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从微藻中恢复和量化人工智能和富可桑的桥梁
Jun Wei Roy Chong1, Doris Ying Ying Tang1, Hui Yi Leong2
1Department of Chemical and Environmental Engineering, Faculty of Science and Engineering, University of Nottingham Malaysia, Jalan Broga, Semenyih, Selangor Darul Ehsan, Malaysia.
Bioengineered
|August 14, 2023
概括
人工智能 (AI) 模型显著改善了富可丁的提取和量化. 这些先进的方法优化了流程,降低了成本,并加速了这种有益的胡卜素的生产.
科学领域:
- 生物技术是生物技术.
- 营养保健品 营养保健品
- 人工智能的人工智能
背景情况:
- 胡卜素之一的富可桑丁 (fucoxanthin) 具有显著的健康益处.
- 目前的富可桑丁提取和量化方法效率低下,成本高昂,耗时,产量低.
研究的目的:
- 审查人工智能 (AI) 模型的应用,以优化富可桑的提取和量化.
- 突出AI在解决传统方法的局限性的潜力.
主要方法:
- 应用人工智能模型,如人工神经网络 (ANN),自适应神经模糊推理系统 (ANFIS) 和支持矢量机器 (SVM).
- 整合元启发算法,如遗传算法 (GA),以优化AI模型参数.
- 使用计算机视觉和回归分析来量化富可桑.
主要成果:
- 优化的人工智能模型 (ANN,ANFIS与GA) 实现了高准确度 (R2: 98.28%99.60%) 提取产量预测.
- 人工智能模型 (SVM,CNN,ANN) 以高准确度 (R2: 66.0%99.2%) 证明了可靠的富可桑丁定量.
结论:
- 人工智能模型提供了一种可行且有效的解决方案,用于增强富可桑丁的提取和量化.
- 人工智能的实施可以降低成本,提高产量,加快基于富可桑的产品的开发.
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Red algae, also known as rhodophytes, are primarily found in marine environments, though some species inhabit freshwater and terrestrial ecosystems. These organisms exist in both unicellular and multicellular forms, with some multicellular varieties reaching macroscopic sizes.As phototrophic organisms, red algae contain chlorophyll a; however, their chloroplasts lack chlorophyll b. Instead, they possess phycobiliproteins, which serve as major light-harvesting pigments, similar to those found in...
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The kingdom Archaeplastida encompasses red and green algae, along with land plants. Unlike other protists with chloroplasts that arose through secondary endosymbiosis, only red and green algae originated from primary endosymbiotic events. This diverse group of eukaryotic organisms contains chlorophyll and performs oxygenic photosynthesis.Algae exist in various forms, from large brown kelp in coastal waters to green scum in puddles and stains on rocks or soil. Some species are responsible for...
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