyler; Wang, Lily: Building a community-driven ecosystem for fast, reproducible, and reusable molecular simulation analysis using mdanalysis. Biophysical Journal 122 (3), 2023, 420a mehr… BibTeX Volltext ( DOI )
  • Becker, Maximilian; Loche, Philip; Rezaei, Majid; Wolde-Kidan, Amanuel; Uematsu, Yuki; Netz, Roland R.; Bonthuis, Douwe Jan: Multiscale Modeling of Aqueous Electric Double Layers. Chemical Reviews 124 (1), 2023, 1-26 mehr… BibTeX Volltext ( DOI )
  • Huguenin-Dumittan, Kevin K.; Loche, Philip; Haoran, Ni; Ceriotti, Michele: Physics-Inspired Equivariant Descriptors of Nonbonded Interactions. The Journal of Physical Chemistry Letters 14 (43), 2023, 9612-9618 mehr… BibTeX Volltext ( DOI )
  • Nedyalkova, Miroslava; Russo, Giovanni; Loche, Philip; Lattuada, Marco: Revealing the Formation Dynamics of Janus Polymer Particles: Insights from Experiments and Molecular Dynamics. Journal of Chemical Information and Modeling 63 (23), 2023, 7453-7463 mehr… BibTeX Volltext ( DOI )

2022

  • Becker, Maximilian R.; Loche, Philip; Netz, Roland R.: Electrokinetic, electrochemical, and electrostatic surface potentials of the pristine water liquid–vapor interface. The Journal of Chemical Physics 157 (24), 2022 mehr… BibTeX Volltext ( DOI )
  • Felixmusil; Stricker, Markus; Agoscinski; Veit, Max; Gibertif; Fraux, Guillaume; Junge, Till; Ceriotti, Michele; Cersonsky, Rose K.; Willatt, Michael; Kvhuguenin; Andreagrisafi; Klimkou; Lgigli2190; Imbalzano, Giulio; FX Coudert; Jigyasa Nigam; Loche, Philip; Bhelfrecht; , Albert, Albert: lab-cosmo/librascal: Alpha release, CNN counterexample benchmarks. Zenodo, 2022 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Bonthuis, Douwe J.; Netz, Roland R.: Molecular dynamics simulations of the evaporation of hydrated ions from aqueous solution. Communications Chemistry 5 (1), 2022 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Scalfi, Laura; Ali Amu, Mustakim; Schullian, Otto; Bonthuis, Douwe J.; Rotenberg, Benjamin; Netz, Roland R.: Effects of surface rigidity and metallicity on dielectric properties and ion interactions at aqueous hydrophobic interfaces. The Journal of Chemical Physics 157 (9), 2022 mehr… BibTeX Volltext ( DOI )

2021

  • Gonella, Grazia; Backus, Ellen H. G.; Nagata, Yuki; Bonthuis, Douwe J.; Loche, Philip; Schlaich, Alexander; Netz, Roland R.; Kühnle, Angelika; McCrum, Ian T.; Koper, Marc T. M.; Wolf, Martin; Winter, Bernd; Meijer, Gerard; Campen, R. Kramer; Bonn, Mischa: Water at charged interfaces. Nature Reviews Chemistry 5 (7), 2021, 466-485 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Steinbrunner, Patrick; Friedowitz, Sean; Netz, Roland R.; Bonthuis, Douwe Jan: Transferable Ion Force Fields in Water from a Simultaneous Optimization of Ion Solvation and Ion–Ion Interaction. The Journal of Physical Chemistry B 125 (30), 2021, 8581-8587 mehr… BibTeX Volltext ( DOI )
  • Rezaei, Majid; Mitterwallner, Bernhard G.; Loche, Philip; Uematsu, Yuki; Netz, Roland R.; Bonthuis, Douwe Jan: Interfacial, Electroviscous, and Nonlinear Dielectric Effects on Electrokinetics at Highly Charged Surfaces. The Journal of Physical Chemistry B 125 (18), 2021, 4767-4778 mehr… BibTeX Volltext ( DOI )
  • Ruiz-Rodriguez, Lorena; Loche, Philip; Hansen, Lise Thornfeldt; Netz, Roland R.; Fratzl, Peter; Schneck, Emanuel; Blank, Kerstin G.; Bertinetti, Luca: Sequence-specific response of collagen-mimetic peptides to osmotic pressure. MRS Bulletin 46 (10), 2021, 889-901 mehr… BibTeX Volltext ( DOI )

