SmartAgro-Spectral: Teknik Pengukuran Kandungan Nitrit Pada Sarang Burung Walet Berbasis Spektral Menggunakan Metode Regresi Linier

Rida Hudaya, Hepi Ludiyati, Feni Isdaryani, Muhamad Rafhi Rihadatus Syawal, Julian Harith Al Banny Hudaya
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Abstract

Indonesia is the largest exporter of edible bird’s nest (EBN) to China, involving many EBN farmers from various regions in Indonesia. Therefore, a portable device is needed to rapidly and accurately measure the required quality of SBW to avoid rejection by Chinese buyers, which could result in significant losses. Consequently, for this purpose, an electronic instrument has been developed. smartAgro-Spectral is a microcontroller-based electronic instrument that measures nitrite content in edible bird’s nest (EBN) using linear regression method in machine learning calculations. This instrument can measure nitrite content based on the intensity of colors produced by EBN products. The coloring process is carried out by mixing EBW powder with Sulphanilamide solution and N-(1-naphthyl) Ethylenediamine Dihydrochloride (NED) solution. The concentration of EBN solution is normalized to values between 0.2 ppm and 0.7 ppm. The measurement process is carried out by emitting 18 waves of the light spectrum. The intensity of the 18 wavelengths of the measured light spectrum was selected based on the strong correlation between the intensity of the light spectrum and the value of nitrite content in the EBN product. The measurement results show that the intensity of the light spectrum that has a strong linear correlation is at wavelengths of 460 nm, 485 nm, 510 nm, 535 nm, and 610 nm. So, smartAgro-Spectral electronic instruments can be realized based on the intensity relationship of each wavelength through multiple linear regression analysis, and are able to linearly measure nitrite content in EBW products with a precision level of 99.85% and an accuracy rate of 99.85%.
SmartAgro-Spectral:利用线性回归法,基于光谱的燕窝亚硝酸盐含量测量技术
印尼是向中国出口燕窝最多的国家,来自印尼不同地区的许多燕窝养殖户都参与其中。因此,需要一种便携式设备来快速、准确地测量所需的燕窝质量,以避免被中国买家拒收,从而造成重大损失。smartAgro-Spectral 是一种基于微控制器的电子仪器,可利用机器学习计算中的线性回归方法测量燕窝中的亚硝酸盐含量。该仪器可根据 EBN 产品产生的颜色强度来测量亚硝酸盐含量。着色过程是将 EBW 粉末与磺胺溶液和 N-(1-萘基)乙二胺二盐酸盐(NED)溶液混合进行的。EBN 溶液的浓度在 0.2 ppm 至 0.7 ppm 之间。测量过程通过发射 18 波光谱光进行。18 波测量光谱的强度是根据光谱强度与 EBN 产品中亚硝酸盐含量值之间的强相关性选定的。测量结果表明,具有较强线性相关性的光谱强度波长为 460 nm、485 nm、510 nm、535 nm 和 610 nm。因此,智能农业光谱电子仪器可根据各波长的强度关系,通过多元线性回归分析,实现对 EBW 产品中亚硝酸盐含量的线性测量,精确度达 99.85%,准确率达 99.85%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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