Chuguang Pan

Last seen: Today | Active since 2019

Followers: 4 Following: 12

Message

Continuous learning matters enormously. Knowledge and industries change fast these days, so we can not stop learning once we master a set of skills. Keeping learning helps us broaden our horizons, improve our problem-solving skills and stay competitive in both work and life.

Programming Languages:
MATLAB, Python, C
Spoken Languages:
English, Chinese
Pronouns:
He/him
Professional Interests:
Control Algorithm Design, Signal and Data Processing, Mechanical Engineering

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Submitted

Local Spectral Centroid Attention (LSCA) Layer
LSCA dynamically identifies dominant local spectral centroids and adaptively allocates frequency-band weights for vibration-base...

17 hours ago | 0 downloads |

0.0 / 5

Question

Control Underactuated Two-Link Robot Using C/GMRES Solver Example Generates Distinct Result
I was learning Nonlinear Model Predictive Controller (NMPC) recently and tried to reproduce the Control Underactuated Two-Link R...

3 days ago | 0 answers | 0

0

answers

Submitted

Clipped Double DQN Agent for Reinforcement Learning
Clipped Double Deep Q-Network (CDDQN) RL agent constructed based on template calss.

5 days ago | 0 downloads |

0.0 / 5

Question

Inconsistent observation input type of getActionImpl method in Custom Reinforcement Learning Agent Class
I want to construct custom Reinforcement Learning (RL) agent based on template class provided by MATLAB Example. After construct...

6 days ago | 0 answers | 0

0

answers

Submitted

Customized Causal Wavelet Layer for Physics-Guided Learning
Causal wavelet layer is a customized deep learning layer for physics-guided learning. It uses conv-1D to implement wavelet trans...

8 days ago | 2 downloads |

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Submitted

Latent Augmented Neural Ordinary Differential Equations
Latent augmented neural ordinary differential equation (LANODE) for data-driven modeling of dynamic systems.

9 days ago | 2 downloads |

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Submitted

Generalized State Space Layer for Sampling Rate Shift
Generalized State Space (GSS) layer can process input sampling rate shift based on SSM with learnable timescale.

11 days ago | 3 downloads |

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Solved

Swap the column given with another one!
We have a random sized matrix A. You have to change the nth column with the kth column. The result must be a matrix B. For exam...

12 days ago

Question

pinv function is supported for dlarray input while the pageinv function is not supported
In the deep learning pipeline, I want to use inverse operation on every page of 3D dlarray object. I have tried pageinv function...

13 days ago | 2 answers | 0

2

answers

Submitted

Wavelet-Structured Gated Recurrent Unit Layer
Customized Wavelet-Structured Gated Recurrent Unit (WSGRU) layer for multivariate time series analysis.

14 days ago | 2 downloads |

0.0 / 5

Answered
How to multiple very large numbers in Matlab?
@Manny. You can use sym function to obtain accurate symbolic result. accurateNum = sym("111111111"); res = accurateNum.^2

14 days ago | 2

Submitted

Caputo Fractional-Order GRU for Time-Series Learning
Caputo fractional-order extension model is integrated into the GRU state update mechanism based on Caputo fractional derivative....

15 days ago | 1 download |

0.0 / 5

Answered
dlarray supported alternatives of matrix inverse and matrix determinant
After refering to the Example presented in Specify Custom Operation Backward Function and the Matrix calculus formula. I define ...

20 days ago | 0

Question

dlarray supported alternatives of matrix inverse and matrix determinant
I want to use matrix inverse and matrix determinant in the Dynamic Computation Graph of the deep learning model. However, there ...

20 days ago | 1 answer | 0

1

answer

Submitted

Customized MambaBlock Layer Using Minimal Implementation
Minimal implementation of MambaBlock.

22 days ago | 3 downloads |

0.0 / 5

Submitted

Flow Matching Example for Generative Modeling
FlowMatching (FW) model builds the probability path from source distribution to target distribution.

23 days ago | 4 downloads |

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Solved

Find the standard deviation of non-zero elements in a matrix
Given a matrix A, calculate the sample standard deviation of only the non-zero elements. If there are fewer than 2 non-zero ...

26 days ago

Submitted

Split Input Function Layer with Multi-Outputs
Split input with uniform block size along channel ("C") dimension based on functionLayer.

28 days ago | 1 download |

0.0 / 5

Submitted

RBFKAN for Physics-Informed Machine Leaning
RBFKAN constructs its edge activation functions as a linear combination of radial basis functions.

28 days ago | 5 downloads |

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Submitted

Customized Linformer Attention Layer
Linformer: multi-head linear attention with low-rank temporal projection.

1 month ago | 1 download |

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Submitted

Gated Mamba Module based on Deep Learning Toolbox
Gated mamba module for multivariates time sequence deep learning.

1 month ago | 2 downloads |

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Submitted

Neural Dynamics Gradient Time Acceleration Optimizer
NDGTA optimizer guides parameters of neural networks toward flat minima during the training for generalization.

1 month ago | 2 downloads |

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Submitted

Deep Gaussian Process (DGP) Layer for DGP Integration
Deep Gaussian Processes (DGPs) are hierarchical Bayesian non-parametric models that extend standard Gaussian Processes for deep ...

1 month ago | 5 downloads |

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Submitted

Symbolic KANs for Interpretable Learning
Symbolic Kolmogorov-Arnold Networks (Symbolic-KANs) embeds symbolic structure directly within a trainable network.

1 month ago | 3 downloads |

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Submitted

Customized Spike Neuron Layers for Spiking Neural Networks
SpikeIFNeuronLayer and SpikeLIFNeuronLayer for constructing Spiking Neural Networks (SNNs).

2 months ago | 2 downloads |

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Submitted

Tensorized LSTM Network with Mixture Attention
Tensorized LSTM unit for multivariate time series (MTS) learning. Mixture Attention for variable attention and temproal attentio...

2 months ago | 8 downloads |

0.0 / 5

Question

Custom Deep Learning Layer with different input and output format occurs error
When I construct the custom deep learning layer with formattable input and output, checkLayer function returns error when the in...

2 months ago | 1 answer | 0

1

answer

Submitted

Spiking Neural Network Example using Spiking LIF Layer
Customized Spiking LIF (Leaky-and-Firing) Layer without learnable parameters for constructing Spiking Neural Networks (SNNs).

2 months ago | 10 downloads |

0.0 / 5

Submitted

Customized Invertible Attention Layer
Invertible Attention Layer (IAL) constructed based on Deep Learning Toolbox for conditional invertible neural networks (cINNs).

2 months ago | 2 downloads |

0.0 / 5

Question

How to ensurethat the sum([0.7 0.2 0.1])==1 return true when testing equivalence relation
I find that when I want to test the equivalence between sum([0.7 0.2 0.1]) and 1, the testing result return false. I think the e...

2 months ago | 2 answers | 0

2

answers