{ "id": "cond-mat/0406543", "version": "v2", "published": "2004-06-23T03:32:57.000Z", "updated": "2005-02-28T15:31:50.000Z", "title": "Comparing extremal and thermal Explorations of Energy Landscapes", "authors": [ "Stefan Boettcher", "Paolo Sibani" ], "comment": "RevTex4, 11 pages, 24 postscript figures included, to appear in EPJB; see http://www.physics.emory.edu/faculty/boettcher/ for related information", "journal": "European Physics Journal B 44, 317-326 (2005).", "doi": "10.1140/epjb/e2005-00131-6", "categories": [ "cond-mat.dis-nn" ], "abstract": "Using a non-thermal local search, called Extremal Optimization (EO), in conjunction with a recently developed scheme for classifying the valley structure of complex systems, we analyze a short-range spin glass. In comparison with earlier studies using a thermal algorithm with detailed balance, we determine which features of the landscape are algorithm dependent and which are inherently geometrical. Apparently a characteristic for any local search in complex energy landscapes, the time series of successive energy records found by EO also is characterized approximately by a log-Poisson statistics. Differences in the results provide additional insights into the performance of EO. In contrast with a thermal search, the extremal search visits dramatically higher energies while returning to more widely separated low-energy configurations. Two important properties of the energy landscape are independent of either algorithm: first, to find lower energy records, progressively higher energy barriers need to be overcome. Second, the Hamming distance between two consecutive low-energy records is linearly related to the height of the intervening barrier.", "revisions": [ { "version": "v2", "updated": "2005-02-28T15:31:50.000Z" } ], "analyses": { "keywords": [ "energy landscape", "thermal explorations", "comparing extremal", "higher energy barriers", "search visits dramatically higher energies" ], "tags": [ "journal article" ], "note": { "typesetting": "RevTeX", "pages": 11, "language": "en", "license": "arXiv", "status": "editable" } } }