Yang, Zhijing, Ling, Bingo Wing-Kuen and Bingham, Chris (2015) Approximate affine linear relationship between L1 norm objective functional values and L2 norm constraint bounds. IET Signal Processing, 9 (9). pp. 670-680. ISSN 1751-9683
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18608 letter_optim_L1_L2.pdf - Whole Document 266kB | |
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18608 07348910 (00000002).pdf - Whole Document Restricted to Repository staff only 734kB |
Item Type: | Article |
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Item Status: | Live Archive |
Abstract
For an optimization problem with an norm objective function subject to an norm inequality constraint, this paper shows that there is an approximately linear relationship between the norm objective functional values and the norm specifications. This relationship is verified through the use of random and real world industrial data. The obtained results can be employed for 1) estimating the norm output objective functional value without solving the optimization problem numerically; 2) providing an insight for defining the norm specification in which a simple method is proposed in this paper; and 3) testing whether the obtained solutions are the globally optimal solutions or not. These advantages are demonstrated via the use of random data.
Keywords: | Approximate linear relationship, Norm optimization, Sparse optimization, JCNotOpen |
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Subjects: | H Engineering > H100 General Engineering |
Divisions: | College of Science > School of Engineering |
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ID Code: | 18608 |
Deposited On: | 09 Sep 2015 12:14 |
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