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Time series forecasting in anxiety disorders of outpatient visits using data mining 基于数据挖掘的门诊焦虑症时间序列预测
Q3 Agricultural and Biological Sciences Pub Date : 2015-06-01 DOI: 10.14456/KKURJ.2015.19
et.al Vatinee Sukmak
This study aims to forecast the number of anxiety disorders patients who would be seeking treatment at an outpatient clinic in 2011 by comparing two Artificial Neural Network (ANN) models and selecting the most powerful model. Data were collected from the Prasrimahabhodi Psychiatric Hospital database. In order to develop a forecasting model, we used 4 years of data from January 2007 to December 2010 to construct the demand forecast model, whereas those from the following year (January to December 2011) were used to evaluate the model. Forecasted models were constructed with two ANN models: Radial Basis Function (RBF) and Multi-Layer Perceptron networks (MLP). The forecast accuracies for the models were evaluated via Mean Absolute Percentage Error (MAPE). The RBF was selected as the final model. The results demonstrated that monthly anxiety disorders patient visits can be predicted with good accuracy using the RBF model technique in time series analysis since the MAPE is below 20%. The majority of patients was female, married, farmers, aged between 40-59 years old and diagnosed with other anxiety disorders (F41). An average of one hundred and fifty patients of all ages attended each month at outpatient services with the highest being 244 and the lowest 76. The forecast cases exceeded the actual clinical cases in the 20-39 age groups. Accurate forecasting of outpatient visits can play a significant role in the management of a health care system.
本研究旨在通过比较两种人工神经网络(ANN)模型,并选择最强大的模型,预测2011年在门诊就诊的焦虑症患者数量。数据收集自Prasrimahabhodi精神病医院的数据库。为了建立预测模型,我们使用2007年1月至2010年12月4年的数据构建需求预测模型,并使用次年(2011年1月至12月)的数据对模型进行评估。采用径向基函数(RBF)和多层感知器网络(MLP)两种神经网络模型构建预测模型。模型的预测精度通过平均绝对百分比误差(MAPE)进行评估。选择RBF作为最终模型。结果表明,在时间序列分析中,由于MAPE低于20%,使用RBF模型技术可以很好地预测焦虑症患者的月就诊次数。大多数患者为女性,已婚,农民,年龄在40-59岁之间,并被诊断患有其他焦虑症(F41)。每个月平均有150名不同年龄的病人到门诊就诊,其中最高的244人,最低的76人。20 ~ 39岁年龄组预测病例数高于实际临床病例数。门诊就诊的准确预测可以在医疗保健系统的管理中发挥重要作用。
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引用次数: 3
Antioxidant and Antibacterial Activities of Indian Marsh Fleabane (Pluchea indica (L.) Less) 印度沼泽Fleabane (Pluchea indica (L.))的抗氧化和抗菌活性少)
Q3 Agricultural and Biological Sciences Pub Date : 2015-06-01 DOI: 10.14456/KKURJ.2015.12
et.al Rawinipa Srimoon
Ethanolic extracts of various parts of Pluchea indica (L.) Less were analyzed for DPPH radical scavenging capacities, total phenolic contents and antibacterial activities. The results showed that fresh root extract had the most antioxidant activities (0.16  0.001 mg/mL EC50, 20.02  0.177 mg/g TEAC and 15.79  0.008 mg GAE/g total phenolic content). Antioxidative activities of most fresh samples were significantly higher than that of dry samples (P < 0.05). The low antioxidative  activities of dry samples might be due to the effect of drying (60 oC for 2 days). In contrast, tea leaves extract exhibited the high antioxidant capacities (0.28  0.012 mg/mL EC50, 11.86  0.519 mg/g TEAC and 3.18  0.012 mg GAE/g total phenolic content) due to the formation of Maillard reaction products during heating at lower temperature for a shorter period (50 oC for 2 hrs). Antibacterial activities assessed by the disc diffusion method showed that all of investigated bacteria were inhibited by the extract of fresh root, fresh twig, dry stem and tea leaves, while the extract of fresh and dry flower, fresh and dry leaves, and dry root showed the less inhibition potential. The minimal inhibitory concentrations (MICs) of extracts using agar microdilution and disc diffusion method showed significant inhibition activities even at 2 – 16 fold dilutions, with the most effective result in fresh root extract as low as 64 fold dilution. Tea leaves extract also had high inhibitory capacities when the concentrations were 4 - 16 fold dilution. Fresh root extract had the most excellent inhibition potential against Bacillus cereus, Pseudomonas fluorescens and Salmonella typhimurium (0.16, 0.16 and 0.32 mg/mL MICs, respectively). Inhibitory activities against Escherichia coli were very low. The increase in antioxidant activities did increase antibacterial abilities.
