تخمین تغییرات اسیدیته و SSC سیب‌زمینی در طول زمان با روش طیف سنجی

نوع مقاله : مقاله پژوهشی

نویسندگان

1 گروه مهندسی بیوسیستم، دانشکده کشاورزی، دانشگاه محقق اردبیلی

2 دانشگاه محقق اردبیلی، اردبیل، ایران

3 گروه مهندسی بیوسیستم، دانشکده کشاورزی و منابع طبیعی، دانشگاه محقق اردبیلی

10.22034/jess.2022.357325.1856

چکیده

سیب‌زمینی گیاهی است که به عنوان یک محصول مهم در همه کشورها کشت و در رژیم غذایی بشر به عنوان یک منبع کربوهیدرات، پروتئین و ویتامین‌ها شناخته می‌شود. با توجه به افزایش انتظارات برای محصولات غذایی با استانداردهای کیفی و ایمنی بالا، تعیین دقیق، سریع و هدفمند ویژگی‌های محصولات غذایی ضروری است. در محصول سیب‌زمینی نیز ارزیابی کیفی پس از مرحله برداشت، برای ارائه محصولی قابل اعتماد و یکنواخت به بازار ضروری به نظر می‌رسد، چرا که سیب‌زمینی همانند بسیاری دیگر از محصولات، دارای کیفیت و رسیدگی غیر یکنواخت در مرحله برداشت می‌باشد. در ضمن ایمن و مطلوب بودن ماده غذایی نقش مهمی در صنایع غذایی دارد و بطور مستقیم با سلامت مردم در ارتباط است. یک طیف سنج فروسرخ نزدیک می‌تواند طیف‌های نور بازتابی را با تخمینی از غلظت آن و یا تعیین برخی خواص ذاتی آن، تشخیص دهد. برای این منظور در هر دوره انبارمانی (شامل 5 دوره با فواصل دو هفته‌ای)، نمونه‌های سیب‌زمینی مورد آزمایش و داده‌برداری قرار می‌گرفت. در این تحقیق به منظور تخمین میزان اسیدیته و SSC سیب‌زمینی و مقدار جذب طول موج در 5 دوره مختلف انبارمانی طیف سنجی بازتابشی در محدوده طول موج های 400 تا 1100 نانومتر انجام شد. پس از حذف نویزها با آنالیز PCA، برای بهبود طیف، پیش پردازش‌های اولیه مختلف اعمال و اثرات آنها مورد بررسی قرار گرفت. مدل مناسب با استفاده از روش حداقل مربعات جزئی (PLS) تعیین گردید. طول موج‌های مهم براساس ضریب رگرسیون بهترین مدل انتخاب و شد. براساس آنالیز PLS بهترین نتایج با پیش‌پردازش هموارسازی ساویتزکی-گولای حاصل شد. در نتیجه به نظر می رسد که روش تصویربرداری فراطیفی قادر به تشخیص میزان SSC سیب‌زمینی بوده اما در مورد میزان اسیدیته، نتایج قابل قبولی حاصل نشد.

کلیدواژه‌ها


عنوان مقاله [English]

Estimation of changes in potato acidity and SSC over time by spectroscopy

نویسندگان [English]

  • Vali Rasooli Sharabiani 1
  • Ali Khorramifar 2
  • Asma Kisalaei 3
1 Department of Biosystem Engineering, Faculty of Agriculture,, University of Mohaghegh Ardabili
2 University of Mohaghegh Ardabili , Ardabil , Iran
3 Department of Biosystem Engineering, Faculty of Agriculture, University of Mohaghegh Ardabili
چکیده [English]

