02NLBJM, 02NLBLN, 02NLBMN

A.A. 2021/22

2021/22

Experimental statistics and mechanical measurement

The course aims to provide: - The basic concepts of probability and statistics used to manage and analyze the results of experiments. - The ability to understand general information about the features in the field of metrology tools and measuring system. - Knowledge concerning the elaboration and presentation of measurement and test results. - The functional description of the main measuring instruments used in the mechanical (dimension, mass, force, strain, hardness, pressure and flow measurements). The topics will be exposed to the principles of the major national and international standards.

Experimental statistics and mechanical measurement

The course aims to provide: - The basic concepts of probability and statistics used to manage and analyze the results of experiments. - The ability to understand general information about the features in the field of metrology tools and measuring system. - Knowledge concerning the elaboration and presentation of measurement and test results. - The functional description of the main measuring instruments used in the mechanical (dimension, mass, force, strain, hardness, pressure and flow measurements). The topics will be exposed to the principles of the major national and international standards.

Experimental statistics and mechanical measurement

Knowledge of statistical distributions used in the field of measurement and quality. Knowledge of the techniques of analysis of experimental data: regression hypothesis testing, ANOVA, exclusion principle. Knowledge of the main metrological characteristics of measuring instruments: resolution, stability. repeatability, reproducibility, accuracy, the traceability chain. Knowledge of methods for evaluation of measurement uncertainty in accordance with national and international. Knowledge of major national and international standards in the field of metrology. Knowledge of the main operating principle of measuring instruments used in mechanics. Ability to set measurement activities by choosing the appropriate measuring instruments. Ability to perform the calibration of measuring instruments. Ability to detect systematic errors in the measurements. Ability to present the results of measurements and tests as specified in international standards. Ability to analysis of experimental results using statistical techniques (regression, ANOVA).

Experimental statistics and mechanical measurement

Knowledge of statistical distributions used in the field of measurement and quality. Knowledge of the techniques of analysis of experimental data: regression, hypothesis testing, ANOVA, exclusion principles. Knowledge of the main metrological characteristics of measuring instruments: resolution, stability, repeatability, reproducibility, accuracy, the traceability chain. Knowledge of methods for evaluation of measurement uncertainty in accordance with national and international standards. Knowledge of major national and international standards in the field of metrology. Knowledge of the main operating principle of measuring instruments used in mechanics. Ability to set measurement activities by choosing the appropriate measuring instruments. Ability to perform the calibration of measuring instruments. Ability to detect systematic errors in the measurements. Ability to present the results of measurements and tests as specified in international standards. Ability to analysis of experimental results using statistical techniques (regression, ANOVA).

Experimental statistics and mechanical measurement

Concepts of Mathematics (calculation of derivatives), Concepts of Physics (knowledge of the main physical properties, units, etc.), and good practice in use of spreadsheets.

Experimental statistics and mechanical measurement

Concepts of Mathematics (calculation of derivatives, etc.), Concepts of Physics (knowledge of the main physical properties, units, etc.), and good practice in use of spreadsheets.

Experimental statistics and mechanical measurement

- INFORMATION CONTAINED IN MEASUREMENT RESULTS Guidelines on conformance with tolerances, management of measurement and test activities according to quality rules - QUALITY MANAGEMENT OF MEASUREMENT AND TESTING Main principles of ISO 9001:2008 and ISO/IEC 17025:2005, dissemination of the International System of Units (SI) - CHARACTERISTICS OF MEASURING INSTRUMENTS Resolution, stability, repeatability, reproducibility, bias, uncertainty, random errors, systematic errors and measurement accidents - NOTES ON PROBABILITY The classic and frequentist concepts of probability, combinatorial analysis, compound and conditional probabilities - NOTES ON STATISTICS Statistical distributions and relevant parameters, discrete distributions (binomial, hypergeometric and Poisson distributions), continuous distributions (normal, Student, Pearson and Fisher distributions) - STATISTICAL MANAGEMENT OF EXPERIMENTAL DATA Description of experimental data, exclusion principles, frequency distributions, test of the χ² and Normal Probability Plot (NPP) - THE LINEAR REGRESSION Least squares method, evaluation of the model goodness - IDENTIFICATION OF SYSTEMATIC FACTORS The use of hypothesis tests, introduction to the analysis of variance (ANOVA) - UNCERTAINTY OF TYPE B Evaluation of some uncertainty causes, the equivalent variance (uniform, arcsine and triangular distributions) - THE COMBINED UNCERTAINTY Composition of the uncertainty contributions, the table of the uncertainty budget - THE EXPANDED UNCERTAINTY The evaluation of degrees of freedom, practical applications and PUMA method - ELEMENTS OF MECHANICAL MEASUREMENTS The length measurements (temperature and force effects, interactions between measurement surfaces and measurand), the mass measurements (effects of air density and gravity acceleration), the pressure measurements (basic concepts and devices based on weight force).