梅花各部位乙醇提取物的研究较少分析DPPH自由基清除能力,总酚含量和抗菌活性。结果表明,鲜根提取物的抗氧化活性最高(EC50含量为0.160.001 mg/mL, TEAC含量为20.020.177 mg/g, GAE总酚含量为15.790.008 mg/g)。大部分新鲜样品的抗氧化活性显著高于干燥样品(P < 0.05)。干燥样品的抗氧化活性较低可能是由于干燥(60℃2天)的影响。相比之下,茶叶提取物表现出较高的抗氧化能力(EC50含量为0.280.012 mg/mL, TEAC含量为11.860.519 mg/g,总酚含量为3.180.012 mg/g),这是由于在较低温度下加热(50℃,2小时)较短时间内形成的美拉德反应产物。圆盘扩散法测定的抑菌活性表明,鲜根、鲜枝、干茎和茶叶提取物对所有细菌均有抑制作用,而鲜干花、鲜干叶和干根提取物对细菌的抑制作用较弱。琼脂微稀释和圆盘扩散法提取的最低抑制浓度(mic)在2 - 16倍稀释时也显示出显著的抑制活性,其中新鲜根提取物在64倍稀释时最有效。茶叶提取物在4 ~ 16倍稀释条件下也具有较高的抑菌活性。鲜根提取物对蜡样芽孢杆菌、荧光假单胞菌和鼠伤寒沙门菌的抑制潜力最佳(mic值分别为0.16、0.16和0.32 mg/mL)。对大肠杆菌的抑制活性很低。抗氧化活性的增加确实增加了抗菌能力。
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引用次数: 13
Application of GIS-based Curve Number Method for Runoff Estimation in Agricultural-Forest Watershed, Thailand 基于gis的曲线数法在泰国农林流域径流估算中的应用
Q3 Agricultural and Biological Sciences Pub Date : 2015-06-01 DOI: 10.14456/KKURJ.2015.13
Tharapong Phetprayoon
The objective of this study was to apply the GIS-based hydrologic model for simulating runoff in the Upper Lam Ta Kong watershed, an agricultural-forest watershed, Nakhon Ratchasima province, Thailand. The Soil Conservation Service Curve Number (SCS-CN) method integrated with a Geographic Information System (GIS) was used to simulate the event-based runoff. Model calibration and validation were performed by comparing observed and simulated results at the M.43A and M.89 stations during the monsoon season of year 2011 and 2012, respectively. The runoff model calibration showed that the coefficient of efficiency (E) was 0.74 and coefficient of determination (R2) was 0.83 at the M.43A while E was 0.73 and R2 was 0.78 at the M.89 station. The results of the runoff model validation showed that the E was 0.66 and R2 was 0.75 at the M.43A while E was 0.73 and R2 was 0.87 at the M.89 station. This indicated that the GIS-based curve number method could be applied with satisfactory accuracy to runoff estimation in the study area. This model was also able to estimate varying runoff over the watershed spatially.
本研究的目的是应用基于gis的水文模型来模拟泰国那空叻差玛省农林业流域上蓝塔岗流域的径流。采用土壤保持服务曲线数(SCS-CN)方法与地理信息系统(GIS)相结合的方法对基于事件的径流进行模拟。通过比较2011年和2012年季风季节M.43A站和M.89站的观测和模拟结果,对模式进行了定标和验证。径流模型标定结果表明,M.43A站的效率系数(E)为0.74,决定系数(R2)为0.83,M.89站的效率系数(E)为0.73,R2为0.78。径流模型验证结果表明,M.43A站E为0.66,R2为0.75;M.89站E为0.73,R2为0.87。这表明基于gis的曲线数方法可以较好地应用于研究区径流估算。该模型还能够在空间上估计流域径流的变化。
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引用次数: 4
A Review of Data Management in Internet of Things 物联网数据管理研究综述
Q3 Agricultural and Biological Sciences Pub Date : 2015-06-01 DOI: 10.14456/KKURJ.2015.18
Suwimon Vongsingthong, Sucha Smanchat
Internet of Things (IoT) has emerged to provide convenience and better lifestyle for users. IoT incorporates many underlying technologies such as man-to-machine and machine-to-machine communication, networking, and sensors. One of the keys in the success of IoT is the data that flows underneath these technologies. This article discusses the challenges and issues in data management in the context of IoT. Different aspects of data in IoT including the sources of data, data gathering, data processing, and the transmission devices are identified and discussed. The challenges brought by the needs to manage vast quantities of heterogeneous data across heterogeneous systems are also discussed in terms of the logical and physical data management and communication network. The data models used in IoT along with the techniques for data control, cleaning, and indexing are discussed based on the characteristics of IoT data. Lastly, a discussion on the benefits and limitations related to data management in IoT is presented along with examples of real-world applications.
