In this paper we are concerned with the design of a small low-cost, low-field multipolar magnet for Magnetic Resonance Imaging with a high field uniformity. By introducing appropriate variables, the considered design problem is converted into a global optimization one. This latter problem is solved by means of a new derivative free global optimization method which is a distributed multi-start type algorithm controlled by means of a simulated annealing criterion. In particular, the proposed method employs, as local search engine, a derivative free procedure. Under reasonable assumptions, we prove that this local algorithm is attracted by global minimum points. Additionally, we show that the simulated annealing strategy is able to produce a suitable starting point in a finite number of steps with probability one.
A magnetic resonance device designed via global optimization techniques / Liuzzi, Giampaolo; Lucidi, Stefano; Piccialli, Veronica; A., Sotgiu. - In: MATHEMATICAL PROGRAMMING. - ISSN 0025-5610. - STAMPA. - 101:(2004), pp. 339-364. [10.1007/s10107-004-0528-5]
A magnetic resonance device designed via global optimization techniques
LIUZZI, Giampaolo;LUCIDI, Stefano;PICCIALLI, Veronica;
2004
Abstract
In this paper we are concerned with the design of a small low-cost, low-field multipolar magnet for Magnetic Resonance Imaging with a high field uniformity. By introducing appropriate variables, the considered design problem is converted into a global optimization one. This latter problem is solved by means of a new derivative free global optimization method which is a distributed multi-start type algorithm controlled by means of a simulated annealing criterion. In particular, the proposed method employs, as local search engine, a derivative free procedure. Under reasonable assumptions, we prove that this local algorithm is attracted by global minimum points. Additionally, we show that the simulated annealing strategy is able to produce a suitable starting point in a finite number of steps with probability one.File | Dimensione | Formato | |
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