2020

  • Arruda, Lucas M.; Ali, Md. Ehesan; Bernien, Matthias; Hatter, Nino; Nickel, Fabian; Kipgen, Lalminthang; Hermanns, Christian F.; Bißwanger, Timo; Loche, Philip; Heinrich, Benjamin W.; Franke, Katharina J.; Oppeneer, Peter M.; Kuch, Wolfgang: Surface-orientation- and ligand-dependent quenching of the spin magnetic moment of Co porphyrins adsorbed on Cu substrates. Phys. Chem. Chem. Phys. 22, 2020, 12688-12696 mehr… BibTeX Volltext ( DOI )
  • Carlson, Shane; Brünig, Florian N.; Loche, Philip; Bonthuis, Douwe Jan; Netz, Roland R.: Exploring the Absorption Spectrum of Simulated Water from MHz to Infrared. The Journal of Physical Chemistry A 124 (27), 2020, 5599-5605 mehr… BibTeX Volltext ( DOI )
  • Elgabarty, Hossam; Kampfrath, Tobias; Bonthuis, Douwe Jan; Balos, Vasileios; Kaliannan, Naveen Kumar; Loche, Philip; Netz, Roland R.; Wolf, Martin; Kühne, Thomas D.; Sajadi, Mohsen: Energy transfer within the hydrogen bonding network of water following resonant terahertz excitation. Science Advances 6 (17), 2020 mehr… BibTeX Volltext ( DOI )
  • Kanduč, Matej; Schneck, Emanuel; Loche, Philip; Jansen, Steven; Schenk, H. Jochen; Netz, Roland R.: Cavitation in lipid bilayers poses strict negative pressure stability limit in biological liquids. Proceedings of the National Academy of Sciences 117 (20), 2020, 10733-10739 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Ayaz, Cihan; Wolde-Kidan, Amanuel; Schlaich, Alexander; Netz, Roland R.: Universal and Nonuniversal Aspects of Electrostatics in Aqueous Nanoconfinement. The Journal of Physical Chemistry B 124 (21), 2020, 4365-4371 mehr… BibTeX Volltext ( DOI )
  • dos Santos, Alexandre P.; Uematsu, Yuki; Rathert, Alexander; Loche, Philip; Netz, Roland R.: Consistent description of ion-specificity in bulk and at interfaces by solvent implicit simulations and mean-field theory. The Journal of Chemical Physics 153 (3), 2020 mehr… BibTeX Volltext ( DOI )

2019

  • Beckstein, Oliver; Lacerda, Pedro; Domański, Jan; Dotson, David; Heavey, Thomas; White, Andrew; Gowers, Richard; Linke, Max; Kenney, Ian; , Cody, Cody; Shujie Fan; Somogyi, Andy; Denniej0-2; Loche, Philip; Mohebifar, Mohamad; Berg, Andrej: Becksteinlab/GromacsWrapper: Release 0.8.0. Zenodo, 2019 mehr… BibTeX Volltext ( DOI )
  • Loche, Philip; Ayaz, Cihan; Schlaich, Alexander; Uematsu, Yuki; Netz, Roland R.: Giant Axial Dielectric Response in Water-Filled Nanotubes and Effective Electrostatic Ion–Ion Interactions from a Tensorial Dielectric Model. The Journal of Physical Chemistry B 123 (50), 2019, 10850-10857 mehr… BibTeX Volltext ( DOI )
  • Philip Loche, Amanuel Wolde-Kidan, Alexander Schlaich, Douwe Jan Bonthuis, Roland R Netz: Comment on “Hydrophobic surface enhances electrostatic interaction in water”. Physical review letters, 2019 mehr… BibTeX
  • Wolde-Kidan, Amanuel; Pham, Quoc Dat; Schlaich, Alexander; Loche, Philip; Sparr, Emma; Netz, Roland R.; Schneck, Emanuel: Influence of polar co-solutes and salt on the hydration of lipid membranes. Physical Chemistry Chemical Physics 21 (31), 2019, 16989-17000 mehr… BibTeX Volltext ( DOI )

2018

  • Loche, Philip; Ayaz, Cihan; Schlaich, Alexander; Bonthuis, Douwe Jan; Netz, Roland R.: Breakdown of Linear Dielectric Theory for the Interaction between Hydrated Ions and Graphene. The Journal of Physical Chemistry Letters 9 (22), 2018, 6463-6468 mehr… BibTeX Volltext ( DOI )
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