Modelling and Classification of Apple Textural Attributes Using Sensory, Instrumental and Compositional Analyses
Masoumeh Bejaei1, Kareen Stanich1, Margaret A Cliff2
1Summerland Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Summerland, BC V0H 1Z0, Canada.
Foods (Basel, Switzerland)
|February 13, 2021
Summary
Instrumental texture analysis accurately predicts apple sensory attributes like crispness and hardness. This method allows for reliable apple classification and reduces the need for costly sensory testing.
Area of Science:
- Food Science
- Agricultural Science
- Sensory Science
Background:
- Fruit texture is crucial for quality, shelf-life, and consumer appeal.
- Instrumental texture analysis offers a potentially reliable alternative to subjective sensory evaluations.
Purpose of the Study:
- To validate instrumental texture measurements against sensory perceptions in apples.
- To develop a classification system for apples based on their textural properties.
- To create predictive models linking instrumental and compositional data to sensory attributes.
Main Methods:
- Evaluated textural characteristics (crispness, hardness, juiciness, skin toughness) of 12 apple cultivars.
- Utilized a TA.XTplus Texture Analyzer for instrumental measurements and performed compositional analyses.
- Applied Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) for data interpretation and classification.
Main Results:
- Two principal components explained 95.88% of instrumental variation, correlating with flesh firmness and skin strength.
- Four distinct textural apple groups were identified with 94.44% classification accuracy using LDA.
- Predictive models explained over 85% of variation for hardness and crispness; juiciness and skin toughness models were more complex.
Conclusions:
- Instrumental texture analysis can reliably predict key sensory attributes of apples.
- A robust classification scheme for apples based on texture can be established.
- This approach can significantly reduce reliance on time-consuming and expensive sensory evaluations in the industry.
Related Concept Videos
Sensory Perception: Organization of the Somatosensory System
10.3K
The somatosensory system is the central and peripheral nervous system component that senses and processes touch, pressure, pain, temperature, and body position or proprioception. The process of sensation takes place at three levels:
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
10.3K
Fruit Development, Structure, and Function
24.0K
Fruits form from a mature flower ovary. As seeds develop from the ovules contained within, the ovary wall undergoes a series of complex changes to form fruit. In some fruits, such as soybeans, the ovary wall dries; in other fruits, such as grapes, it remains fleshy. In some cases, organs other than the ovary contribute to fruit formation; such fruits are called accessory fruits.
24.0K
Taste Buds and Receptors
3.7K
Gustation, or the sense of taste, is intrinsically linked to the anatomical structures located on the tongue. This organ's surface, along with the entirety of the oral cavity, is adorned with stratified squamous epithelium. Evident on the tongue are elevated structures known as papillae (singular = papilla), which house the mechanisms for the transduction of gustatory stimuli. Four distinct types of papillae exist, each identified by their unique morphological attributes: the circumvallate,...
3.7K
Gustation
50.8K
Gustation is a chemical sense that, along with olfaction (smell), contributes to our perception of taste. It starts with the activation of receptors by chemical compounds (tastants) dissolved in the saliva. The saliva and filiform papillae on the tongue distribute the tastants and increase their exposure to the taste receptors.
50.8K
Sensory Modalities
3.1K
Sensation typically is the process by which the sensory receptors and sense organs detect stimuli from the internal and external environment and transmit this information to the central nervous system for processing.
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...
3.1K
Sensory Functions of the Skin
7.1K
The skin is the largest organ of the human body and plays a crucial role in our sensory perception. It contains a vast network of sensory receptors that contribute to the skin's protective function by perceiving physical, biological, and environmental cues and generating relevant responses.
There are two main categories of receptors on the skin: capsulated and non-capsulated. The non-capsulated ones are mainly the pain receptors. The capsulated ones can be further categorized based on the...
There are two main categories of receptors on the skin: capsulated and non-capsulated. The non-capsulated ones are mainly the pain receptors. The capsulated ones can be further categorized based on the...
7.1K


