A Beginner’s Guide to Computer Vision

A Beginner's Guide to Computer Vision

Persisting with originality, click the blue text above to followme! Computer Vision is an important field of artificial intelligence technology. To put it metaphorically (though not necessarily accurately), I believe computer vision is the eye of the artificial intelligence era, highlighting its significance. Computer vision is actually a grand concept, and the image below summarizes … Read more

GA-CNN-BiLSTM-Attention Series for Multivariate Time Series Prediction

GA-CNN-BiLSTM-Attention Series for Multivariate Time Series Prediction

Reading time required 6 minutes Speed reading only takes 2 minutes Please respect original labor achievementsPlease indicate the link of this article and the author: Machine Learning Heart Click to read the original text or copy the following link to the browser to get the complete source code and data of the article: https://mbd.pub/o/bread/mbd-Z56VmZtt Abstract: … Read more

Data Generation Method Based on 1D-GAN (Includes Matlab Code)

Data Generation Method Based on 1D-GAN (Includes Matlab Code)

The powerful feature representation and nonlinear fitting capability of deep neural networks stem from sufficient learning on high-quality datasets. However, in practical engineering applications, due to economic and labor costs, acquiring a large amount of typical labeled data becomes extremely challenging, resulting in avery limited number of training samples. Data augmentation methods provide a simple … Read more

Time Series Prediction Using LSTM Neural Network

Time Series Prediction Using LSTM Neural Network

Click the blue text to follow us Happy New Year, wishing you good fortune in the Year of the Dragon Happy Spring Festival LSTM Neural Network Time Series Prediction Given a simple dataset, we use Long Short-Term Memory (LSTM) neural networks to implement time series prediction, with the ReLU function as the activation function. The … Read more

Optimizing Process Parameters and Design with Transformer-GRU and NSGA-II

Optimizing Process Parameters and Design with Transformer-GRU and NSGA-II

Reading time required 6 minutes Speed reading only takes 2 minutes Please respect the original labor resultsReprint must indicate the link to this articleand the author: Machine Learning Heart Click to read the original text or copy the following link to the browser to obtain the complete source code and data of the article: https://mbd.pub/o/bread/mbd-Z56Ul5hy … Read more

MTF-CNN-Attention Fault Recognition Program

MTF-CNN-Attention Fault Recognition Program

Applicable Platform: Matlab 2023 and above This program references the ChineseEIJournal“Power Grid Technology” online publication, literature: “Classification Method of Power Quality Disturbances Based on Markov Transition Field and Multi-Head Attention Mechanism“. The program is well-commented and full of valuable content. Below is a brief introduction to the article and the program! Innovations in the Literature:The … Read more

Fire Detection System Based on Faster R-CNN

Fire Detection System Based on Faster R-CNN

Table of Contents 1. System Overview 2. System Simulation Effect Preview 3. Core Code 4. Complete Project Acquisition 1. System Overview Faster R-CNN is a deep learning object detection algorithm based on Region Proposal Network (RPN) and Fast R-CNN. This algorithm consists mainly of two parts: the RPN network and the Fast R-CNN network. The … Read more

Implementing Single-Head and Multi-Head Attention Mechanisms in One Line

Implementing Single-Head and Multi-Head Attention Mechanisms in One Line

Click the blue text above to follow us In recent years, the attention mechanism has become very popular due to its effectiveness, and the combination of attention with various networks is increasingly common. MATLAB 2023 has added the Attention layer, making the implementation of the attention mechanism extremely simple. The detailed usage can be found … Read more

Implementation of Multi-Agent Consensus Control in Simulink

Implementation of Multi-Agent Consensus Control in Simulink

βœ… Author Introduction: A Matlab simulation developer passionate about research, improving both skills and technology simultaneously. For code acquisition, paper reproduction, and research simulation collaboration, feel free tomessage me. 🍎 Personal Homepage: Matlab King Assistant 🍊 Personal Motto: Walk every day, fear not the distance. 🍊 Code acquisition method: QQ: 2307468664 πŸ”₯ Content Introduction The … Read more

Multi-Agent Control: Ode45 and Euler Methods in Matlab and Python

Multi-Agent Control: Ode45 and Euler Methods in Matlab and Python

Click the blue text above to follow us Gift to Readers πŸ‘¨πŸ’»Doing research involves a profound system of thought. Researchers need to be logical, diligent, and serious, but effort alone is not enough. Often, leveraging existing resources is more important than hard work. Additionally, one needs innovative and inspiring ideas. It is recommended that readers … Read more