Experimental statistics and mechanical measurement

INFORMATION CONTAINED IN MEASUREMENT RESULTS Guidelines on conformance with tolerances, management of measurement and test activities according to quality rules. QUALITY MANAGEMENT OF MEASUREMENT AND TESTING Main principles of ISO 9001:2015 and ISO/IEC 17025:2017, dissemination of the International System of Units (SI). CHARACTERISTICS OF MEASURING INSTRUMENTS Resolution, stability, repeatability, reproducibility, bias, uncertainty, random errors, systematic errors and measurement accidents. NOTES ON PROBABILITY The classic and frequentist concepts of probability, combinatorial analysis, compound and conditional probabilities. NOTES ON STATISTICS Statistical distributions and relevant parameters, discrete distributions (binomial, hypergeometric and Poisson distributions), continuous distributions (normal, Student, Pearson and Fisher distributions), confidence intervals, risk of error (first and second kind). STATISTICAL MANAGEMENT OF EXPERIMENTAL DATA Description of experimental data, exclusion principles, frequency distributions, test of the χ² and Normal Probability Plot (NPP). THE LINEAR REGRESSION Least squares method, evaluation of the model goodness. IDENTIFICATION OF SYSTEMATIC FACTORS The use of hypothesis tests, introduction to the analysis of variance (ANOVA). UNCERTAINTY OF TYPE B Evaluation of some uncertainty causes, the equivalent variance (uniform, arcsine and triangular distributions). THE COMBINED UNCERTAINTY Composition of the uncertainty contributions, the table of the uncertainty budget. THE EXPANDED UNCERTAINTY The evaluation of degrees of freedom, practical applications and PUMA method. ELEMENTS OF MECHANICAL MEASUREMENTS The length measurements (temperature and force effects, interactions between measurement surfaces and measurand), the mass measurements (effects of air density and gravity acceleration), the pressure measurements (basic concepts and devices based on weight force), the hardness measurements (test methods and related issues).

Experimental statistics and mechanical measurement

Experimental statistics and mechanical measurement

Experimental statistics and mechanical measurement

The theoretical lessons on "Applications of Probability and Statistics", "Analysis of experimental data" and "Evaluation of measurement uncertainty" are followed by practical lessons in which the presented concepts are directly applied by the students to real problems.

Experimental statistics and mechanical measurement

The theoretical lessons on "Applications of Probability and Statistics", "Analysis of experimental data" and "Evaluation of measurement uncertainty" are followed by practical lessons in which the presented concepts are directly applied by the students to real problems.

Experimental statistics and mechanical measurement

The reference textbook for the parts on "Applications of Probability and Statistics", "Analysis of experimental data" and "Evaluation of measurement uncertainty" is: G. Barbato, A. Germak, G. Genta, "Measurements for Decision Making", Società Editrice Esculapio, Bologna, 2013. For the part on "Elements of mechanical measurements", some slides will be distributed to the students.

Experimental statistics and mechanical measurement

The reference textbook for the parts on "Applications of Probability and Statistics", "Analysis of experimental data" and "Evaluation of measurement uncertainty" is: G. Barbato, A. Germak, G. Genta, "Measurements for Decision Making", Società Editrice Esculapio, Bologna, 2013. For the part on "Elements of mechanical measurements", some slides will be distributed to the students.

Experimental statistics and mechanical measurement

**Modalità di esame:** Test informatizzato in laboratorio;

Experimental statistics and mechanical measurement

The exam consists of a written test subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple choice questions (true/false): correct answers give points, while incorrect answers take away points. The time available for the exam is, indicatively, 2.5 hours. The exam, usually, takes place at LAIB and it is required to the students to use the PC assigned to them to carry out the examination. During the examination the students have available some files of the practical lessons carried out during the course, from which they can copy the calculation schemes. During the examination, it can be used the reference textbook of the course, but not notes or other material of any kind. The examination results will be published on "Portale della Didattica", in the section "Materiale", and after a day these will be officially registered and no longer modifiable.

