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Courses » Design and Analysis of Experiments

Design and Analysis of Experiments

ABOUT THE COURSE
The objective of this course is to impart students a holistic view of the fundamentals of experimental designs, analysis tools and techniques, interpretation and applications. Upon completion of this course, the students will know (i) the fundamentals of experiments and its uses, (ii) basic statistics including ANOVA and regression, (iii) experimental designs such as RCBD, BIBD, Latin Square, factorial and fractional factorial designs, (iv) application of statistical models in analysing experimental data, (v) RSM to optimize response of interest from an experiment, and (vi) use of software such as Minitab.

INTENDED AUDIENCE:
  • All Engineering
  • Science
  • Management Students
PRE-REQUISITES:
  • Probability and statistics 

CORE/ELECTIVE:
 Elective

UG/PG : PG (useful to UG also)

INDUSTRY SUPPORT : 

Manufacturing companies like GM, Tata Motors, Tata Steel
Process industries such as ONGC
General Electric

R&D organizations


990 students have enrolled already!!

COURSE INSTRUCTOR


J. Maiti PhD, Professor, Department of Industrial & Systems Engineering, Indian Institute of Technology (IIT), Kharagpur has more than fifteen years of teaching, research and consulting experience on Safety Analytics, Quality Analytics and Engineering Ergonomics. He has published more than 70 papers in international and national journals of repute and more than 30 papers in conference proceedings. Till date, he has supervised 11 PhD candidates to successful completion and currently supervising 8 PhD research candidates. He has been executing a number of Industry-sponsored consulting and Government as well industry funded research projects. He has organized 17 training programmes and short-term courses for industry participants. Prof Maiti has been pursuing research on safety analytics, quality analytics, and engineering ergonomics including the applications of multivariate statistical modeling since 1995.

Prof Maiti excels in teaching Safety Analytics, Quality Engineering, Design and Analysis of Experiments (DOE), Six-sigma Fundamentals and Applications, and Applied Multivariate Statistical Modeling. A 42 lecture series on "Applied Multivariate Statistical Modeling" of Prof Maiti is available in 
Youtube uploaded by NPTEL (national programme on technology enhanced learning). Prof Maiti has been serving the editorial board member of several international journals of repute.

Presently he is the editorial board member of Safety Science published by Elsevier Science, International Journal of Injury Control and Safety Promotion, published from Taylor & Francis, and Safety and Health at Work (SHAW) published by Elsevier Science.

COURSE LAYOUT :

Week 1: Introduction to design and analysis of experiments with basic concepts and applications

Week 2: Basic statistics
  
Week 3: Analysis of Variance (ANOVA)

Week 4: Regression

Week 5: Experimental designs: Randomized complete block design (RCBD)

Week 6: Experimental designs: Variants of RCBD such as Latin Square, central composite design, etc.

Week 7: Experimental designs: Full factorial experiments

Week 8: Experimental designs: 2k factorial experiments

Week 9: Experimental designs: Fractional factorial experiments

Week 10:Experimental designs: 2k-p factorial experiments

Week 11:Response surface methodology (RSM)

Week 12: Introduction to software MINITAB

REFERENCES:

1. Design and Analysis of Experiments by D C Montgomery, Wiley 2014, Eighth Edition, 730p

CERTIFICATION EXAM:
  • The exam is optional for a fee. · 
  • Date and Time of Exams: April 28 (Saturday) and April 29 (Sunday) :
    Afternoon session: 2pm to 5pm.
     
  • Exam for this course will be available in one session on both 28 and 29 April.  
  • Registration url: Announcements will be made when the registration form is open for registrations.  
  • The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. 

CERTIFICATE:
  • Final score will be calculated as : 25% assignment score + 75% final exam score  
  • 25% assignment score is calculated as 25% of average of 12 weeks course: Best 8 out of 12 assignments  
  • E-Certificate will be given to those who register and write the exam and score greater than or equal to 40% final score. Certificate will have your name, photograph and the score in the final exam with the breakup. It will have the logos of NPTEL and IIT Kharagpur. It will be e-verifiable at nptel.ac.in/noc.