物联网(IoT)的出现为用户提供了便利和更好的生活方式。物联网融合了许多底层技术,如人机和机器对机器通信、网络和传感器。物联网成功的关键之一是在这些技术下流动的数据。本文讨论了物联网背景下数据管理中的挑战和问题。识别和讨论了物联网中数据的不同方面,包括数据源、数据收集、数据处理和传输设备。本文还从逻辑和物理数据管理及通信网络的角度讨论了跨异构系统管理大量异构数据的需求所带来的挑战。根据物联网数据的特点,讨论了物联网中使用的数据模型以及数据控制、清理和索引技术。最后,讨论了与物联网中数据管理相关的优点和局限性,并给出了实际应用的示例。
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引用次数: 28
Aedes aegypti larval habitats and dengue vector indices in a village of Ubonratchathani province in the north-east of Thailand 泰国东北部乌汶拉差他尼省一个村庄的埃及伊蚊幼虫栖息地和登革热媒介指数
Q3 Agricultural and Biological Sciences Pub Date : 2015-06-01 DOI: 10.14456/KKURJ.2015.20
et.al Jaruwan Wongbutdee
The objectives were to survey Aedes aegypti larval breeding habitats and analyze dengue vector indices. This larval vector survey was conducted in Dongklang village in Ubon Ratchathani province over two years in 2012 and 2013.  During each year, dengue vector indices, House Index (HI), Container Index (CI), and Breteau Index (BI), were collected for two periods, dry season (January-April) and wet season (May-August). The number of households infested with larvae in the different years and periods were compared using chi-square test. The results showed in 2012, HI, CI, and BI were 52.7%, 19.9%, and 135.1% respectively in the dry season. In the wet season, the indices decreased. In 2013, dengue vector indices again tended to decrease from dry seasonal to wet seasonal periods. The numbers of households that were infested by Aedes larvae did not differ between years and seasons. Dengue vector indices are alternative methods to predict Aedes mosquito distribution and can be used in the making of decisions in relation to the development of health systems, planning, prevention, and control of dengue infection
目的是调查埃及伊蚊幼虫孳生地,分析登革热媒介指数。这项幼虫病媒调查于2012年和2013年在乌汶拉差他尼省Dongklang村进行,为期两年。每年在旱季(1 - 4月)和雨季(5 - 8月)采集登革热媒介指数,即House指数(HI)、Container指数(CI)和Breteau指数(BI)。采用卡方检验比较不同年份和时期的幼虫侵染户数。结果表明,2012年旱季的HI、CI和BI分别为52.7%、19.9%和135.1%。在雨季,这些指数下降。2013年,登革热媒介指数再次呈现从干季到湿季下降的趋势。被伊蚊幼虫侵染的家庭数在年份和季节之间没有差异。登革热媒介指数是预测伊蚊分布的替代方法,可用于制定与卫生系统发展、规划、预防和控制登革热感染有关的决策
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引用次数: 3
Analysis of capsaicin and dihydrocapsaicin from sweet-to-very hot chilli peppers using an ultrasound-assisted extraction followed by RP-HPLC-PDA 超声辅助提取-反相高效液相色谱- pda法分析甜至极辣辣椒中的辣椒素和二氢辣椒素
Q3 Agricultural and Biological Sciences Pub Date : 2015-03-01 DOI: 10.14456/KKURJ.2015.6
et.al Supachinee Keharom
In the present study, the optimal conditions of an ultrasound assisted extraction for both capsaicin and dihydrocapsaicin in hot chilli samples were developed. The parameters affecting the yield of the capsaicinoids such as extraction solvents (methanol, ethanol, acetonitrile and water), solvent to sample ratio, extraction temperature and extraction time were investigated. The capsaicinoid extracts were analyzed by reversed phase-HPLC with photodiode array detector (RP-HPLC-PDA). The optimum extraction conditions consist of 20 mL of 80% (v/v) methanol and water as the extraction solvents and 20 min extraction time at 50oC. The method was applied to determine seven varieties of sweet-to-very hot chilli peppers cultivated. The concentration of the capsaicinoids ranging from 573.44-15220 µg/g was widely found in these samples.
