Monitoring Biological Rhythms Through the Dynamic Model Identification of an Oyster Population

被引:16
作者
Ahmed, Hafiz [1 ]
Ushirobira, Rosane [1 ]
Efimov, Denis [1 ,2 ,3 ]
Tran, Damien [4 ,5 ]
Sow, Mohamedou [4 ,5 ]
Ciret, Pierre [4 ,5 ]
Massabuau, Jean-Charles [4 ,5 ]
机构
[1] Inria, Non A Team, Parc Sci Haute Borne, F-59650 Villeneuve Dascq, France
[2] Ecole Cent Lille, CRIStAL, UMR 9189, F-59651 Villeneuve Dascq, France
[3] St Petersburg State Univ Informat Technol Mech &, Dept Control Syst & Informat, St Petersburg 197101, Russia
[4] Univ Bordeaux 1, Ctr Natl Rech Sci, UMR, F-33120 Arcachon, France
[5] EA Team UMR, F-33615 Bordeaux, France
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2017年 / 47卷 / 06期
关键词
Bioindicator; circadian rhythm modeling; dynamic model; ecological monitoring; oyster population; system identification; PERSISTENT ORGANIC POLLUTANTS; MARENNES-OLERON BAY; VALVE-MOVEMENT; WATER-QUALITY; ANODONTA-ANATINA; MARINE BIVALVE; RUNNING WATERS; BEHAVIOR; METHODOLOGY; PERFORMANCE;
D O I
10.1109/TSMC.2016.2523923
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The measurements of valve activity in a population of bivalves under natural environmental conditions (16 oysters in the Bay of Arcachon, France) are used for a physiological model identification. A nonlinear autoregressive exogenous (NARX) model is designed and tested. The method to design the model has two parts: 1) structure of the model: the model takes into account the influence of environmental conditions using the measurements of sunlight intensity, the moonlight, tide levels, precipitation, and water salinity levels. A possible influence of the internal circadian/circatidal clocks is also analyzed and 2) least square calculation of the model parameters. Through this paper, it is demonstrated that the developed dynamical model of the oyster valve movement can be used for estimating normal physiological rhythms of permanently immersed oysters and can be considered for detecting perturbations of these rhythms due to changes in the water quality, i.e., for ecological monitoring.
引用
收藏
页码:939 / 949
页数:11
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