长三角地区半糯粳稻外观品质的评价OA北大核心CSTPCD
Preliminary Study on Appearance Quality Evaluation of Semi-Waxy Rice in Yangtze River Delta Region
[目的]由于半糯米具有云雾状半透明的外观特性,目前行业中缺乏行之有效的评价方法,因此,构建半糯米外观品质评价方法,并对半糯米外观品质进行等级分类,为半糯米产业的规范与发展提供技术支持.[方法]参照GB/T 15682-2008《粮油检验稻谷、大米蒸煮食用品质感官评价方法》,利用人工评价方式获取半糯粳稻的外观品质评分,同时,测定半糯米的各类外观指标,包括垩白、透明度、粒型、色空间相关指标.使用皮尔森相关性系数、最大相关性最小冗余性、竞争自适应重加权采样、交集特征选取方法分析垩白、透明度、粒型、色空间相关指标与半糯米外观感官评分的关系,筛选出能决定半糯米外观品质的核心指标用于构建半糯米外观评分估测模型,并进行验证.最后使用此模型估测长三角地区半糯米外观品质的整体情况并按照估测分数的优劣进行等级划分.[结果]通过比较4种模型的估测精度与稳定性,发现交集特征选取方法筛选出的垩白米透明度(X4)、整体透明度(X6)、垩白度(X9)、L*(X10)这4个指标构建的半糯米外观评分估测模型Y=5.68+0.17X4+0.19X6-0.03X9-0.12X10的准确度与稳定性最高,同时,此模型包含的指标数最少,其模型验证的决定系数(R2)为0.86,模拟均方根误差(RMSE)为0.32.在使用此模型估测长三角地区3个稻作区绝大部分半糯米的外观分后,发现长三角地区半糯米材料前20%、20%-50%、50%-90%、最后10%的外观评分范围分别是大于0.23、-0.48-0.23、-1.68--0.48、小于-1.68,在实际应用中可以代表半糯米外观品质的4个等级:一级、二级、三级、等外.同时发现不同外观等级半糯米的粒型指标、垩白指标、透明度指标、色空间指标存在显著梯度差异,但其数值范围之间存在不同程度的交叉.[结论]利用垩白米透明度(X4)、整体透明度(X6)、垩白度(X9)、L*(X10)这4个指标可以建立有效的半糯米外观估测模型:Y=5.68+0.17X4+0.19X6-0.03X9-0.12X10.参照长三角地区半糯米各外观等级的外观评分范围,可以快速通过外观估测评分确定单个半糯米材料外观的优劣情况.通过外观估测模型对半糯米进行综合评价,有利于兼顾半糯米不同外观表型,能够准确反映半糯米外观的实际情况.
[Objective]Due to the cloudy and translucent appearance characteristics of semi-waxy rice,there is a lack of effective evaluation methods in the industry at present.It is necessary to construct an evaluation method for the appearance quality of semi-waxy,and classify the appearance quality of semi-waxy rice,so as to provide technical support for the standardization and development of semi-waxy rice industry.[Method]In this study,according to GB/T 15682-2008"Grain and Oil Inspection of rice,Rice cooking and edible quality sensory evaluation method",the appearance quality score of semi-waxy rice was obtained by artificial evaluation method,and various appearance indexes of semi-waxy rice were measured,including chalkiness,transparency,grain type and color space related indexes.Pearson correlation coefficient,max-relevance and min-redundancy,competitive adaptive reweighted sampling and intersection feature selection methods were used to analyze the relationship between chalkiness,transparency,grain shape and color space related indicators and the appearance sensory score of semi-waxy rice,and select the core indicators that can determine the appearance quality of semi-waxy rice for constructing and verification of semi-waxy rice appearance evaluation model.Finally,the model was used to estimate the overall appearance quality of semi-waxy rice in the Yangtze River Delta region and graded according to the estimated score.[Result]Through comparing the estimation accuracy and stability of four models,this study found that the semi-waxy rice appearance evaluation model,represented by the equation Y=5.68+0.17X4+0.19X6-0.03X9-0.12X10,demonstrated the highest accuracy and stability.This model was constructed using chalk rice transparency(X4),overall transparency(X6),chalkiness(X9),and L*(X10),which were selected by the intersection feature selection method.Notably,this model incorporates the fewest number of indicators,with a coefficient of determination(R2)of 0.86 during model validation and a simulated root mean square error(RMSE)of 0.32.After using this model to estimate the appearance of most of the semi-waxy rice in the three rice-growing areas of the Yangtze River Delta,It was found that the appearance scores of the first 20%,20%-50%,50%-90%and last 10%of semi-waxy rice materials in the Yangtze River Delta region in this study were greater than 0.23,-0.48-0.23,-1.68--0.48 and less than-1.68,respectively,which can represent four levels of appearance quality of semi-waxy rice in practical applications:Level 1,Level 2,Level 3,Out of level.At the same time,it was found that there were significant gradient differences in grain type,chalkiness,transparency and color space among different appearance grades of semi-waxy rice,but there were different degrees of crossover between their value ranges.[Conclusion]Using chalk rice transparency(X4),overall transparency(X6),chalkiness(X9),and L*(X10),an effective estimation model of semi-waxy rice appearance could be established:Y=5.68+0.17X4+0.19X6-0.03X9-0.12X10.With reference to the scoring range of each appearance grade of semi-waxy rice in Yangtze River Delta region,the appearance of a single semi-waxy rice material can be quickly determined by the appearance estimation score.The evaluation of semi-waxy rice by appearance estimation model is beneficial to take into account the different appearance phenotypes of semi-waxy rice,and can accurately reflect the actual situation of semi-waxy rice appearance.
范鹏;杨天乐;朱少龙;王志杰;张明月;魏海燕;刘国栋
扬州大学/江苏省作物遗传生理重点实验室/江苏省作物栽培生理重点实验室/江苏省粮食作物现代产业技术协同创新中心/扬州大学水稻产业工程技术研究院,江苏扬州 225009扬州大学农学院/智慧农业研究院,江苏扬州 225009
粳稻半糯米外观估测外观特征选择回归分析感官评价
japonica ricesemi-waxy ricevisual estimationselection of visual featuresregression analysissensory evaluation
《中国农业科学》 2024 (016)
3105-3115,中插1 / 12
国家自然科学基金(32372215,32372212)、江苏省自然科学基金优秀青年基金(BK20220115)、国家水稻产业技术体系(CARS-01)、江苏省农业科技自主创新资金(CX(22)3152)、江苏省高等学校重点学科专业建设(PAPD)、江苏省研究生科研创新基金(KYCX22_3506)、江苏现代农业(水稻)产业技术体系集成创新中心(JATS[2023]443)
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