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在线课程
在线课程
15小时/5周
日期： 询问 WhatsApp.
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软传感器课程概述
软传感器课程全面探索软传感器，重点介绍其在过程监控、实时决策以及提升各行业效率方面的作用。学员将学习如何结合模型驱动和数据驱动方法开发软传感器，并应用前沿人工智能技术。课程涵盖软传感器的整个生命周期，从数据采集和特征选择到部署和持续维护，包括在实际工业流程中应用软传感器的实践环节。.
软传感器课程目标
完成软传感器课程后，学生将能够：
- 了解软传感器的基本概念，包括与传统硬件传感器相比，其优势和局限性。.
- 学习如何从零开始构建软传感器，运用数据驱动建模技术和人工智能算法。.
- 应用先进的统计技术和机器学习算法来提高软传感器的预测性能。.
- 培养在实时监控和过程控制系统中应用软传感器的技能。.
- 探索软传感器在可持续发展、减少能源消耗、减少浪费和提高工艺效率方面的作用。.
- 通过动手实践项目，构建和部署用于各种工业过程的软传感器，获得实践经验。.
课程的主要特点
- 实践项目：开发现实世界的软传感器模型，从数据收集和预处理开始，到模型训练和在工业系统中的部署。.
- 行业案例研究探索软传感器在聚合物加工、炼油和制药等各个领域的应用，重点介绍软传感器在可持续发展中的作用。.
- 专家讲座向开发先进软传感器技术的行业领袖和人工智能专家学习。.
- 协作学习：利用虚拟平台进行同伴互动、小组项目以及对软传感器开发进行反馈。.
- 毕业设计项目：最终的实际项目，参与者将应用人工智能算法来创建和优化用于选定工业过程的软传感器。.
课程成果
成功完成软传感器课程后，学员将能够：
- 采用模型驱动和基于人工智能的数据驱动方法，设计、开发和部署软传感器。.
- 利用主成分分析 (PCA)、偏最小二乘法 (PLS)、神经网络和自编码器等统计和人工智能技术，构建高效的软传感器。.
- 实时部署软传感器进行过程监控和故障检测，确保最佳运行性能。.
- 利用软传感器，通过优化能源消耗和减少浪费，制定可持续制造策略。.
- 掌握卡尔曼滤波器、基于机器学习的推理传感器以及使用软传感器进行预测性维护等高级技术。.
课程评估
学生将通过以下几种方式进行评估：
- 实践项目参与者将利用提供的数据集构建软传感器，重点关注流程工业中的实时应用。.
- 测验和作业每个模块结束后，都会有测验来检验理论知识和应用技能。.
- 最终项目参与者将为特定的行业应用开发软传感器模型，例如监测酵母发酵状态或预测化学过程中的排放。.
软传感器课程提供软传感器设计和部署的理论知识和实践工具，重点关注跨多个行业的实际应用。课程旨在使学员掌握利用现代人工智能技术实施先进软传感器解决方案所需的技术技能。.
[woodmart_accordion][woodmart_accordion_item title=”Module 1: Introduction to Soft Sensors”]
- 软传感器概述及其在过程工业中的重要性。.
- 硬件传感器和软件传感器的区别。.
- 软传感器的应用领域和挑战。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 2: Data Collection and Preprocessing”]
- 硬件传感器数据采集方法。.
- 特征选择和预处理技术。.
- 处理工业过程中噪声较大、数据缺失或数据不一致的情况。.
- 介绍用于模型开发的MATLAB等工具。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 3: Model-Driven Soft Sensors”]
- 理解第一性原理模型。.
- 建立稳态运行条件下的机理模型。.
- 模型驱动型软传感器的局限性。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 4: Data-Driven Soft Sensors”]
- 利用历史数据构建数据驱动模型简介。.
- 主要算法：PCA、PLS 和回归模型（OLS、PCR、PLSR）。.
- 在真实世界数据集上训练和验证模型。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 5: AI-Driven Soft Sensors”]
- 在软传感器开发中利用神经网络、深度学习和自编码器等机器学习技术。.
- 真实案例研究：基于人工智能的软传感器在聚合物加工、炼油和制药行业的应用。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 6: Real-Time Monitoring and Predictive Control”]
- 利用软传感器进行实时决策和控制。.
- 在预测性维护、过程控制和优化方面的应用。.
