Development and evaluation of a strawberry sorting system using machine vision technique

Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:
Machine vision system is one of the emerging technologies for the quality assessment of agricultural products. Quality of agricultural products is a crucial factor in marketability. In this study, a device was fabricated and developed to evaluate the quality of strawberry using machine vision technology. Strawberry is a rich source of anthocyanins in the nature. Because of the beneficial effects of anthocyanins on health, especially due to its antioxidant, anticancer and anti-inflammatory activites, especial attention is paid to strawberry consumption. In the present study, the possibility of using image processing algorithms to determine the maturity of strawberry fruits based on color and its relationship with the features extracted by destructive methods (weight, antioxidants, sugar, chlorophyll and carotenoids) was evaluated. For this purpose, 12 single-channel color spaces were developed and 228 color features were extracted. To determine the most effective features, correlation analyses were performed between destructive and non-destructive properties at 5% confidence level . The results showed the color space R / (R G B) as the most desired space whose features including sweetness and mean resulted in correlation coefficients of 0.93 and 0.91, respectively with anthocyanins. In addition, the maturity of strawberry could be classified during different growth stages using machine vision with an accuracy of 90%.
Language:
Persian
Published:
Journal of Researches in Mechanics of Agricultural Machinery, Volume:6 Issue: 1, 2017
Pages:
61 to 69
magiran.com/p1766035  
دانلود و مطالعه متن این مقاله با یکی از روشهای زیر امکان پذیر است:
اشتراک شخصی
با عضویت و پرداخت آنلاین حق اشتراک یک‌ساله به مبلغ 1,390,000ريال می‌توانید 70 عنوان مطلب دانلود کنید!
اشتراک سازمانی
به کتابخانه دانشگاه یا محل کار خود پیشنهاد کنید تا اشتراک سازمانی این پایگاه را برای دسترسی نامحدود همه کاربران به متن مطالب تهیه نمایند!
توجه!
  • حق عضویت دریافتی صرف حمایت از نشریات عضو و نگهداری، تکمیل و توسعه مگیران می‌شود.
  • پرداخت حق اشتراک و دانلود مقالات اجازه بازنشر آن در سایر رسانه‌های چاپی و دیجیتال را به کاربر نمی‌دهد.
In order to view content subscription is required

Personal subscription
Subscribe magiran.com for 70 € euros via PayPal and download 70 articles during a year.
Organization subscription
Please contact us to subscribe your university or library for unlimited access!