Experimental statistics and mechanical measurement

**Exam:** Computer lab-based test;

Experimental statistics and mechanical measurement

The exam consists of a written computer lab-based test using the Exam platform. The test is subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple-choice questions (true/false). The time available for the exam is, indicatively, 2 hours. During the examination, the students have available some files of the practical lessons carried out during the course, further, it can be used the reference textbook of the course, but not notes or other material of any kind. After the publication of the results of the exam on the "Portale della Didattica", students are allowed to withdraw by sending an email to the teacher in charge of the course by the communicated deadline date for the registration of the grade.

Experimental statistics and mechanical measurement

**Modalità di esame:** Prova scritta tramite l'utilizzo di vLAIB e piattaforma di ateneo Exam integrata con strumenti di proctoring (Respondus). ;

Experimental statistics and mechanical measurement

The exam consists of a written test via vLAIB using the Exam platform and proctoring tools (Respondus). The test is subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple-choice questions (true/false). The time available for the exam is, indicatively, 2 hours. During the examination, the students have available some files of the practical lessons carried out during the course, further, it can be used the reference textbook of the course, but not notes or other material of any kind. After the publication of the results of the exam on the "Portale della Didattica", students are allowed to withdraw by sending an email to the teacher in charge of the course by the communicated deadline date for the registration of the grade.

Experimental statistics and mechanical measurement

**Exam:** Written test via vLAIB using the Exam platform and proctoring tools (Respondus).;

Experimental statistics and mechanical measurement

The exam consists of a written test via vLAIB using the Exam platform and proctoring tools (Respondus). The test is subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple-choice questions (true/false). The time available for the exam is, indicatively, 2 hours. During the examination, the students have available some files of the practical lessons carried out during the course, further, it can be used the reference textbook of the course, but not notes or other material of any kind. After the publication of the results of the exam on the "Portale della Didattica", students are allowed to withdraw by sending an email to the teacher in charge of the course by the communicated deadline date for the registration of the grade.

Experimental statistics and mechanical measurement

**Modalità di esame:** Test informatizzato in laboratorio; Prova scritta tramite l'utilizzo di vLAIB e piattaforma di ateneo Exam integrata con strumenti di proctoring (Respondus). ;

Experimental statistics and mechanical measurement

Blended exams are not provided. When permitted by rules, the exam will take place in written form as a computer lab-based test. The test is subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple-choice questions (true/false). The time available for the exam is, indicatively, 2 hours. During the examination, the students have available some files of the practical lessons carried out during the course, further, it can be used the reference textbook of the course, but not notes or other material of any kind. After the publication of the results of the exam on the "Portale della Didattica", students are allowed to withdraw by sending an email to the teacher in charge of the course by the communicated deadline date for the registration of the grade.

Experimental statistics and mechanical measurement

**Exam:** Computer lab-based test; Written test via vLAIB using the Exam platform and proctoring tools (Respondus).;

Experimental statistics and mechanical measurement

The exam is preferably onsite, when permitted by the pandemic. Conversely, it will be fully online. If required by Politecnico rules, only for exceptional cases, and under well-motivated counter-checked students' requests, the exam will be in a blended mode. For students onsite, the exam consists of a written computer lab-based test using the Exam platform. For students online, the exam consists of a written test via vLAIB using the Exam platform and proctoring tools (Respondus). The test is subdivided into four parts: "Applications of Probability and Statistics", "Analysis of experimental data", "Evaluation of measurement uncertainty" and "Elements of mechanical measurements". For the first three parts, the students have to solve exercises similar to those carried out during the practical lessons. Instead, the part on "Elements of mechanical measurements" consists of a series of multiple-choice questions (true/false). The time available for the exam is, indicatively, 2 hours. During the examination, the students have available some files of the practical lessons carried out during the course, further, it can be used the reference textbook of the course, but not notes or other material of any kind. After the publication of the results of the exam on the "Portale della Didattica", students are allowed to withdraw by sending an email to the teacher in charge of the course by the communicated deadline date for the registration of the grade.

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