Back
ExamFull examExam paper only

18 06 21

Full exam for Quality Data Analysis in the Management Engineering degree programme at Politecnico di Milano. The document covers: QUALITY DATA ANALYSIS 18/06/2021 General recommendations: • write the solutions in CLEAR and READABLE way on paper and show (qualitatively) all the relevant plots; • avoid (if not required) theoretical introductions or explanations covered during the course; • always state the

Quality Data AnalysisFull exam

Document information

What's included in this study material

Full exam for Quality Data Analysis in the Management Engineering degree programme at Politecnico di Milano. The document covers: QUALITY DATA ANALYSIS 18/06/2021 General recommendations: • write the solutions in CLEAR and READABLE way on paper and show (qualitatively) all the relevant plots; • avoid (if not required) theoretical introductions or explanations covered during the course; • always state the

Import quality: text was extracted directly from the original document.

Extracted content from the document

Representative passages recognised in different parts of the material. The full extracted text remains available to search, while this compact preview makes the page easier to read.

Page 1

QUALITY DATA ANALYSIS 18/06/2021 General recommendations: • write the solutions in CLEAR and READABLE way on paper and show (qualitatively) all the relevant plots; • avoid (if not required) theoretical introductions or explanations covered during the course; • always state the assumptions and report all relevant steps/discussion/formulas/expression to present and motivate your solution; • when using hypothesis tests provide the numerical value of the test statistic and the test conclusion in terms of p-value. • For exams in presence: to access the software on the provided laptops, go on b rowser → Favourites → Managed favourites → Virtual Desktop and enter your Polimi credentials. • Exam duration: 2h 10min Exercise 1 (15 points) A process for the production of piston rings is monitored by means of an 𝑋̅ control chart on the mean piston ring diameter. Samples are collected every 2 hours, and the control chart is designed with 𝐴𝑅𝐿0 = 300. 1) Estimate the curves of the average time to signal (ATS) as a function of the mean shift 𝛿 expressed in standard deviation units with a sample size 𝑛 = 4 and 𝑛 = 8, respectively (show the two curves for 𝛿 ∈ [0 4] and report the ATS values for 𝛿 = 1 and 𝛿 = 2). 2) Estimate the curves of the ATS as a function of the sample size n for two values of the shift, 𝛿 = 1 and 𝛿 = 2 (show the two curves for 𝑛 ∈ [2 20]). 3) The head of the quality assurance department is interested in optimizing the process monitoring solution for two mean shifts of major interest, i.e., 𝛿 = 1 and 𝛿 = 2. Assuming the cost of a process in its in-control state as reference baseline, when the proc ess mean shifts to an out -of-control state, an additional cost is due and equal to C1 = 2€ for each hour spent in the out -of-control state when 𝛿 = 1 or equal to C1 = 7€…

Preview

First page of the document.

First page: 18 06 21