论文标题
综合的动态增长与发展模型散发幼虫
A comprehensive dynamic growth and development model of Hermetia illucens larvae
论文作者
论文摘要
Hermetia Illucens的幼虫,通常称为黑士兵飞行(BSF)在饲料行业中具有重要意义,主要用作水产养殖和其他牲畜养殖的饲料。诸如von Bertalanffy增长模型和动态能源预算模型之类的数学模型可用于建模各种生物的生长,但它们将其用于BSF的生长和发展。同样,尽管被证明模型可用于工业生产过程的自动化(例如喂养,加热/冷却,通风,收获等),但这种动态模型尚未应用于BSF幼虫的生长。这项工作主要集中于基于上述文献中提到的模型的原理开发模型,该模型可以提供对整个生命周期中干质量变化的准确数学描述以及幼虫发展阶段的过渡。为了进一步提高这些模型的准确性,开发并整合到动态增长模型中,影响了生长和发展的各种因素,例如温度,进食质量,进食率,饲料中的水分含量和气流速率。从各种文献中汇总了一组广泛的数据,并用于模型开发,参数估计和验证。根据收集的数据集对描述环境因素的描述模型进行了验证。此外,还验证了动态增长模型的干质量进化和开发阶段的幼虫过渡,该幼虫以不同的底物进食速率饲养。具有估计参数的开发模型很好地突出了其在决策支持系统中的应用和大规模生产的自动化。
Larvae of Hermetia illucens, also commonly known as black soldier fly (BSF) have gained significant importance in the feed industry, primarily used as feed for aquaculture and other livestock farming. Mathematical model such as Von Bertalanffy growth model and dynamic energy budget models are available for modelling the growth of various organisms but have their demerits for their application to the growth and development of BSF. Also, such dynamic models were not yet applied to the growth of the BSF larvae despite models proven to be useful for automation of industrial production process (e.g. feeding, heating/cooling, ventilation, harvesting, etc.). This work primarily focuses on developing a model based on the principles of the afore mentioned models from literature that can provide accurate mathematical description of the dry mass changes throughout the life cycle and the transition of development phases of the larvae. To further improve the accuracy of these models, various factors affecting the growth and development such as temperature, feed quality, feeding rate, moisture content in feed, and airflow rate are developed and integrated into the dynamic growth model. An extensive set of data were aggregated from various literature and used for the model development, parameter estimation and validation. Models describing the environmental factors were individually validated based on the data sets collected. In addition, the dynamic growth model was also validated for dry mass evolution and development stage transition of larvae reared on different substrate feeding rates. The developed models with the estimated parameters performed well highlighting its application in decision-support systems and automation for large scale production.