AI Optimization

Research on Energy Storage Peak Shaving and Frequency Regulation Models in Power Systems with Matlab Code

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Research on Energy Storage Peak Shaving and Frequency Regulation Models in Power Systems with Matlab Code

✅ Author Introduction: A Matlab simulation developer passionate about scientific research, skilled in data processing, modeling simulation, program design, complete code acquisition, paper reproduction, and scientific simulation. 🍎 Previous Review: Follow my personal homepage:Matlab Research Studio 🍊 Personal Motto: Investigate to gain knowledge, complete Matlab code and simulation consultation available via private message. 🔥 Content … Read more

Efficient Programming of Timer Applications: Code Structure and Optimization Methods in Industrial Control Systems

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Efficient Programming of Timer Applications: Code Structure and Optimization Methods in Industrial Control Systems

Click the blue text to follow! Just arrived at the workshop this morning, and the equipment suddenly alarmed and stopped. Checking the fault information: Timer overflow. Our colleague Xiao Zhang scratched his head: “Isn’t it just a timer? Why does it keep having problems?” Many beginners in industrial control encounter similar situations. Today, I will … Read more

PLC Application Example: Waste Incineration Power Generation Control, Efficiency Increased by 20%!

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PLC Application Example: Waste Incineration Power Generation Control, Efficiency Increased by 20%!

PLC Application Example: Waste Incineration Power Generation Control, Efficiency Increased by 20%! 📚 Reading Time: 8 minutes | Practical Value: Enhancing Waste Incineration Power Generation Efficiency > Have you encountered these issues? – Is the waste incineration power generation efficiency always unable to break through the bottleneck? – Are there frequent coordination errors between DCS … Read more

Low Power Design in C++ Embedded Development

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Low Power Design in C++ Embedded Development

Low Power Design in C++ Embedded Development In modern embedded systems, low power design is a crucial topic. With the proliferation of IoT devices and wearables, effectively managing power consumption has become a challenge that developers must face. This article will introduce some low power design strategies in C++ embedded development and provide corresponding code … Read more

How to Solve 90% of Build Problems with CMake Using Conditions and Loops?

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How to Solve 90% of Build Problems with CMake Using Conditions and Loops?

Click the blue textFollow the author 1. Introduction So far, the CMake examples we have encountered follow a straightforward process: starting from a series of source files, ultimately building into a single executable program or generating static/dynamic libraries. This linear process is simple and easy to understand, but often proves inadequate in more complex projects. … Read more

Documenting a Crash Issue Caused by Missing Return in High Version GCC

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Documenting a Crash Issue Caused by Missing Return in High Version GCC

1. Problem Phenomenon The code that runs normally on CentOS 7 crashes when compiled and run on CentOS 8. 2. Troubleshooting Process The crash occurred at a location in the test case that should not have been reached, so I first commented out that part of the code. It then crashed again after reaching the … Read more

A Time Wizard Accurate to Nanoseconds: A Practical Guide to Python’s perf_counter()

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A Time Wizard Accurate to Nanoseconds: A Practical Guide to Python's perf_counter()

You must have encountered this situation: you wrote a piece of code but don’t know how fast it runs? Or you optimized for a long time but can’t provide exact data to prove your optimization is effective. Don’t worry, Python has a super handy tool – <span>time.perf_counter()</span>, which can help you measure code execution time … Read more

Low Success Rate of Multi-Agent Systems? An In-Depth Analysis of 14 Failure Modes and the Root Causes Hidden in These 3 Key Stages!

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Low Success Rate of Multi-Agent Systems? An In-Depth Analysis of 14 Failure Modes and the Root Causes Hidden in These 3 Key Stages!

🔥 [Heartbreaking Data at the Beginning]Research shows that even top open-source multi-agent systems like ChatDev have a task accuracy rate of only 25%! Why does the theoretical “collaborative intelligence” frequently fail? We reveal the truth behind the failures using over 150 dialogue trajectories and expert annotations! The Gap Between the “Ideal and Reality” of Multi-Agent … Read more

Ningbo Metro Line 2 Train LCD Screens Updated! Netizens: Finally No Longer Cheap-Looking

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Ningbo Metro Line 2 Train LCD Screens Updated! Netizens: Finally No Longer Cheap-Looking

Recently, netizens discovered that the LCD screens on Ningbo Metro Line 2 have finally been updated! Previously, the LCD screens on Line 2 had a “red background with black text” design, and the transfer signs for Line X and the station sub-names did not include English translations. As a result, this design has been criticized … Read more

Detailed Case Study of Implementing Penalty Function Method in MATLAB

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Detailed Case Study of Implementing Penalty Function Method in MATLAB

Using the penalty function method, the solution of nonlinear programming problems can be transformed into solving a series of unconstrained extremum problems. This method is also referred to as the Sequential Unconstrained Minimization Technique, abbreviated as SUMT. The idea behind the penalty function method for solving nonlinear programming problems is to construct an augmented objective … Read more