Evolutionary programming for neutron instrument optimisation
- 1. Hahn-Meitner Institut, Glienicker Strasse 100, D-14109 Berlin (Germany)
- 2. Institut Laue-Langevin, 6 rue Jules Horowitz, BP 156, 38042 Grenoble Cedex 9 (France)
Description
Virtual instruments based on Monte-Carlo techniques are now integral part of novel instrumentation development and the existing codes (McSTAS and Vitess) are extensively used to define and optimise novel instrumental concepts. Neutron spectrometers, however, involve a large number of parameters and their optimisation is often a complex and tedious procedure. Artificial intelligence algorithms are proving increasingly useful in such situations. Here, we present an automatic, reliable and scalable numerical optimisation concept based on the canonical genetic algorithm (GA). The algorithm was used to optimise the 3D magnetic field profile of the NSE spectrometer SPAN, at the HMI. We discuss the potential of the GA which combined with the existing Monte-Carlo codes (Vitess, McSTAS, etc.) leads to a very powerful tool for automated global optimisation of a general neutron scattering instrument, avoiding local optimum configurations
Additional details
Identifiers
- DOI
- 10.1016/j.physb.2006.06.074;
- PII
- S0921-4526(06)01404-9;
Publishing Information
- Journal Title
- Physica. B, Condensed Matter
- Journal Volume
- 385-386
- Journal Page Range
- p. 1349-1351
- ISSN
- 0921-4526
- CODEN
- PHYBE3
Conference
- Title
- 8. international conference on neutron scattering
- Dates
- 27 Nov - 2 Dec 2005
- Place
- Sydney (Australia)
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 38070975
- Subject category
- S75: CONDENSED MATTER PHYSICS, SUPERCONDUCTIVITY AND SUPERFLUIDITY;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; M CODES; MAGNETIC FIELDS; MONTE CARLO METHOD; NEUTRON DIFFRACTION; NEUTRON SPECTROMETERS; NEUTRON SPECTROSCOPY; NEUTRONS; OPTIMIZATION; SPIN ECHO; STRUCTURAL CHEMICAL ANALYSIS; V CODES
- Descriptors DEC
- BARYONS; CALCULATION METHODS; COHERENT SCATTERING; COMPUTER CODES; DIFFRACTION; ELEMENTARY PARTICLES; FERMIONS; HADRONS; MATHEMATICAL LOGIC; MEASURING INSTRUMENTS; NUCLEONS; SCATTERING; SPECTROMETERS; SPECTROSCOPY
Optional Information
- Copyright
- Copyright (c) 2006 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.