MOEA/VAN: Multiobjective Evolutionary Algorithm based on Vector Angle Neighborhood

Natural selection favors the survival and reproduction of organisms that are best adapted to their environment. Selection mechanism in evolutionary algorithms mimics this process, aiming to create environmental conditions in which artificial organisms could evolve solving the problem at hand. This paper proposes a new selection scheme for evolutionary multiobjective optimization. The similarity measure that defines the concept of the neighborhood is a key feature of the proposed selection. Contrary to commonly used approaches, usually defined on the basis of distances between either individuals or weight vectors, it is suggested to consider the similarity and neighborhood based on the angle between individuals in the objective space. The smaller the angle, the more similar individuals. This notion is exploited during the mating and environmental selections. The convergence is ensured by minimizing distances from individuals to a reference point, whereas the diversity is preserved by maximizing angles between neighboring individuals. Experimental results reveal a highly competitive performance and useful characteristics of the proposed selection. Its strong diversity preserving ability allows to produce a significantly better performance on some problems when compared with stat-of-the-art algorithms.

Essential oils of the Sextonia rubra (Mez ) van der Werff (Lauraceae)

The essential oils of the leaves and branches of Sextonia rubra were obtained by hydrodistillation and analyzed by GC-FID and GC-MS. In the leaves were identified as the major constituents α-pinene (21.7%), β-pinene (15.4%), α-copaene (12.5%) and germacrene D (12.1%). In the branches essential oil, α-copaene (22.9%), β-selinene (7.9%) and β-elemene (7.2%) were identified as the most abundant constituents. This paper describes for the first time the composition of these essential oils.

Flora van Nederlandsch Indië /door F. A. W. Miquel.

v. 1 no.1

Flora van Nederlandsch Indië /door F. A. W. Miquel.

v. 3

Flora van Nederlandsch Indië /door F. A. W. Miquel.

v. 2

Flora van Nederlandsch Indië /door F. A. W. Miquel.

v. 1 no.2

Flora van Nederlandsch Indië /door F. A. W. Miquel.

suppl. 1

Handleiding tot de kennis der flora van Nederlandsch Indië. :Beschrijving van de families en geslachten der Nederl. Indische phanerogamen /door J.G. Boerlage.

v. 1

Handleiding tot de kennis der flora van Nederlandsch Indië. :Beschrijving van de families en geslachten der Nederl. Indische phanerogamen /door J.G. Boerlage.

v. 2

Handleiding tot de kennis der flora van Nederlandsch Indië. :Beschrijving van de families en geslachten der Nederl. Indische phanerogamen /door J.G. Boerlage.

v. 3

Bijdragen tot de flora van Nederlandsch Indië /uitgegeven door C.L. Blume.

1825-26 pt. 1-6

Bijdragen tot de flora van Nederlandsch Indië /uitgegeven door C.L. Blume.

1825-26 pt. 7-12

Bijdragen tot de flora van Nederlandsch Indië /uitgegeven door C.L. Blume.

1825-26 pt. 13-17