Process Optimization for Antarctic Krill ( Euphausia superba ) Sauce Based on Back Propagation Neural Network Combined with Genetic Algorithm

• Published in: Applied Sciences
• Main Authors: Hai Chi, Zhiyu Fu, Peng Wang, Di Yu, Lukai Zhao, Long Li, Yujun Liu, Jie Zheng
• Format: Article in Journal/Newspaper
• Language: English
• Published: MDPI AG 2024
• Subjects: Antarctic krill sauce; optimized processing; BP neural network; genetic algorithm; Technology; T; Engineering (General). Civil engineering (General); TA1-2040; Biology (General); QH301-705.5; Physics; QC1-999; Chemistry; QD1-999; Aks; Antarctic; Antarc*; Antarctic Krill; Euphausia superba
• Online Access: https://doi.org/10.3390/app14167337; https://doaj.org/article/6378263b950441a297dfce470611719a

Using Antarctic krill ( Euphausia superba ) as the research object, we optimized the process conditions for Antarctic krill sauce (AkS) by including three factors (salt addition, rock sugar addition, and the oil-to-material ratio) and sensory evaluation as response values. The data from the response surface were fed into the back propagation (BP) neural network training, generating a model mapping the process conditions and sensory scores, which were subsequently combined with the genetic algorithm (GA) for global optimization to determine the optimal process for AkS preparation. The results revealed that the response surface model was well suited to the BP neural network training and prediction sets, with correlation values of 0.98 and 0.95, respectively. The fitting prediction effect was obvious for the sensory scoring results of the product. The parameters obtained from the GA’s global optimization search accord with the analytical results of the response surface. The findings demonstrated that combining a BP neural network with a GA can enhance the AkS preparation technique. Under optimal processing conditions, AkS has a high sensory score and protein and carbohydrate contents, moderate fat content, minimal fat oxidation, and non-detectable pathogens, indicating that the AkS in this study was nutritious and safe to consume.