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利用神经网络和多元统计方法评估从农业工业废料中开发出的颗粒。

Use of neural network and multivariate statistics in the assessment of pellets produced from the exploitation of agro-industrial residues.

机构信息

School of Agricultural Sciences of Lavras, Federal University of Lavras, PO Box 3037, Lavras, MG, 372000-900, Brazil.

Institute of Natural Sciences, Federal University of Lavras, PO Box 3037, Lavras, MG, 372000-900, Brazil.

出版信息

Environ Sci Pollut Res Int. 2022 Oct;29(47):71882-71893. doi: 10.1007/s11356-022-20883-x. Epub 2022 May 24.

DOI:10.1007/s11356-022-20883-x
PMID:35606590
Abstract

The production of pellets from residual biomass generated monocropping by Brazilian agribusiness is an environmentally and economically interesting alternative in view of the growing demand for clean, low-cost, and efficient energy. In this way, pellets were produced with sugarcane bagasse and coffee processing residues, in different proportions with charcoal fines, aiming to improve the energy properties and add value to the residual biomass. The pellets had their properties compared to the commercial quality standard. Artificial neural networks and multivariate statistical models were used to validate the best treatments for biofuel production. The obtained pellets presented the minimum characteristics required by DIN EN 14961-6. However, the sugarcane bagasse biomass distinguished itself for use in energy pellets, more specifically, the treatment with 20% of fine charcoal because of its higher net calorific value (17.85 MJ·kg) and energy density (13.30 GJ·m), achieving the characteristics required for type A pellets in commercial standards. The statistical techniques were efficient and grouped the treatments with similar properties, as well as validated the sugarcane biomass mixed with charcoal fines for pellet production. Thus, these results demonstrate that waste charcoal fines mixed with agro-industrial biomass have great potential to integrate the production chain for energy generation.

摘要

从巴西农业企业的单一栽培中产生的残余生物质生产颗粒是一种在环境和经济上都很有趣的选择,因为对清洁、低成本和高效能源的需求不断增长。 因此,使用甘蔗渣和咖啡加工残余物,以不同比例与木炭细粉混合,生产颗粒,旨在提高能量特性并为残余生物质增加价值。 对颗粒的特性进行了比较,以符合商业质量标准。 人工神经网络和多元统计模型用于验证生物燃料生产的最佳处理方法。 所得到的颗粒具有 DIN EN 14961-6 要求的最低特性。 然而,甘蔗渣生物质因其更高的净热值(17.85 MJ·kg)和能量密度(13.30 GJ·m)而在能源颗粒中脱颖而出,特别是在处理 20%的细木炭的情况下,达到了商业标准中 A 型颗粒的要求。 统计技术有效且将具有相似特性的处理方法分组,同时验证了将废木炭细粉与农业生物质混合用于颗粒生产的可行性。 因此,这些结果表明,将农业废弃物与农业工业生物质混合的废木炭细粉具有很大的潜力,可以整合能源生产的生产链。

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