Lecture 10 | Generalized Geometric Programs (GGP) | Convex Optimization by Dr. Ahmad Bazzi

Ahmad Bazzi
Ahmad Bazzi
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In Lecture 10 of this course on convex optimization, we will cover Generalized Geometric Programs, i.e. GPs. The outline of the lecture is as follows:

00:00 Intro
01:16 Generalized Posynomials
08:46 Generalized Geometric Program (GGP)
09:45 GGP as a GP
17:40 Example 1: Floor Planning (GGP)
23:48 Example 2: Power Control (GP)
33:00 Example 3: Digital Circuit Design (GGP)
37:26 Mixed-Integer Geometric Program
39:27 Outro

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Lecture 1 | Introduction to Convex Optimization: Lecture 1 | Convex Optimization | Int...  
Lecture 2 | Convex Sets: Lecture 2 | Convex Sets | Convex Opti...  
Lecture 3 | Convex Functions: Lecture 3 | Convex Functions | Convex...  
Lecture 4 | Convex Optimization Principles : Lecture 4 | Convex Optimization Princ...  
Lecture 5 | Linear Programming & SIMPLEX algorithm w MATLAB: Lecture 5 | Linear Programming & SIMP...
Lecture 6 | Quadratic Programs: Lecture 6 | Quadratic Programs | Conv...  
Lecture 7 | Quadratically Constrained Quadratic Programs: Lecture 7 | Quadratically Constrained...
Lecture 8 | Second Order Cone Programming: Lecture 8 | Second Order Cone Program...
Lecture 9 | Geometric Programs: Lecture 9 | Geometric Programs (GP) |...
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References:
[1] Boyd, Stephen, and Lieven Vandenberghe. Convex optimization. Cambridge university press, 2004.
[2] Nesterov, Yurii. Introductory lectures on convex optimization: A basic course. Vol. 87. Springer Science & Business Media, 2013.
Reference no. 3:
[3] Ben-Tal, Ahron, and Arkadi Nemirovski. Lectures on modern convex optimization: analysis, algorithms, and engineering applications. Vol. 2. Siam, 2001.
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Instructor: Dr. Ahmad Bazzi
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Credits :
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5 سال پیش در تاریخ 1398/06/23 منتشر شده است.
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