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所在平台: Udemy |
课程主页: https://www.udemy.com/course/design-of-experiments-doe-with-minitab/
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课程名称：实验设计与分析（DoE）（认证课程） 课程概述：完成本课程的学生可申请Quality Gurus Inc.的认证考试，并获得Verified Certification。该认证是可选的，并且不收取额外费用。Quality Gurus Inc.是项目管理协会（PMI®）的授权培训合作伙伴（ATP # 6034），也是人力资源管理学会（SHRM®）的官方再认证合作伙伴。通过Quality Gurus Inc.获得的认证可为您提供5.0个预批准的PMI PDUs和5.0个SHRM PDCs，免费提供。此外，此课程已获得英国CPD组织认证，您可以为该课程申请5.0个CPD（认证号# 1016190）。实验设计是一种系统性的方法，研究各种输入（因素）对关键输出（反应）的影响。 本课程为基础到中级水平，开始时会通过手动计算简单过程来理解实验设计（DoE）的基本概念。由于学员来自不同领域，我们使用简单的案例（如咖啡品尝和弹射器实验），以帮助学员关注于概念，而非具体案例。课程假设您对实验设计没有先前知识，但具备基本的统计原理理解，如方差分析（ANOVA）和回归分析。我们将回顾这些主题，以便提供足够的知识来解释DoE结果。 课程包含视频讲座、阅读材料和小测验，帮助逐步加深对各个主题的理解。在课程结束时，您将能有效掌握所覆盖的内容。 课程主题： 第一部分：实验设计基础：理解DoE常用术语及其定义，清楚了解因子与部分因子的设计。通过咖啡品尝案例和弹射器实验来理解过程变异。此外，还将介绍阻塞、协方差分析、重复实验、混淆及设计分辨率等概念，为后续的学习打下坚实的基础。 第二部分：方差分析与回归：即使您对这些概念已有基本了解，课程仍会对这两个主题进行讲解，以便足够的知识来解释实验结果。 第三部分：筛选、建模与优化：涵盖设计实验中的三个主要里程碑。筛选部分将使用Plackett-Burman设计以减少研究因子的数量；建模部分将使用全因子、部分因子和分割图设计（针对难以更改的因素）；最后，通过中央复合设计（CCD）优化过程。 持续专业发展（CPD）单位：对于ASQ®再认证单位（RUs），建议在专业发展>继续教育类别下提供0.50 RUs。完成我们的可选/免费认证考试后，可以获得PMI®的5.0个预批准PDU。课程中提供了有关如何进行Quality Gurus Inc.认证的详细步骤。
Note: Students who complete this course can apply for the certification exam by Quality Gurus Inc. and achieve the Verified Certification from Quality Gurus Inc. It is optional, and there is no separate fee for it. Quality Gurus Inc. is the Authorized Training Partner (ATP # 6034) of the Project Management Institute (PMI®) and the official Recertification Partner of the Society for Human Resource Management (SHRM®)The verified certification from Quality Gurus Inc. provides you with 5.0 pre-approved PMI PDUs and 5.0 SHRM PDCs at no additional cost to you.This course is accredited by The CPD Group (UK). You are eligible to claim 5.0 CPDs for this course (Accreditation# 1016190)The design of experiments is a systematic approach of studying the relationship between various inputs (factors) on the key output (response).This is the basics to the intermediate level course. In this course, we start with a basic understanding of the Design of Experiments (DoE) process by performing manual calculations on simpler processes.Because this course will be taken by students from various sectors, we have kept the case studies simpler by using examples such as coffee tasting and catapult. These simple examples will help students focus on the concepts rather than the specific case studies.This course assumes that you do not have any prior knowledge of the Design of Experiments, but you do have a basic understanding of statistics principles, such as ANOVA and Regression. However, we will review these two topics (ANOVA and Regression) to provide adequate knowledge to interpret the DoE results.The course consists of video lectures, readings, and quizzes that help build upon each other so that by the end of the course, you have gained a firm grasp of the topics covered.Topics Covered:Section 1. Basics of Design of Experiments: We will start this course by understanding the definitions of common terms used in DoE. You will clearly understand factorial and partial factorial designs, as these will be explained using a coffee-tasting example. In addition, we will also use the catapult experiment to understand the variation in processes.Other concepts that are covered in this section include: Blocking, Analysis of Covariance, Replication, Confounding and Design Resolutions.This section will set a strong foundation for you to understand foundational concepts.Section 2. ANOVA and Regression: Even though you are expected to have some basic understanding of these concepts, we will still cover these two topics to provide you with sufficient knowledge to interpret the results of an experiment.Section 3. Screening, Modelling and Optimizing: This section will cover three main milestones in any designed experiment. For screening, we will use Plackett-Burman Design to reduce the number of factors studied. In modelling, we will use full factorial, fractional factorial and Split Plot Designs (for hard-to-change factors). In the last, we will optimize the process, and for that, we will use Central Composite Design (CCD).Continuous Professional Development (CPD) Units:For the ASQ® Recertification Units (RUs), we suggest 0.50 RUs under the Professional Development > Continuing Education category.For PMI® 5.0, preapproved PDUs can be provided after completing our optional/free certification exam. The detailed steps for taking Quality Gurus Inc. certification with preapproved PDUs are provided in the courses.