Introduction
Potato with the scientific name (Solanum tuberosum. L.) is a plant that is cultivated as an important crop in all countries and is known as a source of carbohydrates, proteins, and vitamins in the human diet. This is a native product of South America and its origin is from Peru. In the food industry, this product is transformed into various products such as baked potatoes, fried potatoes, potato chips, potato starch, dry fried potatoes, etc.
Due to the increase in expectations for food products with high quality and safety standards, accurate, fast and targeted determination of the characteristics of food products is necessary. In the apple-potato product, quality assessment after the harvest stage is necessary to provide a reliable and uniform product to the market, because potatoes, like many other products, have uneven quality and processing during the harvest stage. - Be At the same time, the safety and desirability of food play an important role in the food industry and are directly related to people's health. In addition, a huge part of potatoes used in the processing industry is stored, so considering the importance of this food item and the demand of the people throughout the year, it is possible to meet the needs of the applicants only through long-term storage with optimal conditions was responsible. Potatoes for the processing industry must have some requirements such as low sugar content, high dry matter and specific weight, high antioxidants, light skin colour and no sprouting.
The complexity of the reflectance spectrum of food makes it difficult to analyze them with conventional analytical techniques such as gas chromatography. However, sensory analysis by experts is a costly process and requires trained people who can only work for a relatively short period. A near-infrared spectrometer can detect the spectrum of reflected light by estimating its concentration or determining some of its inherent properties.
The quality assessment of agricultural products includes two main methods, quality grading systems based on the external characteristics of agricultural products and quality grading systems based on internal quality assessment, which has gained outstanding points in recent years. In the meantime, several methods have been invented so far for the qualitative grading of agricultural products based on the assessment of their internal properties in a non-destructive way, and only some of them have been able to meet the above conditions and have been justified in terms of technical and industrial aspects.
Meanwhile, spectrometry can be highly efficient in determining the quality of cultivars. Spectroscopy is a type of system that has a different structure and approach from other methods (image processing, neural network, etc.) and can perform classification and determination of digit quality.

With increasing expectations for food products with high quality and safety standards, the need for accurate, fast and targeted determination of the characteristics of food products is now necessary. Because manual methods do not have automatic control, they are very tiring, difficult and expensive, and they are easily affected by environmental factors. Today, spectroscopic systems are non-destructive and cost-effective and are ideally used for routine inspections and quality assurance in the food industry and related products. This technology allows inspection works to be carried out using wavelength data analysis techniques and is a non-destructive method for measuring quality parameters. In this research, using spectrometry and chemometrics methods, changes in acidity and SSC of potato were investigated over time.

Methodology
In each treatment period (in total 5 periods were considered and the intervals of periods were determined as one week), unripe walnut samples in addition to ripe samples (in the last period) were taken from one of the orchards around Ardabil (located in Shahrivar village) was prepared, tested and data collected.
A spectroradiometer model PS-100 (Apogee Instruments, INC., Logan, UT, USA) was used to acquire the spectrum of the samples. This spectroradiometer is very small, light, portable, has a single-wavelength sputtering type with a resolution of 1 nm and a linear silicon CCD array detector with 2048 pixels that covers the spectral range of 250-1150 nm (Vis/NIR) well. Also, there is the ability to connect the optical fibre to the PS-100 spectroradiometer and transfer the data to the computer to display and store the acquired spectra in the Spectra Wiz software through the USB port. To create optimal light in contrast mode measurements, an OPTC (Halogen Light Source) model halogen-tungsten light source, which can be connected to an optical fibre, was used. This light source has three output powers of 10, 20, and 30 watts, which were used in this research. Also, a two-branch optical fibre probe model (Apogee Instruments, INC., Logan, Utah, USA), which includes 7 parallel optical fibres with a diameter of 400 micrometres, was used in counter-mode measurements. After providing the necessary equipment, the optimal spectroscopic arrangement was designed and implemented to facilitate the experiments and minimize the effect of environmental factors during the spectroscopic process.

To measure SSC, liquid refractometer model BPTR100 (Middle East System Control Company, brand name Prisma Tech, made in Iran) available at Mohaghegh Ardabili University is used. For this, first, some water is taken from the samples and after pouring it into the microtube, we allow it to reach the ambient temperature, and then it is placed on the refractometer and the amount of sugar is read in terms of Brix.

For this purpose, a laboratory pH meter, which is also called a pH meter, was used. The pH meter is actually a potentiometer consisting of an ion-selective glass electrode that selectively responds to the activity of hydrogen ions in the solution and measures the potential difference between the external solution (sample) and the internal solution (reference electrode solution). The pH-sensitive part is made of a special thin glass membrane that is at the bottom of the electrode.

Conclusion
In this research, in order to estimate the amount of acidity and SSC of potato-potato and the amount of wavelength absorption in 5 different periods of storage (two-week periods), reflectance spectroscopy was performed in the wavelength range of 400 to 1100 nm. After removing the noises by PCA analysis, to improve the spectrum, different pre-processings were applied and their effects were investigated. The appropriate model was determined using the partial least squares (PLS) method. Important wavelengths were selected based on the regression coefficient of the best model. Based on PLS analysis, the best results were obtained with Savitzky-Golay smoothing preprocessing. As a result, it seems that the non-destructive method of ultraspectral imaging was able to detect the amount of SSC in potatoes, but no acceptable result was obtained in the case of acidity.

کلیدواژه‌ها [English]

  • Potato
  • Spectroscopy
  • Acidity
  • Sugar