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MATLAB 和 Simulink 在预测性维护中的应用
将 MATLAB® 和 Simulink® 用于开发和部署面向企业 IT 和 OT 系统的状态和预测性维护软件。
使用连接云存储、关系和非关系数据库的内置接口以及诸如 REST、MQTT 和 OPC UA 等协议访问流数据和存档数据。
使用信号处理和统计技术应用程序来预处理数据并提取特征以监测设备运行状况。
建立机器学习模型以隔离故障根源并预测故障时间及剩余使用寿命 (RUL)。
通过自动生成基于 C/C++、Python、HDL、PLC、GPU、.NET 或 Java® 的软件组件,将算法和模型部署到您选择的运行系统(例如嵌入式系统、边缘设备和云)
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Discrete-event simulation with SimEvents® provides capabilities for analyzing and optimizing event-driven communication using hybrid system models, agent-based models, state charts, and process flows.
Within this integrated modeling and data analysis environment, you can:
Design distributed control systems, hardware architectures, and sensor and communication networks for aerospace, automotive, and electronics applications
Model process flows, perform capacity planning, and optimize supply chains for manufacturing and operations
Analyze and optimize end-to-end latencies, throughput, packet loss, and other performance characteristics of communication networks
Customize queues, routing algorithms, processing delays, and prioritization schemes
Simulate hybrid systems containing time-based, event-based, and agent-based components
Simulate event-driven processes, such as mission plans with autonomous agents or the stages of a manufacturing process
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Semiconductor engineering teams use MATLAB® and Simulink® products when designing analog, digital, and mixed-** devices in order to create a more efficient design workflow and improved verification process. MATLAB and Simulink products allow semiconductor engineers to:
Design digital systems rapidly
Develop behavioral analog/mixed-** models
Verify IC designs efficiently
Prototype digital and mixed-** ASICs and FPGAs
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Community and Third-Party Support
Neuroscientists using MATLAB can access a rich library of freely-shared tools built by and for researchers. Additionally, there is a vibrant market of professionally supported third-party products that complement MATLAB, including devices, instruments, application software, cloud platforms, and other research tools.
Browse the File Exchange to find community toolboxes and apps for various categories of neuroscience. Use the Add-On Explorer to easily install tools into MATLAB.
Explore third-party products for neuroscience with supported MATLAB integrations in the Connections partner directory.
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