Modelling daily weight variation in honey bee hives

被引:9
作者
Arias-Calluari, Karina [1 ,2 ]
Colin, Theotime [2 ,3 ]
Latty, Tanya [2 ]
Myerscough, Mary [1 ]
Altmann, Eduardo G. G. [1 ]
机构
[1] Univ Sydney, Sch Math & Stat, Sydney, NSW, Australia
[2] Univ Sydney, Sch Life & Environm Sci, Sydney, NSW, Australia
[3] Macquarie Univ, Sch Nat Sci, Sydney, NSW, Australia
基金
澳大利亚研究理事会;
关键词
AGE POLYETHISM; COLONY LOSSES;
D O I
10.1371/journal.pcbi.1010880
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A quantitative understanding of the dynamics of bee colonies is important to support global efforts to improve bee health and enhance pollination services. Traditional approaches focus either on theoretical models or data-centred statistical analyses. Here we argue that the combination of these two approaches is essential to obtain interpretable information on the state of bee colonies and show how this can be achieved in the case of time series of intra-day weight variation. We model how the foraging and food processing activities of bees affect global hive weight through a set of ordinary differential equations and show how to estimate the parameters of this model from measurements on a single day. Our analysis of 10 hives at different times shows that the estimation of crucial indicators of the health of honey bee colonies are statistically reliable and fall in ranges compatible with previously reported results. The crucial indicators, which include the amount of food collected (foraging success) and the number of active foragers, may be used to develop early warning indicators of colony failure. Author summaryHoney bees are under threat and dying at an alarming rate due to pesticides, parasites, and other stressors. Obtaining information about the health of bee colonies is essential to understand how this happens and to identify measures that can prevent this from happening. Herein, we built a mathematical model of the daily dynamics of hives that allows such information to be extracted without detailed and expensive measurements. Based only on measurements of how the weight of the hive changes during the day, our model can be used to estimate how many bees are collecting food, how successful they are, and how much time they spend outside the hive. Due to its simplicity, the model presented here can be applied to a wide range of hive scale systems and help beekeepers track how healthy and productive their bees are.
引用
收藏
页数:22
相关论文
共 45 条
[1]   The effect of avocado (Persea americana) nectar composition on its attractiveness to honey bees (Apis mellifera) [J].
Afik, Ohad ;
Dag, Arnon ;
Shafir, Sharoni .
APIDOLOGIE, 2006, 37 (03) :317-325
[2]   Bayesian design of synthetic biological systems [J].
Barnes, Chris P. ;
Silk, Daniel ;
Sheng, Xia ;
Stumpf, Michael P. H. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (37) :15190-15195
[3]  
Calluari Karina Arias, 2022, Zenodo, DOI 10.5281/ZENODO.7272480
[4]   Nectar concentration and composition of 26 species from the temperate forest of South America [J].
Chalcoff, VR ;
Aizen, MA ;
Galetto, L .
ANNALS OF BOTANY, 2006, 97 (03) :413-421
[5]   A Locomotor Deficit Induced by Sublethal Doses of Pyrethroid and Neonicotinoid Insecticides in the Honeybee Apis mellifera [J].
Charreton, Mercedes ;
Decourtye, Axel ;
Henry, Mickael ;
Rodet, Guy ;
Sandoz, Jean-Christophe ;
Charnet, Pierre ;
Collet, Claude .
PLOS ONE, 2015, 10 (12)
[6]   Predictive modelling of honey bee foraging activity using local weather conditions [J].
Clarke, Dominic ;
Robert, Daniel .
APIDOLOGIE, 2018, 49 (03) :386-396
[7]   Evaluating the foraging performance of individual honey bees in different environments with automated field RFID systems [J].
Colin, Theotime ;
Warren, Ryan J. ;
Quarrell, Stephen R. ;
Allen, Geoff R. ;
Barron, Andrew B. .
ECOSPHERE, 2022, 13 (05)
[8]   Effects of late miticide treatments on foraging and colony productivity of European honey bees (Apis mellifera) [J].
Colin, Theotime ;
Forster, Casey C. ;
Westacott, Jack ;
Wu, Xiaobo ;
Meikle, William G. ;
Barron, Andrew B. .
APIDOLOGIE, 2021, 52 (02) :474-492
[9]   Traces of a Neonicotinoid Induce Precocious Foraging and Reduce Foraging Performance in Honey Bees [J].
Colin, Theotime ;
Meikle, William G. ;
Wu, Xiaobo ;
Barron, Andrew B. .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2019, 53 (14) :8252-8261
[10]   Long-term dynamics of honey bee colonies following exposure to chemical stress [J].
Colin, Theotime ;
Meikle, William G. ;
Paten, Amy M. ;
Barron, Andrew B. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2019, 677 :660-670