Uncertain parameter estimation on Grey-Box Dynamic Systems
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Updated
Apr 2, 2022 - MATLAB
Uncertain parameter estimation on Grey-Box Dynamic Systems
Code for the nested hybrid filters (NHFs), including four different implementations using sequential Monte Carlo (SMC), sequential quasi-Monte Carlo (SQMC), extended Kalman filters (EKFs) and ensemble Kalman filters (EnKFs). I have also included the implementation of the nested particle filter (NPF) and the two-stage filter to compare performance.
Projects for Systems Modeling & Simulation Course / Aristotle University of Thessaloniki / Summer Semester 2021
Code for the nested Gaussian filters (NGFs), in particular, an implementation of an unscented Kalman filter (UKF) combined with a bank of extended Kalman filters (EKFs). Other algorithms are implemented to compare performance.
a gradient-based optimisation routine for highly parameterised non-linear dynamical models
GEARS a toolbox for Global parameter Estimation with Automated Regularisation via Sampling by Jake Alan Pitt and Julio R. Banga
Inertial parameter estimation using discrete variational motion equations
MATLAB-Simulink code for paper: EKF-Based Parameter Identification of Multi-Rotor Unmanned Aerial VehiclesModels
Implementation of maximum likelihood parameter estimator for linear state space systems.
Data for the Quantitative Single-Neuron Modeling Competition (2007).
Assignment Submission for the System Identification of Aerospace Vehicle (AE4320) course. Two Step Approach to Identify Aerodynamic Model - State Estimation and Parameter Estimation
This repository contains a collection of assignments completed for the System Identification and Parameter Estimation (TIP7044) course at the Federal University of Ceará during my Master's degree.
Toolbox for parameter estimation of the Standard Model of diffusion in white matter
Codes for ''Machine-learning parameter tracking with partial state observation'', which published in Physical Review Research.
Preliminary investigation of machine learning techniques to perform parameters estimation for cube type crystal structure.
Repo for some modelling and simulation work relating to my thesis
Matlab code for replicate time series regression
Thuật toán truy hồi cho ước lượng tham số trong mô hình hồi quy tuyến tính.
Mathematical modelling of microglial cells for the neuroscience community
Code repository for "Design Centering enables robust stochastic parameter inference"
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