Quasi-Static Compression Properties of Bamboo and PVC Tube Reinforced Polymer Foam Structures

Amelia, J. J. N.; Zuhri, M.Y.M.; Leman, Zulkiflle; Zahari, Nur Ismarrubie; As’arry, Azizan; Ilyas, R. A.

doi:10.3390/polym13203603

Cited by 10 publications

(2 citation statements)

References 17 publications

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“…Increasing the foam density further enhances these values. Additionally, a larger diameter of the bamboo tube improves both specific energy absorption and CS [21]. Bamboo scriber exhibits superior strength and stiffness compared to other wood-and bamboo-based products, making it a viable substitute for wood in structural applications.…”

Section: Introductionmentioning

confidence: 99%

Machine Learning Approach to Forecast the Tensile Strength of Bamboo

Saurabh Dubey, Deepak Gupta

2024

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Bamboo holds significant global economic importance as a non-timber forest product. Its fibers can be utilized in concrete reinforcement, a concept known as bamboo fiber reinforced concrete. Nevertheless, further investigation is required for Bamboo Fiber Reinforced Concrete, with a specific focus on bamboo tensile strength. This study aimed to foretell the BTS through several machine learning techniques, including artificial neural network, extreme learning machine, and support vector regression. A total of 30 samples from the previous literature article were considered for predicting Bamboo Tensile Strength. The dataset was split into two parts, with 80% allocated for training data and 20% for testing data. The outcome from the data testing shows that the extreme learning machine predict very sensitive to random errors in the observed target. The results show that a positive correlation was found between key input parameters, such as the shorter dimension of bamboo, the longer dimension of bamboo, cross- sectional area, modulus of elasticity, and area, in relation to the output bamboo tensile strength.

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Section: Introductionmentioning

confidence: 99%

Machine Learning Approach to Forecast the Tensile Strength of Bamboo

Saurabh Dubey, Deepak Gupta

2024

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“…Concerns about the environment, the rising greenhouse effect and increasing interest in the use of sustainable materials has motivated researchers to investigate biocomposite materials. Today, fibre-reinforced polymers are used in several applications including in packaging [3,11,12]; electrical and electronic appliances [13,14]; crossarm structures [15]; foam structures [16]; as energy storage [17,18]; in automotives [19]; in filter, coating, and bone tissue engineering; in drug delivery [20]; human prosthetics [21]; and more. The continuous development and appearance on the market of new high-performance reinforcing fibers in polymer composites have constituted a strong challenge for researchers to design and adapt new functional composites for several applications [22][23][24][25][26][27][28].…”

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confidence: 99%