MIT 2.830J Control of Manufacturing Processes

MIT 2.830J / 6.780J / ESD.63J Control of Manufacturing Processes (SMA 6303)

recorded by: Massachusetts Institute of Technology, MIT
released under terms of: Creative Commons Attribution Non-Commercial Share Alike (CC-BY-NC-SA)

This course explores statistical modeling and control in manufacturing processes. Topics include the use of experimental design and response surface modeling to understand manufacturing process physics, as well as defect and parametric yield modeling and optimization. Various forms of process control, including statistical process control, run by run and adaptive control, and real-time feedback control, are covered. Application contexts include semiconductor manufacturing, conventional metal and polymer processing, and emerging micro-nano manufacturing processes.

Course Homepage: 2.830J / 6.780J / ESD.63J Control of Manufacturing Processes (SMA 6303)

Course features at MIT OpenCourseWare page:

Categories

Top » Mathematics


[syn] 3010 views, 1:05:12 Lecture 1: Introduction — processes and variation framework Lecture 1: Introduction — processes and variation framework Duane S. Boning Duane S. Boning	[syn] 3347 views, 1:25:15 Lecture 2: Semiconductor process variationLecture 2: Semiconductor process variation Duane S. Boning Duane S. Boning	[syn] 2426 views, 1:27:21 Lecture 3: Mechanical process variation — physical causes and interpreting dataLecture 3: Mechanical process variation — physical causes and interpreting ... David E. Hardt David E. Hardt	[syn] 2620 views, 1:22:34 Lecture 4: Probability models of manufacturing processesLecture 4: Probability models of manufacturing processes Duane S. Boning Duane S. Boning	[syn] 3805 views, 1:21:31 Lecture 5: Probability models, parameter estimation, and samplingLecture 5: Probability models, parameter estimation, and sampling Duane S. Boning Duane S. Boning
[syn] 2993 views, 1:21:20 Lecture 6: Sampling distributions and statistical hypothesesLecture 6: Sampling distributions and statistical hypotheses Duane S. Boning Duane S. Boning	[syn] 2845 views, 1:20:38 Lecture 7: Shewhart SPC and process capabilityLecture 7: Shewhart SPC and process capability David E. Hardt David E. Hardt	[syn] 2536 views, 1:20:03 Lecture 8: Process capability and alternative SPC methodsLecture 8: Process capability and alternative SPC methods Duane S. Boning Duane S. Boning	[syn] 2639 views, 1:24:01 Lecture 9: Advanced and multivariate SPCLecture 9: Advanced and multivariate SPC Duane S. Boning Duane S. Boning	[syn] 2368 views, 1:19:09 Lecture 10: Yield modelingLecture 10: Yield modeling Duane S. Boning Duane S. Boning
[syn] 3317 views, 1:16:23 Lecture 11: Introduction to analysis of varianceLecture 11: Introduction to analysis of variance Hayden Taylor Hayden Taylor 1 comment	[syn] 2350 views, 1:15:51 Lecture 12 : Full factorial modelsLecture 12 : Full factorial models Duane S. Boning Duane S. Boning	[syn] 2299 views, 1:18:22 Lecture 13: Modeling testing and fractional factorial modelsLecture 13: Modeling testing and fractional factorial models Duane S. Boning Duane S. Boning	[syn] 1964 views, 1:20:46 Lecture 14: Aliasing and higher order modelsLecture 14: Aliasing and higher order models Duane S. Boning Duane S. Boning	[syn] 3730 views, 1:21:56 Lecture 15: Response surface modeling and process optimizationLecture 15: Response surface modeling and process optimization Duane S. Boning Duane S. Boning
[syn] 2245 views, 1:24:16 Lecture 16: Process robustnessLecture 16: Process robustness Duane S. Boning Duane S. Boning	[syn] 2217 views, 1:17:59 Lecture 17: Nested variance componentsLecture 17: Nested variance components Duane S. Boning Duane S. Boning	[syn] 2518 views, 1:34:34 Lecture 18: Sequential experimentation: "Experimentation and Robust Design and Engineering Systems."Lecture 18: Sequential experimentation: "Experimentation and Robust Design and Engineering ... Dan Frey Dan Frey	[syn] 2306 views, 1:21:31 Lecture 19: Case study 1: tungsten CVD DOE/RSMLecture 19: Case study 1: tungsten CVD DOE/RSM Duane S. Boning Duane S. Boning	[syn] 2366 views, 1:23:16 Lecture 20: Case study 2: cycle to cycle controlLecture 20: Case study 2: cycle to cycle control David E. Hardt David E. Hardt
[syn] 2258 views, 1:52:33 Lecture 21: Case study 3: spatial modelingLecture 21: Case study 3: spatial modeling Duane S. Boning Duane S. Boning	[syn] 2180 views, 1:20:50 Lecture 22: Case study 4: "Modeling the Embossing/Imprinting of Thermoplastic Layers"Lecture 22: Case study 4: "Modeling the Embossing/Imprinting of Thermoplastic ... Hayden Taylor Hayden Taylor

Write your own review or comment:

Comment:
Name:
Email address:
URL:

make sure you have javascript enabled or clear this field:

View order

Topic taxonomy

Type of content

Language

Year

MIT 2.830J Control of Manufacturing Processes

MIT 2.830J / 6.780J / ESD.63J Control of Manufacturing Processes (SMA 6303)

Write your own review or comment:

From:
To: