4.4 Article

Efficiency of tannase enzyme for degradation of tannin from cashew apple juice: Modeling and optimization of process using artificial neural network and response surface methodology

期刊

JOURNAL OF FOOD PROCESS ENGINEERING
卷 43, 期 10, 页码 -

出版社

WILEY
DOI: 10.1111/jfpe.13499

关键词

-

资金

  1. Science and Engineering Research Board

向作者/读者索取更多资源

The study was conducted on tannase-assisted extraction of cashew apple juice at different combinations of tannase concentration (0.01-0.1% wt/wt), incubation time (20-120 min), and incubation temperature (30-50 degrees C) for the maximum reduction of tannin from the juice. The modeling and optimization of process parameters were performed using response surface methodology (RSM) and artificial neural network (ANN). The RSM proposed an optimum process condition of 0.079% tannase concentration, 85 min incubation time, and 46 degrees C incubation temperature, whereas the ANN model proposed 0.085% tannase concentration, 89 min incubation time, and 39 degrees C incubation temperature as the optimum conditions. The reduction in tannin content achieved using the optimum conditions proposed by RSM and ANN models were 63.93 and 68.85%, respectively. Statistical parameters such as absolute average deviation (AAD), mean squared error (MSE), and determination coefficient (R-2) indicated the superiority of the ANN model with highR(2)and low AAD and MSE values. Practical application Astringency due to tannin content is the primary reason behind the low consumer acceptability of the cashew apple juice. The application of tannase enzyme during juice extraction has a potential to decrease the tannin content of cashew apple juice. However, the effect of tannase enzyme, on tannin degradation in cashew apple juice has not been systematically studied in details. Hence, a study was conducted to optimize the process parameters of tannase-assisted juice extraction from cashew apple for maximum reduction of tannin content. More than 68% reduction in tannin content was achieved using the optimized process conditions. This study will help food industries to develop juice from highly nutritious cashew apple with minimum astringency and better consumer acceptability.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.4
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Food Science & Technology

Chironji(Buchanania lanzan)fruit juice extraction using cellulase enzyme: modelling and optimization of process by artificial neural network and response surface methodology

Dileswar Pradhan, S. Abdullah, Rama Chandra Pradhan

Summary: The study focused on extracting Chironji fruit juice using cellulase enzyme and explored different process parameters to achieve the highest juice yield. The incubation time was identified as the most significant independent process parameter, followed by cellulase concentration. Both ANN-GA and RSM methods yielded similar juice yields, but the juice extracted using ANN-GA had better physicochemical properties.

JOURNAL OF FOOD SCIENCE AND TECHNOLOGY-MYSORE (2021)

Article Chemistry, Applied

Modeling and optimization of pectinase-assisted low-temperature extraction of cashew apple juice using artificial neural network coupled with genetic algorithm

S. Abdullah, Rama Chandra Pradhan, Dileswar Pradhan, Sabyasachi Mishra

Summary: In this study, the pectinase-assisted extraction of cashew apple juice was modeled and optimized using a multi-layer artificial neural network coupled with genetic algorithm. The experimental results showed a good agreement between the predicted values and the actual values.

FOOD CHEMISTRY (2021)

Article Acoustics

Ultrasound-assisted hydration of finger millet (Eleusine Coracana) and its effects on starch isolates and antinutrients

Shweta Yadav, Sabyasachi Mishra, Rama Chandra Pradhan

Summary: Finger millet is rich in nutrients and minerals, but contains antinutrients like tannins and phytates. Ultrasonication during hydration process can reduce antinutrient content, increase water binding capacity and solubility of starch in finger millet.

ULTRASONICS SONOCHEMISTRY (2021)

Article Food Science & Technology

Microwave-assisted extraction of bioactive compounds from cashew apple (Anacardium occidenatale L.) bagasse: modeling and optimization of the process using response surface methodology

Abhipriya Patra, S. Abdullah, Rama Chandra Pradhan

Summary: This study investigated the impact of microwave treatment on bioactive compounds in cashew apple bagasse, and optimized conditions for extracting these compounds with maximum yield. Microwave treatment significantly increased the extraction yield of bioactive compounds and minerals from the bagasse, suggesting it as a promising technology for extraction purposes.

JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION (2021)

Article Food Science & Technology

Optimization of ultrasound-assisted extraction of ascorbic acid, protein and total antioxidants from cashew apple bagasse using artificial neural network-genetic algorithm and response surface methodology

Abhipriya Patra, S. Abdullah, Rama Chandra Pradhan

Summary: The study investigated the extraction of ascorbic acid, protein, and total antioxidants from cashew apple bagasse using ultrasonication. The results showed that the artificial neural network-genetic algorithm (ANN-GA) had higher yields and better optimization capability compared to the response surface methodology (RSM). The ultrasound process also led to significantly higher levels of bioactive compounds compared to conventional solvent extraction. This research provides valuable insights for the food industry to utilize cashew apple byproducts and develop value-added products using green technology.

JOURNAL OF FOOD PROCESSING AND PRESERVATION (2022)

Article Engineering, Chemical

Role of drying technology in probiotic encapsulation and impact on food safety

Rachna Sehrawat, S. Abdullah, Prateek Khatri, Lokesh Kumar, Anit Kumar, Arun Sadashiv Mujumdar

Summary: The world's urban population is expected to double by 2050. Urbanization is changing food consumption patterns, and the global market is flooded with functional foods, specifically probiotics, for their gut health advantages. Awareness about the healthy human microbiome among consumers has led to an increased demand for probiotic foods. Microencapsulation of probiotic bacteria and yeast is of immense importance to enhance their viability and overcome challenges associated with low survival rates. Therefore, controlling and designing the drying process technology is critical for probiotics encapsulation to achieve higher viability.

