Optimizing the success of random searches

被引:1120
作者
Viswanathan, GM [1 ]
Buldyrev, SV
Havlin, S
da Luz, MGE
Raposo, EP
Stanley, HE
机构
[1] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[2] Boston Univ, Dept Phys, Boston, MA 02215 USA
[3] Univ Fed Rio Grande do Norte, Int Ctr Complex Syst, BR-59072970 Natal, RN, Brazil
[4] Univ Fed Rio Grande do Norte, Dept Fis Teor & Expt, BR-59072970 Natal, RN, Brazil
[5] Univ Fed Alagoas, Dept Fis, BR-57075970 Maceio, AL, Brazil
[6] Bar Ilan Univ, Gonda Goldshmied Ctr, Ramat Gan, Israel
[7] Bar Ilan Univ, Dept Phys, Ramat Gan, Israel
[8] Harvard Univ, Lyman Lab Phys, Cambridge, MA 02138 USA
[9] Univ Fed Parana, Dept Fis, BR-81531970 Curitiba, Parana, Brazil
[10] Univ Fed Pernambuco, Dept Fis, Lab Fis Teor & Computac, BR-50670901 Recife, PE, Brazil
关键词
D O I
10.1038/44831
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We address the general question of what is the best statistical strategy to adapt in order to search efficiently for randomly located objects ('target sites'). It is often assumed in foraging theory that the flight lengths of a forager have a characteristic scale: from this assumption gaussian, Rayleigh and other classical distributions with well-defined variances have arisen. However, such theories cannot explain the long-tailed power-law distributions(1,2) of flight lengths or flight times(3-6) that are observed experimentally. Here we study how the search efficiency depends on the probability distribution of flight lengths taken by a forager that can detect target sites only in its limited vicinity. We show that, when the target sites are sparse and can be visited any number of times, an inverse square power-law distribution of flight lengths, corresponding to Levy flight motion, is an optimal strategy. We test the theory by analysing experimental foraging data on selected insect, mammal and bird species, and find that they are consistent with the predicted inverse square power-law distributions.
引用
收藏
页码:911 / 914
页数:4
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