publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

An up-to-date list is available on my Google Scholar.

2023

  1. Multidimensional projection filters via automatic differentiation and sparse-grid integration
    Muhammad Fuady Emzir, Zheng Zhao, and Simo Särkkä
    Signal Processing, 2023

2022

  1. Stability analysis of quantum systems: A Lyapunov criterion and an invariance principle
    Muhammad Fuady Emzir, Matthew J Woolley, and Ian R Petersen
    Automatica, 2022
  2. Multispectral photon-counting for medical imaging and beam characterization—A project review
    Stefanie Kirschenmann, Mihaela Bezak, Shudhashil Bharthuar, and 8 more authors
    Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 2022
  3. Fast optimize-and-sample method for differentiable Galerkin approximations of multi-layered Gaussian process priors
    Muhammad F Emzir, Niki A Loppi, Zheng Zhao, and 2 more authors
    In 2022 25th International Conference on Information Fusion (FUSION), 2022

2021

  1. Deep state-space Gaussian processes
    Zheng Zhao, Muhammad Emzir, and Simo Särkkä
    Statistics and Computing, 2021

2020

  1. Convergence to pure steady states of linear quantum systems
    Muhammad F Emzir, Ian R Petersen, and Matthew J Woolley
    Journal of Physics A: Mathematical and Theoretical, 2020
    HTML
  2. Multispectral photon-counting for medical imaging and beam characterization
    Erik Brücken, Shudhashil Bharthuar, M Emzir, and 8 more authors
    Journal of Instrumentation, 2020
  3. Enhancing industrial X-ray tomography by data-centric statistical methods
    Jarkko Suuronen, Muhammad Emzir, Sari Lasanen, and 2 more authors
    Data-Centric Engineering, 2020
    HTML
  4. Non-stationary multi-layered Gaussian priors for Bayesian inversion
    Muhammad Emzir, Sari Lasanen, Zenith Purisha, and 2 more authors
    Inverse Problems, 2020

2019

  1. Hilbert-space reduced-rank methods for deep Gaussian processes
    Muhammad F Emzir, Sari Lasanen, Zenith Purisha, and 1 more author
    In 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP), 2019
    HTML

2018

  1. On physical realizability of nonlinear quantum stochastic differential equations
    Muhammad F Emzir, Matthew J Woolley, and Ian R Petersen
    Automatica, 2018
    HTML
  2. Topics on filtering and coherent control of nonlinear quantum systems
    Muhammad Fuady Emzir
    2018
    HTML
  3. Filtering for a Class of Quantum Systems With Classical Stochastic Disturbances
    Qi Yu, Daoyi Dong, Ian R. Petersen, and 2 more authors
    IEEE Transactions on Control Systems Technology, 2018
    HTML

2017

  1. A quantum extended Kalman filter
    Muhammad F Emzir, Matthew J Woolley, and Ian R Petersen
    Journal of Physics A: Mathematical and Theoretical, 2017
    HTML
  2. Lyapunov stability analysis for invariant states of quantum systems
    Muhammad F Emzir, Ian R Petersen, and Matthew J Woolley
    In 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017
    HTML

2016

  1. Quartz-superconductor quantum electromechanical system
    MJ Woolley, MF Emzir, GJ Milburn, and 4 more authors
    Physical Review B, 2016

2015

  1. Quantum filtering for multiple diffusive and Poissonian measurements
    Muhammad F Emzir, Matthew J Woolley, and Ian R Petersen
    Journal of Physics A: Mathematical and Theoretical, 2015
    HTML

2014