- 将软传感器与现有控制系统和反馈回路集成。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 7: Practical Implementation of Soft Sensors”]
- 使用 MATLAB/SIMULINK 构建软传感器。.
- 逐步开发用于酵母发酵的软传感器。.
- 实际应用：在发酵过程、炼油厂监控等工业场景中部署软传感器。.
[/woodmart_accordion_item][woodmart_accordion_item title=”Module 8: Case Studies and Sustainability”]
- 各行业成功应用软传感器的案例研究。.
- 软传感器在实现可持续发展目标中的作用（来源 4）。.
- 软传感器技术的未来趋势和挑战。.
[/woodmart_accordion_item][/woodmart_accordion]
我们的团队 CAE 助手 课程的每个部分都将由各自领域内著名的专家授课，为您提供无与伦比的知识和见解。.
目前课程讲师人选仍在最终确定中，但我们承诺将邀请该领域顶尖专家之一为您授课。我们正在积极努力，确保尽快遴选出一位优秀的科研人员来开发和讲授这门课程。.
软传感器课程旨在：
- 工程师、研究人员以及过程控制、化学工程和制造等领域的专业人士。.
- 对机器学习在工业环境中的实际应用感兴趣的数据科学家和人工智能爱好者。.
- 工业自动化专业人士，希望在其运营中实施软传感器解决方案。.
有限元分析课程证书
成功完成本课程后，您将获得课程结业证书。该证书证明您已掌握所投入的时间和所学习的技能，并且可以在线验证。.
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[woodmart_info_box rounding_size=”” title_tag=”span” title_style=”underlined” woodmart_css_id=”66cc3b8ed68dc” title=”AWARDS” title_font_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtdGl0bGUiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiOGVkNjhkYyIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” custom_text_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtaW5uZXIiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiOGVkNjhkYyIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” svg_animation=”no” info_box_inline=”no” wd_hide_on_desktop=”no” wd_hide_on_tablet_landscape=”no” wd_hide_on_tablet=”no” wd_hide_on_mobile=”no” css=”.vc_custom_1724660562036{margin-bottom: 20px !important;}” responsive_spacing=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2NmNjM2I4ZWQ2OGRjIiwic2hvcnRjb2RlIjoid29vZG1hcnRfaW5mb19ib3giLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==” wd_z_index=”no”]Certificate[/woodmart_info_box][woodmart_info_box rounding_size=”” title_tag=”span” title_style=”underlined” woodmart_css_id=”66cc3ba41cc2f” title_font_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtdGl0bGUiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiYTQxY2MyZiIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” custom_text_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtaW5uZXIiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiYTQxY2MyZiIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” svg_animation=”no” info_box_inline=”no” wd_hide_on_desktop=”no” wd_hide_on_tablet_landscape=”no” wd_hide_on_tablet=”no” wd_hide_on_mobile=”no” css=”.vc_custom_1724660582228{margin-bottom: 20px !important;}” responsive_spacing=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2NmNjM2JhNDFjYzJmIiwic2hvcnRjb2RlIjoid29vZG1hcnRfaW5mb19ib3giLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==” wd_z_index=”no” title=”COURSE LEVEL”]Step by Step from Basics to Advanced[/woodmart_info_box][woodmart_info_box rounding_size=”” title_tag=”span” title_style=”underlined” woodmart_css_id=”66cc3bb6d0673″ title=”RESOURCES” title_font_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtdGl0bGUiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiYjZkMDY3MyIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” custom_text_size=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zaXplIiwiY3NzX2FyZ3MiOnsiZm9udC1zaXplIjpbIiAuaW5mby1ib3gtaW5uZXIiXX0sInNlbGVjdG9yX2lkIjoiNjZjYzNiYjZkMDY3MyIsImRhdGEiOnsiZGVza3RvcCI6IjEycHgifX0=” svg_animation=”no” info_box_inline=”no” wd_hide_on_desktop=”no” wd_hide_on_tablet_landscape=”no” wd_hide_on_tablet=”no” wd_hide_on_mobile=”no” css=”.vc_custom_1724660600456{margin-bottom: 20px !important;}” responsive_spacing=”eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2NmNjM2JiNmQwNjczIiwic2hvcnRjb2RlIjoid29vZG1hcnRfaW5mb19ib3giLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==” wd_z_index=”no”]Pdf, Code, Video File[/woodmart_info_box]
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