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📁 有关kalman滤波及其一些变形滤波算法
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% ReBEL : Recursive Bayesian Estimation Library  - Toolkit% Version 0.2%% ---CORE ROUTINES---%% ReBEL Inference System Routines%    consistent        -  Check ReBEL data structures for consistency.%    convgausns        -  Convert a Gaussian noise source from one cov_type to another.%    fixinfds          -  Make a user defined InferenceDS data structure compliant.%    geninfds          -  Generate a InferenceDS data structure from a user specified%                         general state space model (GSSM file).%    gennoiseds        -  Generate a noise source data structure.%    gensysnoiseds     -  Generate inference system noise sources (i.e. process and%                         observation noise sources).%    gssm              -  TEMPLATE : General state space model template. Copy and adapt%                         for your own use.%% Inference Algorithms%    cdkf              -  Central Difference Kalman Filter (SPKF family).%    ekf               -  Extended Kalman Filter%    gspf              -  Gaussian Sum Particle Filter%    gmsppf            -  Gaussian Mixture Sigma-Point Particle Filter%    kf                -  Kalman Filter (standard linear version)%    pf                -  Generic Particle Filter (a.k.a Bootstrap or CONDENSATION)%    sppf              -  Sigma-Point Particle Filter (Sigma-Point Filter family)%    srcdkf            -  Square-Root Central Difference Kalman Filter (SPKF family)%    srukf             -  Square-Root Unscented Kalman Filter (SPKF family)%    ukf               -  Unscented Kalman Filter (SPKF family)%% Neural Neworks%    mlpff             -  Feed forward a ReBEL MLP (multi-layer perceptron) neural%                         network.%    mlpindexgen       -  Generate 'fast unpacking' index vectors for a ReBEL MLP neural%                         network.%    mlpjacobian       -  Calculate neural network derivatives.%    mlppack           -  Pack a ReBEL MLP neural network parameters (weights and biases)%                         into a single vector.%    mlpunpack         -  Unpack a ReBEL MLP neural network parameter vector into seperate%                         weight and bias matrices.%    mlpweightinit     -  Initialize the parameters of a ReBEL MLP neural network.%% Other Models%    gauseval          -  Calculate the probability ( likelihood p(x|M) ) of a dataset%                         given a multivariate Gaussian density.%    gaussamp          -  Sample from a multivariate Gaussian density.%    gmmfit            -  Fit/train a Gaussian mixture model (GMM) to data using EM%    gmminitialize     -  Initiliaze a GMM (used internally by gmmfit)%    gmmsample         -  Sample efficiently from a GMM%    gmmprobability    -  Calculate all probabilities relating a dataset to a GMM%                         (i.e. likelihoods, priors, evidence & posterior)%% Miscellaneous%    addangle          -  Add two angles MOD 2pi radians.%    addrelpath        -  Add and expand a relative path to the current MATLABPATH%    checkdups         -  Check a vector for duplicate entries.%    checkstructfields -  Check if structure has a list of specified fields.%    cvecrep           -  Column vector replicate.%    datamat           -  Create a datamatrix from a vector of data%    remrelpath        -  Remove a relative path from the current MATLABPATH%    residualresample  -  Residual resampling needed by SIR algorithms%    rvecrep           -  Row vector replicate%    stringmatch       -  Match one string to a cell array of others.%    subangle          -  Subtract two angles MOD 2pi radians.%

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