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Matlab在数字信号处理中的应用
Signal processing is essential for a wide range of applications, from data science to real-time embedded systems. MATLAB® and Simulink® products make it easy to use ** processing techniques to explore and analyze time-series data, and they provide a unified workflow for the development of embedded systems and streaming applications.
With MATLAB and Simulink ** processing products, you can:
Acquire, measure, and analyze **s from many sources.
Design streaming algorithms for audio, smart sensor, instrumentation, and IoT devices.
Prototype, test, and implement DSP algorithms on PCs, embedded processors, SoCs, and FPGAs.
Signal processing is essential for a wide range of applications, from data science to real-time embedded systems. MATLAB® and Simulink® products make it easy to use ** processing techniques to explore and analyze time-series data, and they provide a unified workflow for the development of embedded systems and streaming applications.
With MATLAB and Simulink ** processing products, you can:
Acquire, measure, and analyze **s from many sources.
Design streaming algorithms for audio, smart sensor, instrumentation, and IoT devices.
Prototype, test, and implement DSP algorithms on PCs, embedded processors, SoCs, and FPGAs.
Signal Analysis for Everyone
MATLAB and ** processing products help you analyze **s from a range of data sources. You can acquire, measure, transform, filter, and visualize **s without being an expert in ** processing theory. You can apply ** processing tools to:
Preprocess and filter **s prior to analysis.
Explore and extract features for data analytics and machine learning applications.
Analyze trends and discover patterns in **s.
Visualize and measure time and frequency characteristics of **s.
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Acquire live data from individual instruments, cards, sensors, or internet of things approaches
Read or write stored data including **s, images, video, and ‘omics data from files, databases, spreadsheets, or via web access
Manage datasets too large to fit in memory
Model and simulate biological systems with an intuitive graphical interface or symbolic math
Refine your models with optimization, curve fitting, and parameter estimation
Design experiments and characterize results with frequentist or Bayesian statistics or machine learning
Report results
Scale up computing to multicore machines and GPUs, clusters and HPC centers, and the cloud
Collaborate and support teams with a range of deployment options including apps, desktop or web executables, and mobile devices
Deploy royalty-free integrations with third-party software and programming languages
Re-use code assets developed and shared by the global scientific community
Readily automate tasks into pipelines or processes using code that can be shared and evolved
MathWorks also provides training and consulting services to help you or your team become more proficient and complete projects faster.
Because MATLAB and Simulink® toolboxes have been trusted by the global science community for over 30 years, researchers and educators have created a large and diverse collection of domain-specific tools written in MATLAB. Many of these tools are freely available at MathWorks File Exchange, GitHub, or the MathWorks Connections Program.
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在嵌入式设备上运行
自动将 MATLAB 算法转换为 C/C++ 和 HDL 代码,从而在嵌入式设备上运行。
Run on Embedded Devices
与基于模型的设计集成
MATLAB 与 Simulink 配合以支持基于模型的设计,用于多域仿真、自动生成代码,以及嵌入式系统的测试和验证。
将 MATLAB 用于:
数据分析
探索如何使用 MATLAB 进行大数据、机器学习和生产分析。
无线通信
探索 MATLAB 如何帮助您开发算法和执行全面的无线系统仿真。
MATLAB® makes data science easy with tools to access and preprocess data, build machine learning and predictive models, and deploy models to enterprise IT systems.
Access data stored in flat files, databases, data historians, and cloud storage, or connect to live sources such as data acquisition hardware and financial data feeds
Manage and clean data using datatypes and preprocessing capabilities for programmatic and interactive data preparation, including apps for ground-truth labeling
Document data analysis with MATLAB graphics and the Live Editor notebook environment
Apply domain-specific feature engineering techniques for sensor, text, image, video, and other types of data
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**的工程师和科学家们都依赖 MATLAB
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