activity
20202026
most citedHybrid quantum-classical reservoir computing of thermal convection flow

69 citations · 128 across the 12 of their papers we have counts for

collaborators

12 papers

quant-ph2026

The potential of quantum computers for Particle Image Velocimetry

Philipp Pfeffer, Theo Käufer, Julia Ingelmann +2

Particle Image Velocimetry (PIV) is the prime image-processing technique to measure and visualize velocity fields of laminar and turbulent flows. The velocity field vectors are obt…

physics.flu-dyn2025

Variational quantum algorithm for anion exchange across electrolyzer membrane

Timur Gubaev, Philipp Pfeffer, Christian Dreßler +1

We present a variational quantum algorithm that solves the one-dimensional diffusion problem with a space-dependent diffusion constant . This problem is relevant for the exch…

quant-ph2025

High-order splitting of non-unitary operators on quantum computers

Peter Brearley, Philipp Pfeffer

Dissipation and irreversibility are central to many physical systems, yet they lead to non-unitary dynamics that are challenging to realise on quantum processors. High-order operat…

quant-ph2025

Spectral quantum algorithm for passive scalar transport in shear flows

Philipp Pfeffer, Peter Brearley, Sylvain Laizet +1

The mixing of scalar substances in fluid flows by stirring and diffusion is ubiquitous in natural flows, chemical engineering, and microfluidic drug delivery. Here, we present a sp…

physics.flu-dyn2025

Slim multi-scale convolutional autoencoder-based reduced-order models for interpretable features of a complex dynamical system

Philipp Teutsch, Philipp Pfeffer, Mohammad Sharifi Ghazijahani +3

In recent years, data-driven deep learning models have gained significant interest in the analysis of turbulent dynamical systems. Within the context of reduced-order models (ROMs)…

math.DS2025

Second quantization for classical nonlinear dynamics

Dimitrios Giannakis, Mohammad Javad Latifi Jebelli, Michael Montgomerry +3

Using techniques from many-body quantum theory, we propose a framework for representing the evolution of observables of measure-preserving ergodic flows through infinite-dimensiona…

math.DS2024

Tensor network approximation of Koopman operators

Dimitrios Giannakis, Mohammad Javad Latifi Jebelli, Michael Montgomery +3

We propose a tensor network framework for approximating the evolution of observables of measure-preserving ergodic systems. Our approach is based on a spectrally-convergent approxi…

physics.flu-dyn2023★ 33 cited

Two quantum algorithms for solving the one-dimensional advection-diffusion equation

Julia Ingelmann, Sachin S. Bharadwaj, Philipp Pfeffer +2

Two quantum algorithms are presented for the numerical solution of a linear one-dimensional advection-diffusion equation with periodic boundary conditions. Their accuracy and perfo…

physics.flu-dyn2023★ 21 cited

Reduced-order modeling of two-dimensional turbulent Rayleigh-Bénard flow by hybrid quantum-classical reservoir computing

Philipp Pfeffer, Florian Heyder, Jörg Schumacher

Two hybrid quantum-classical reservoir computing models are presented to reproduce low-order statistical properties of a two-dimensional turbulent Rayleigh-Bénard convection flow a…

quant-ph2023★ 3 cited

Multidimensional Quantum Fourier Transformation

Philipp Pfeffer

The Quantum Fourier Transformation (QFT) is a well-known subroutine for algorithms on qubit-based universal quantum computers. In this work, the known QFT circuit is used to derive…

quant-ph2022★ 69 cited

Hybrid quantum-classical reservoir computing of thermal convection flow

Philipp Pfeffer, Florian Heyder, Jörg Schumacher

We simulate the nonlinear chaotic dynamics of Lorenz-type models for a classical two-dimensional thermal convection flow with 3 and 8 degrees of freedom by a hybrid quantum--classi…

quant-ph2020★ 2 cited

Embedding classical dynamics in a quantum computer

Dimitrios Giannakis, Abbas Ourmazd, Philipp Pfeffer +2

We develop a framework for simulating measure-preserving, ergodic dynamical systems on a quantum computer. Our approach provides a new operator-theoretic representation of classica…