Quality changes and shelf-life prediction of far-infrared radiation heating assisted pulsed vacuum dried blueberries by SSA-ELM
文献类型: 外文期刊
作者: Liu, Zi-Liang 1 ; Wang, Shan-Yu 2 ; Huang, Xiao-Jun 1 ; Zhang, Xiao-Hang 2 ; Xie, Long 3 ; Bai, Jun-Wen 4 ; Zheng, Zhi-An 2 ; Xiao, Hong-Wei 2 ;
作者机构: 1.Nanchang Univ, State Key Lab Food Sci & Resources, China Canada Joint Lab Food Sci & Technol Nanchang, Nanchang, Peoples R China
2.China Agr Univ, Coll Engn, Beijing, Peoples R China
3.Beijing Acad Agr & Forestry Sci, Beijing, Peoples R China
4.Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang, Peoples R China
关键词: Blueberries; Pulsed vacuum drying; Storage; Physicochemical properties; Salp swarm algorithm; Extreme learning machine
期刊名称:FOOD CHEMISTRY ( 影响因子:9.8; 五年影响因子:9.7 )
ISSN: 0308-8146
年卷期: 2025 年 473 卷
页码:
收录情况: SCI
摘要: The effects of storage conditions on the changes in quality attributes of blueberries dried by far-infrared radiation heating assisted pulsed vacuum drying (FIR-PVD) during accelerated storage for 72 days were investigated. The total phenolics (TP), total monomeric anthocyanins (TMA) contents, and antioxidant activities greatly decreased with the increase of storage time. The highest retention rates of TP and TMA of FIR-PVD blueberries were obtained under the dark-vacuum condition after accelerated storage, i.e. 43.71 % and 30.38 %, respectively. Compared to hot air drying (HAD) samples, FIR-PVD samples exhibited slightly higher degradation rates of TP and TMA during storage. Light-air condition markedly promoted the decrease of antioxidant activities of FIRPVD and HAD blueberries. The L* and b* values of dried samples decreased, while a* values increased slowly with the increase of accelerated storage time. Additionally, salp swarm algorithm (SSA) and extreme learning machine (ELM) were applied to establish a shelf-life prediction model. The modeling results showed that ELM model optimized by SSA (SSA-ELM) can be an effective predictive tool for the shelf life of dried blueberries under different conditions.
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