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Table 2 Non-destructive methods to determine quality characteristics of fruits and vegetables (Zhang et al. 2014; Dhiedt et al. 2021; Gupta et al. 2022a)

From: State-of-the-art non-destructive approaches for maturity index determination in fruits and vegetables: principles, applications, and future directions

Non-destructive technique

Quality characteristics

Function

Advantages

Limitations

Impact test

Firmness and internal damage

The primary function of an impact test is to assess the toughness and resilience of materials, especially metals and polymers

Relatively simple and standardized testing procedures are available for various materials

It may not capture the complete behavior of a material under dynamic loading conditions

NMR

Maturation, freeze burn, heat injury worm infestation, sugar content, moisture, and oil content

NMR spectroscopy measures the interaction of atomic nuclei with magnetic fields

NMR can determine the 3D structure of molecules, making it invaluable for identifying compounds and elucidating molecular structures

NMR can determine the 3D structure of molecules, making it invaluable for identifying compounds and elucidating molecular structures

MRI

Freeze burn, morphology,core breakdown and insect infestation

MRI, or Magnetic Resonance Imaging, is a medical imaging technique that uses strong magnetic fields and radio waves to create detailed images

MRI does not involve ionizing radiation, making it safer than some other imaging methods

MRI machines are expensive to purchase and maintain, making the procedure relatively costly

X-ray

Moisture content, freeze burn, enzymatic browning, bruises, tissue damage and insect infestation

The primary function of X-ray is to check tissue damage, insect infestation, enzymatic browning etc

X-ray imaging is generally quick, providing rapid results for medical and industrial applications

Incorrect use or overexposure to X-rays can be harmful, so proper safety measures are crucial

NIR

Total soluble solids, firmness, acidity, sugar content, freeze burn,post-harvest damage, fat and protein content

NIR spectroscopy is a non-destructive analytical technique that utilizes the near-infrared region of the electromagnetic spectrum (typically 780–2500 nm) to analyze the composition of materials

NIR spectroscopy allows for the analysis of samples without altering or damaging them

NIR spectroscopy is surface-sensitive and can only analyze the outer layer of a sample, limiting its use for certain applications

Acoustic

Firmness, internal defects, and cavity detection

Acoustic technology refers to the use of sound waves to transmit, receive, or process information. It has various applications across different fields

Acoustic technology can operate in various media, including air, water, and solids. This versatility allows it to be applied in diverse fields and environments

The resolution of acoustic imaging systems may not be as high as some other imaging modalities like MRI

UV–VIS spectroscopy

Carotene, chlorophyll, and tannin

It involves measuring the absorption of ultraviolet (UV) and visible (VIS) light by a sample to obtain information about its electronic structure, concentration, and chemical composition

UV–VIS spectroscopy is versatile and can be applied to a wide range of compounds, including organic and inorganic molecules, ions, and biomolecules

High-quality UV–VIS spectrophotometers can be expensive, which can be a limitation for some laboratories

Fluorescence spectroscopy

Freshness, ripeness, and surface blemishes

In fluorescence spectroscopy, a sample is exposed to a specific wavelength of light (the excitation wavelength), typically from an external light source such as a laser or lamp

Fluorescence spectroscopy is highly sensitive and can detect even trace amounts of fluorescent compounds in a sample

One of the significant limitations of fluorescence spectroscopy is that the sample must contain fluorescent molecules or be labeled with fluorescent probes. Not all compounds exhibit fluorescence

Ultrasound

Maturity defects,sugar content, firmness moisture and oil content

Ultrasound in food processing is a technology that utilizes high-frequency sound waves to manipulate, analyze, or process food products

Ultrasound is generally more cost-effective compared to other imaging techniques like MRI

Ultrasound may have lower resolution compared to other imaging modalities like MRI or CT, making it less suitable for detailed imaging of certain structures