研究了超声辅助提取辣椒样品中辣椒素和二氢辣椒素的最佳工艺条件。考察了提取溶剂(甲醇、乙醇、乙腈和水)、料料比、提取温度和提取时间等因素对辣椒素得率的影响。采用反相高效液相色谱-光电二极管阵列检测器(RP-HPLC-PDA)对辣椒素提取物进行分析。最佳提取条件为:以80% (v/v)的甲醇和水为提取溶剂20 mL,在50℃下提取时间20 min。该方法被应用于7个品种的甜到非常辣的辣椒种植。辣椒素的含量在573.44µg/g ~ 15220µg/g之间。
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引用次数: 1
Immediate Effects of Low-Frequency Repetitive Transcranial Magnetic Stimulation to Augment Task-Specific Training in Sub-acute Stroke 低频重复经颅磁刺激增强亚急性脑卒中任务特异性训练的即时效果
Q3 Agricultural and Biological Sciences Pub Date : 2015-03-01 DOI: 10.14456/KKURJ.2015.10
et.al Jenjira Thanakamchokchai
The current study examined the immediate effects of a single-session low-frequency repetitive transcranial magnetic stimulation (LF-rTMS) with task-specific training in sub-acute stroke. Sixteen participants were randomly received either active LF-rTMS (experimental group) over the non-lesioned hemisphere or sham stimulation (control group). Consequently, both groups underwent task-specific training with the paretic hand and constrained the non-paretic hand by a mitt for 1 hour. The authors evaluated the corticospinal excitability of the non-lesioned hemisphere (evaluated by motor evoked potential (MEP) amplitude) and the behavioral outcomes of both hands (evaluated by total movement time (TMT) of the Wolf Motor Function Test). There were significant differences between the two groups in the MEP amplitude of the non-lesioned hemisphere at post LF-rTMS and post motor training. Comparing to that of the baseline, the experimental group showed a greater decrease in TMT of the paretic hand immediately after active LF-rTMS than the control group. Additionally, the TMT of experimental group further decreased after the motor training and it was significantly less than that of the control group. Therefore, the task-specific training effect was augmented by LF-rTMS to improve the performance of paretic hand in sub-acute stroke.
目前的研究检验了单次低频重复经颅磁刺激(LF-rTMS)与特定任务训练对亚急性中风的直接影响。16名参与者随机接受非损伤半球激活LF-rTMS(实验组)或假刺激(对照组)。因此,两组都进行了特定任务的训练,用双亲的手,用手套约束非双亲的手1小时。作者评估了未损伤半球的皮质脊髓兴奋性(通过运动诱发电位(MEP)振幅评估)和双手的行为结果(通过Wolf运动功能试验的总运动时间(TMT)评估)。两组在LF-rTMS后和运动训练后非损伤半球的MEP振幅有显著差异。与基线相比,实验组在主动LF-rTMS后立即出现的双亲手TMT下降幅度大于对照组。此外,运动训练后,实验组的TMT进一步下降,明显低于对照组。因此,在亚急性脑卒中患者中,LF-rTMS增强了任务特异性训练的效果,提高了双亲手的表现。
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引用次数: 5
Determination of lipophilic and hydrophilic antioxidant activities in the crude extracts of ten varieties of tomatoes 10个番茄品种粗提物亲脂和亲水抗氧化活性的测定
Q3 Agricultural and Biological Sciences Pub Date : 2015-03-01 DOI: 10.14456/KKURJ.2015.7
et.al Phitchan Sricharoen
