Wavelet analysis and sinusoidal modelling of environmental variables in a weaned piglet farm

IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY
Maria D. Fernandez , Manuel R. Rodriguez , Xose R. Fdez-Vidal , Roberto Besteiro
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Abstract

Characterizing the indoor environment of livestock buildings is particularly relevant because of its effects on production welfare and GHG emissions. However, the large number of variables involved and the complexity of the processes governing the evolution of indoor environment hinder the identification of the interrelation between environmental variables. This study analyzed outdoor temperature, animal activity and CO2 and NH3 concentrations in a weaned piglet building with mechanical ventilation during a complete breeding cycle. The analysis combined a traditional 3-harmonic cosine model with two innovative methods in this area, specifically, continuous wavelet transform (CWT) and wavelet coherence. The results reveal an inverse evolution of outdoor temperature and animal activity, with diurnal peaks, and of outdoor temperature and gas concentrations, with nocturnal peaks and a dominant period of 24 h. Outdoor temperature and CO2 concentrations show a daily pattern with one distinct maximum and one distinct minimum, whereas animal activity and NH3 concentrations present two maximum values. A particularly strong correlation is found between outdoor temperature and CO2 concentrations, with an 11 h shift between series. The relationship between NH3 concentrations and outdoor temperature is weaker, but the phase difference between both variables is in accordance with the shift for CO2. The analysis reveals that the animals become active at dawn, 1h20’ before the increase in diurnal temperatures. Continuous Wavelet Transform and wavelet coherence enhance traditional harmonic analysis by providing a more detailed perspective of how the environmental study variables evolve and interrelate over time.
断奶仔猪场环境变量的小波分析和正弦建模
牲畜舍的室内环境特征特别重要,因为它对生产福利和温室气体排放有影响。然而,室内环境演变过程涉及的大量变量和过程的复杂性阻碍了环境变量之间相互关系的识别。本研究分析了一个机械通风断奶仔猪舍在整个饲养周期内的室外温度、动物活动以及CO2和NH3浓度。该分析将传统的三谐余弦模型与该领域的两种创新方法——连续小波变换(CWT)和小波相干性相结合。结果表明,室外温度和动物活动呈负向变化,呈日高峰,室外温度和气体浓度呈夜间高峰,以24 h为主导期。室外温度和CO2浓度呈日最高和最低,动物活动和NH3浓度呈两个最大值。室外温度和CO2浓度之间的相关性特别强,序列之间有11小时的偏移。NH3浓度与室外温度的关系较弱,但两者的相位差与CO2的变化一致。分析表明,这些动物在黎明开始活动,在白天温度升高之前的1小时20分。连续小波变换和小波相干性通过提供更详细的环境研究变量如何随时间演变和相互关联的视角来增强传统的谐波分析。
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来源期刊
Building and Environment
Building and Environment 工程技术-工程:环境
CiteScore
12.50
自引率
23.00%
发文量
1130
审稿时长
27 days
期刊介绍: Building and Environment, an international journal, is dedicated to publishing original research papers, comprehensive review articles, editorials, and short communications in the fields of building science, urban physics, and human interaction with the indoor and outdoor built environment. The journal emphasizes innovative technologies and knowledge verified through measurement and analysis. It covers environmental performance across various spatial scales, from cities and communities to buildings and systems, fostering collaborative, multi-disciplinary research with broader significance.
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