MINVO Basis: Finding Simplexes with Minimum Volume Enclosing Polynomial Curves

  Рет қаралды 1,255

AerospaceControlsLab

AerospaceControlsLab

Күн бұрын

Paper: arxiv.org/abs/...
Code: github.com/mit...
Abstract: This paper studies the problem of finding the smallest n-simplex enclosing a given nth-degree polynomial curve. Although the Bernstein and B-Spline polynomial bases provide feasible solutions to this problem, the simplexes obtained by these bases are not the smallest possible, which leads to undesirably conservative results in many applications. We first prove that the polynomial basis that solves this problem (MINVO basis) also solves for the nth-degree polynomial curve with largest convex hull enclosed in a given n-simplex. Then, we present a formulation that is independent of the n-simplex or nth-degree polynomial curve given. By using Sum-Of-Squares (SOS) programming, branch and bound, and moment relaxations, we obtain high-quality feasible solutions for any n and prove numerical global optimality for n=1,2,3. The results obtained for n=3 show that, for any given 3rd-degree polynomial curve, the MINVO basis is able to obtain an enclosing simplex whose volume is 2.36 and 254.9 times smaller than the ones obtained by the Bernstein and B-Spline bases, respectively. When n=7, these ratios increase to 902.7 and 2.997e21, respectively.

Пікірлер: 3
@ThanhNguyen-rz4tf
@ThanhNguyen-rz4tf 3 жыл бұрын
You don't need to add music into this video. Only informative presentation is better.
@remotecontrolaholic
@remotecontrolaholic 3 жыл бұрын
Would have been better without the music
@prest0n755
@prest0n755 3 жыл бұрын
nah gotta have music
PhD Thesis Defense: Jesus Tordesillas
45:33
AerospaceControlsLab
Рет қаралды 2,6 М.
Simplex Explained
10:01
Louis Holley
Рет қаралды 72 М.
Spongebob ate Michael Jackson 😱 #meme #spongebob #gmod
00:14
Mr. LoLo
Рет қаралды 9 МЛН
规则,在门里生存,出来~死亡
00:33
落魄的王子
Рет қаралды 14 МЛН
💩Поу и Поулина ☠️МОЧАТ 😖Хмурых Тварей?!
00:34
Ной Анимация
Рет қаралды 1,9 МЛН
Tame Your Data-Constrained Spline Regression
30:19
Wolfram
Рет қаралды 161
What is Jacobian? | The right way of thinking derivatives and integrals
27:14
The Boundary of Computation
12:59
Mutual Information
Рет қаралды 1 МЛН
Russell's Paradox - a simple explanation of a profound problem
28:28
Jeffrey Kaplan
Рет қаралды 7 МЛН
Fast Inverse Square Root - A Quake III Algorithm
20:08
Nemean
Рет қаралды 5 МЛН
ICRA 2021: CLIPPER: A Graph-Theoretic Framework for Robust Data Association
13:15
ALL OF PHYSICS explained in 14 Minutes
14:20
Wacky Science
Рет қаралды 2,8 МЛН