In this study, both lipophilic and hydrophilic antioxidant activities in ten varieties of tomato (Lycopersicon esculentum Mill.) crude extracts were determined using three common assays, namely 2,2-diphenyl-1-picryl-hydrazyl (DPPH), 2,2'-azinobis(3-ethylebenzothiaziline-6-sulfonate) (ABTS) and ferric reducing antioxidant power (FRAP). All the tomato samples exhibited the same activity as that of Trolox. The highest total antioxidant activity (both lipophilic and hydrophilic antioxidant) was found in Black Cherry Kham Kaen while that of Mo Kho 40 sample was the lowest. The average values in terms of TEAC were 910.2, 989.4 and 1174 as determined by ABTS, DPPH and FRAP, respectively. These results demonstrated the potential role of high antioxidant property found in all tomato samples
采用2,2-二苯基-1-苦基-肼基(DPPH)、2,2′-氮化喹啉(3-乙基苯并噻唑-6-磺酸盐)(ABTS)和铁还原抗氧化能力(FRAP)三种常用的测定方法,对10个番茄品种粗提物的亲脂性和亲水性抗氧化活性进行了测定。所有番茄样品均表现出与Trolox相同的活性。总抗氧化活性(亲脂性和亲水性抗氧化活性)最高的是黑樱桃康炒,最低的是莫高40。ABTS、DPPH和FRAP测定TEAC的平均值分别为910.2、989.4和1174。这些结果证明了在所有番茄样品中发现的高抗氧化性的潜在作用
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引用次数: 2
Microwave Drying of Moringa oleifera (Lam.) Leaves: Drying Characteristics and Quality Aspects 辣木微波干燥的研究叶子:干燥特性和质量方面
Q3 Agricultural and Biological Sciences Pub Date : 2015-03-01 DOI: 10.14456/KKURJ.2015.2
Yuparat Potisate
Moringa oleifera (L.) leaves contain significant amounts of bioactive compounds with high antioxidant activities. The aim of this study was to determine drying characteristics using microwave drying (MWD) at different MW powers from 150 to 900 W. Quality aspects in terms of total phenolic content (TPC), DPPH radical scavenging activity, color, rehydration ratio as well as HPLC measurement of quercetin and kaempferol. The drying data were fitted to four drying models. It was found that three parameter model gave the best fit. The drying constant was related to the MW power using an Arrhenius model. Effective moisture diffusivity (Deff) increased with MW power. The dominant antioxidants were measured in terms of TPC, DPPH radical scavenging activity, content of quercetin and kaempferol. All antioxidants were increased with increasing MW powers for both whole-leaf and half-leaf. The dried whole-leaf at 900W yielded the highest TPC, DPPH radical scavenging activity, content of quercetin and the lowest total color difference (E*). The dried whole-leaf using MWD at 900W were compared with the conventional drying (tray drying at 60C, 70 min), sun drying (SD) and infrared drying (IRD) in terms of TPC, DPPH radical scavenging activity, contents of quercetin and kaempferol. It was found that the dried whole-leaf using MWD at 900W had the highest TPC, DPPH radical scavenging activity and quercetin content and could increase the retention of TPC (43.28%), DPPH radical scavenging activity (25.64%) and quercetin (64.10%). Therefore, the commercial processing of M. oleifera leaves could be improved by using MWD, as the drying time was considerably reduced and the dried M. oleifera leaves had a higher TPC, DPPH radical scavenging activity and quercetin.
