As is well-known, manual counting of eggs is inefficient, time-consuming and labor-intensive, resulting in high costs [13],[14]. For example, in a small-scale chicken farm with 50,000 birds, producing an average of 43,000 eggs per day, 440 boxes of eggs need to be manually counted. Moreover, in China, commercial egg production is almost entirely based on multi-layer stacking. Due to individual differences among chickens, the egg production of each layer is not consistent, making it difficult for manual counting to accurately monitor the egg quantities of each layer. This limitation hinders the precise and efficient optimization of feeding programs for each layer, inevitably resulting in resource waste and cost increase.

翻译以下内容内容为英文要求英语要地道、学术化。众所周知依靠人工去计数效率低、时效性差且时间和人工成本较高1314。以一个5万羽的普通小规模蛋鸡场为例其每天产蛋量在43万枚左右需要人工计数440箱鸡蛋。此外在中国商业蛋鸡养殖几乎全采用多层叠养形式。由于鸡只个体差异导致各层产蛋量并不一致人工统计难以针对各层进行更加细化的鸡蛋数量监测限制了精确、高效地优化各层饲喂方案不可避免地会造成资源浪费和成本增加。

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