DRYING TECHNOLOGY (2022)

Review Environmental Sciences

Research trends and emerging physical processing technologies in mitigation of pesticide residues on various food products

Ravi Pandiselvam, Rathnakumar Kaavya, Anandu Chandra Khanashyam, Valarivan Divya, Sajeeb Khan Abdullah, Fawzan Sigma Aurum, Rajendran Dakshyani, Anjineyulu Kothakota, Shunmugiah Veluchamy Ramesh, Amin Mousavi Khaneghah

Summary: The application of emerging technologies for pesticide degradation in the food processing industry is gaining importance. These technologies, such as cold plasma, ultrasound, electrolyzed water, and pulsed electric field, show promise in effectively dissipating pesticide content in food. However, the efficacy of these technologies depends on various factors, including equipment, processing parameters, produce characteristics, treatment conditions, and pesticide nature.

ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH (2022)

Article Food Science & Technology

Pressure-driven crossflow microfiltration coupled with centrifugation for tannin reduction and clarification of cashew apple juice: Modeling of permeate flux decline and optimization of process parameters

S. Abdullah, Sankha Karmakar, Rama Chandra Pradhan, Sabyasachi Mishra

Summary: This study optimized process parameters for centrifugation and microfiltration using artificial neural network-genetic algorithm technique. The clarified juice at the optimum conditions successfully removed tannin, turbidity, and retained ascorbic acid content, achieving a high steady-state permeate flux.

JOURNAL OF FOOD PROCESSING AND PRESERVATION (2022)

Article Food Science & Technology

Co-rotating extrusion cooking impact on product characteristics using hulled kodo millet and hybrid maize flour

Abhishek Gaurav, Shubham Subrot Panigrahi, Rama Chandra Pradhan, Sabyasachi Mishra

Summary: This study investigated the processing loss and product characteristics of a combination of hulled Kodo millet and biofortified CO6 maize in specific process conditions, providing a scientific basis for producing healthier and more acceptable breakfast cereals.

JOURNAL OF FOOD SCIENCE AND TECHNOLOGY-MYSORE (2022)

Article Food Science & Technology

Ultrafiltration of cashew apple juice using hollow fibers for shelf life extension: process optimization, flux modelling and storage study

S. Abdullah, Sankha Karmakar, Sabyasachi Mishra, Rama Chandra Pradhan

Summary: Cashew apple juice with high nutrition and perishable features was studied for its shelf life extension using non-thermal ultrafiltration technology. After conducting 16 experiments, it was found that ultrafiltration with a molecular weight cut-off of 30 kDa and a transmembrane pressure of 138 kPa achieved the best results in terms of productivity and quality. A resistance-in-series model was developed to analyze the limiting flux behavior of the ultrafiltration membrane. The ultrafiltered juice was successfully stored for 12 weeks at 4℃ without any chemical and heat treatment.

JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION (2023)

Review Biotechnology & Applied Microbiology

Review on the extraction of bioactive compounds and characterization of fruit industry by-products

Abhipriya Patra, S. Abdullah, Rama Chandra Pradhan

Summary: By-products from fruit processing industries can be potential hazards to the environment, but they also contain biologically active molecules that can be utilized in various industries. Maximizing the recovery of these bioactive compounds during extraction is essential, taking into consideration both economic and environmental factors. The characteristics of the extracted compounds depend on the parameters considered during the extraction process.

BIORESOURCES AND BIOPROCESSING (2022)

Article Food Science & Technology

DEVELOPMENT AND PROCESS OPTIMIZATION OF SPRAY DRIED POWDER FROM ENZYMATICALLY EXTRACTED RIPE PALM (Borassus flabellifer) JUICE

Soberly Mohanty, Sabyasachi Mishra, Rama Chandra Pradhan

Summary: The study successfully utilized spray drying to convert enzymatically extracted ripe palm juice into powder, with optimized conditions resulting in high quantity and quality of palm powder. This method can be replicated on an industrial scale for production.

JOURNAL OF MICROBIOLOGY BIOTECHNOLOGY AND FOOD SCIENCES (2021)

Article Engineering, Multidisciplinary

Comparative Study of Physical Properties of Whole and Hulled Minor Millets for Equipment Designing

Abhishek Gaurav, Rama Chandra Pradhan, Sabyasachi Mishra

Summary: This research focused on the physical and engineering properties of selected minor millets, showing significant improvement in the properties of hulled millets. In terms of frictional properties, the mild steel surface exhibited the highest angle of static friction.

JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH (2021)

Article Food Science & Technology

DEVELOPMENT AND STANDARDIZATION OF TECHNOLOGY FOR PREPARATION AND STORAGE OF VALUE-ADDED PRODUCTS FROM KENDU (DIOSPYROS MELANOXYLON ROXB.) FRUIT

Baby Zaithanpuii Hmar, Sabyasachi Mishra, Kambhampati Vivek

Summary: The research explored the development of various value-added products from kendu fruit to prevent spoilage and enhance economic sustainability. Processed products were found to be acceptable for consumption for up to 90 days under refrigeration, meeting consumer standards and microbial stability.

JOURNAL OF MICROBIOLOGY BIOTECHNOLOGY AND FOOD SCIENCES (2021)

暂无数据