辣木叶含有大量具有高抗氧化活性的生物活性化合物。本研究的目的是确定微波干燥(MWD)在不同MW功率(150 ~ 900 W)下的干燥特性。质量方面包括总酚含量(TPC)、DPPH自由基清除活性、颜色、再水化率以及槲皮素和山奈酚的HPLC测定。干燥数据拟合到四种干燥模型中。结果表明,三参数模型的拟合效果最好。利用Arrhenius模型将干燥常数与毫瓦功率进行了关系式。有效水分扩散系数(Deff)随MW功率的增大而增大。以TPC、DPPH自由基清除能力、槲皮素和山奈酚含量为指标测定了优势抗氧化剂。全叶和半叶抗氧化剂均随MW功率的增加而增加。900W干燥的全叶TPC、DPPH自由基清除能力、槲皮素含量最高,总色差最低(E*)。对900W MWD干燥的全叶与常规干燥(60℃,70 min)、日光干燥(SD)和红外干燥(IRD)在TPC、DPPH自由基清除活性、槲皮素和山奈酚含量等方面进行了比较。结果表明,900W MWD干燥的全叶TPC、DPPH自由基清除活性和槲皮素含量最高,TPC保留率提高43.28%,DPPH自由基清除活性提高25.64%,槲皮素含量提高64.10%。因此,MWD可大大缩短油棕叶的干燥时间,并具有较高的TPC、DPPH自由基清除活性和槲皮素含量,从而提高油棕叶的商业化加工水平。
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引用次数: 15
Optimization of anthocyanin and effects of acidulants on phytochemicals and antioxidant activities in purple waxy corn cookies 紫蜡玉米甜饼中花青素的优化及酸化剂对植物化学物质和抗氧化活性的影响
Q3 Agricultural and Biological Sciences Pub Date : 2015-03-01 DOI: 10.14456/KKURJ.2015.8
et.al Hathaigan Kokkaew
The objectives of this study were: 1) to investigate the optimal condition of purple waxy corn cookies (PWCCs) process on the maximal anthocyanin content using response surface methodology (RSM) 2) to evaluate the effects of adding organic acids of PWCCs on the total anthocyanin content (TAC), total flavoniod content (TFN), total phenolic content (TPN), 2,2’-azinobis(3-ethylbenzothiazoline-6-sulfonic acid) radical scavenging ability (ABTS-RSA), ferrous chelating ability (FCA) and 3) to investigate the effects of storage temperatures of PWCCs on TAC and total plate counts (TPC). The optimum condition for maximal TAC (221.47 µg CE/g) was: 1.08% guar gum content and 24.5% water content (flour base basic). The acidification of PWCCs with four organic acids including citric acid, fumaric acid, glucono-delta-lactone (GDL) and lactic acid at 0, 1, 2, 3, 4, 5, or 6% (flour weight basis) could reduce TAC, TFN, TPN, ABTS-RSA and FCA degradations. In addition, PWCCs exhibited a significant decrease in phytochemical and antioxidant degradations as increasing of acid concentrations. However, acidified PWCC with 3% citric acid showed the highest of TAC (269.2 µg CE/g), TFN (398.9 mg QE/g), TPN (688.6 mg GE/g), ABTS-RSA (3.8 mg TE/g), and FCA (544.6 µg EDTA/g). Lightness and chroma values of PWCCs were significantly increased as acid concentrations increased meanwhile hue value was decreased. Storage condition of PWCCs at 4 oC could reduce the anthocyanin degradation and the growth of microbes higher than storage at room temperature. This study confirmed that RSM was appropriately used to maximize the anthocyanin contents in PWCCs and adding organic acids could reduce the phytochemical and antioxidant degradations as well as microbial growth.
本研究的目的是:1)利用响应面法(RSM)研究紫蜡玉米饼干(pwcc)工艺对最大花青素含量的最佳工艺条件2)评价添加有机酸对紫蜡玉米饼干中总花青素含量(TAC)、总黄酮含量(TFN)、总酚含量(TPN)、2,2′-氮唑(3-乙基苯并噻唑啉-6-磺酸)自由基清除能力(ABTS-RSA)的影响;3)研究pwcc储存温度对TAC和总平板计数(TPC)的影响。最大TAC(221.47µg CE/g)的最佳条件为:瓜尔胶含量1.08%,水(面粉基)含量24.5%。柠檬酸、富马酸、葡萄糖醛酸-内酯(GDL)和乳酸在0、1、2、3、4、5和6%(以面粉重量为基础)的浓度下酸化pwcc,可降低TAC、TFN、TPN、ABTS-RSA和FCA的降解。此外,随着酸浓度的增加,pwcc的植物化学和抗氧化降解显著降低。然而,3%柠檬酸酸化的PWCC中TAC(269.2µg CE/g)、TFN (398.9 mg QE/g)、TPN (688.6 mg GE/g)、ABTS-RSA (3.8 mg TE/g)和FCA(544.6µg EDTA/g)的含量最高。随着酸浓度的增加,pwcc的明度和色度值显著增加,色相值降低。与常温贮藏相比,4℃贮藏能显著降低花青素的降解和微生物的生长。本研究证实,适当使用RSM可以最大限度地提高pwcc中花青素的含量,添加有机酸可以减少植物化学和抗氧化降解以及微生物生长。
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引用次数: 5
期刊
Asia-Pacific Journal of Science and Technology
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