Green synthesized Fe nanoparticle assisted biomass hydrolysis for bioenergy production: process parameters optimization through combined RSM and ANN based approach

IF 3 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL
Rai Vibha, P. Ujwal, K. Sandesh
{"title":"Green synthesized Fe nanoparticle assisted biomass hydrolysis for bioenergy production: process parameters optimization through combined RSM and ANN based approach","authors":"Rai Vibha,&nbsp;P. Ujwal,&nbsp;K. Sandesh","doi":"10.1007/s40201-025-00952-2","DOIUrl":null,"url":null,"abstract":"<div><p>Bioenergy plays a crucial role in addressing the global energy crisis. The utilization of agricultural byproducts for biofuel production through fermentation is well-established. Among various pretreatment methods, breaking lignin and cellulose bonds under heat and pressure to release sugar moieties is the most predominant approach. This study focuses on enhancing sugar yield through the most economical, energy-efficient, and time-saving pretreatment of the highly underrated agricultural residue, cocoa pod shell (CPS), using green-synthesized FeO nanoparticles derived from CPS extract. The synthesized nanoparticles, ranging from 25 nm to 31 nm in size, exhibited an EDS spectrum confirming the atomic composition of C (30.01%), Fe (6.09%), O (59.76%), N (2.36%), P (0.79%), Cl (0.53%), and K (0.46%). FTIR analysis revealed the presence of O-H, C-H, C-Cl, and O = C = O stretching, indicating effective nanoparticle capping. The novel ex-situ hydrolysis process, coupled with induction heating, yielded 356.04 g/L of total sugars and 60.28 g/L of reducing sugars using 10% w/v biomass and 4% acid within just 30 min. RSM and ANN modeling were employed for process validation, yielding R² values of 0.91 and 0.92 for total and reducing sugars, respectively, while ANN modeling achieved R² values of 0.96 and 0.97. This energy-efficient hydrolysis process achieved a significant sugar yield in less time while requiring minimal raw material. It presents a scalable and reliable approach to the industries, providing a promising direction for biofuel production.</p></div>","PeriodicalId":628,"journal":{"name":"Journal of Environmental Health Science and Engineering","volume":"23 2","pages":""},"PeriodicalIF":3.0000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Environmental Health Science and Engineering","FirstCategoryId":"93","ListUrlMain":"https://link.springer.com/article/10.1007/s40201-025-00952-2","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
引用次数: 0

Abstract

Bioenergy plays a crucial role in addressing the global energy crisis. The utilization of agricultural byproducts for biofuel production through fermentation is well-established. Among various pretreatment methods, breaking lignin and cellulose bonds under heat and pressure to release sugar moieties is the most predominant approach. This study focuses on enhancing sugar yield through the most economical, energy-efficient, and time-saving pretreatment of the highly underrated agricultural residue, cocoa pod shell (CPS), using green-synthesized FeO nanoparticles derived from CPS extract. The synthesized nanoparticles, ranging from 25 nm to 31 nm in size, exhibited an EDS spectrum confirming the atomic composition of C (30.01%), Fe (6.09%), O (59.76%), N (2.36%), P (0.79%), Cl (0.53%), and K (0.46%). FTIR analysis revealed the presence of O-H, C-H, C-Cl, and O = C = O stretching, indicating effective nanoparticle capping. The novel ex-situ hydrolysis process, coupled with induction heating, yielded 356.04 g/L of total sugars and 60.28 g/L of reducing sugars using 10% w/v biomass and 4% acid within just 30 min. RSM and ANN modeling were employed for process validation, yielding R² values of 0.91 and 0.92 for total and reducing sugars, respectively, while ANN modeling achieved R² values of 0.96 and 0.97. This energy-efficient hydrolysis process achieved a significant sugar yield in less time while requiring minimal raw material. It presents a scalable and reliable approach to the industries, providing a promising direction for biofuel production.

绿色合成铁纳米颗粒辅助生物质水解用于生物能源生产:基于RSM和基于神经网络的方法联合优化工艺参数。
生物能源在解决全球能源危机中发挥着至关重要的作用。利用农业副产品通过发酵生产生物燃料的做法已经确立。在各种预处理方法中,在高温和压力下破坏木质素和纤维素的键以释放糖部分是最主要的方法。本研究的重点是通过最经济、最节能、最省时的方法,对被严重低估的农业残留物——可可豆荚壳(CPS)进行预处理,使用绿色合成的FeO纳米颗粒,从CPS提取物中提取。合成的纳米颗粒尺寸在25 ~ 31 nm之间,能谱分析证实其原子组成为C(30.01%)、Fe(6.09%)、O(59.76%)、N(2.36%)、P(0.79%)、Cl(0.53%)和K(0.46%)。FTIR分析显示存在O- h, C- h, C- cl和O = C = O拉伸,表明有效的纳米颗粒盖层。新型的非原位水解工艺,加上感应加热,在30分钟内,以10% w/v生物量和4%酸为原料,产生356.04 g/L总糖和60.28 g/L还原糖。采用RSM和ANN模型进行工艺验证,总糖和还原糖的R²值分别为0.91和0.92,而ANN模型的R²值分别为0.96和0.97。这种节能的水解过程在更短的时间内实现了显著的糖产量,同时需要最少的原料。它为工业提供了一种可扩展和可靠的方法,为生物燃料生产提供了一个有前途的方向。补充信息:在线版本包含补充资料,提供地址为10.1007/s40201-025-00952-2。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Environmental Health Science and Engineering
Journal of Environmental Health Science and Engineering ENGINEERING, ENVIRONMENTAL-ENVIRONMENTAL SCIENCES
CiteScore
7.50
自引率
2.90%
发文量
81
期刊介绍: Journal of Environmental Health Science & Engineering is a peer-reviewed journal presenting timely research on all aspects of environmental health science, engineering and management. A broad outline of the journal''s scope includes: -Water pollution and treatment -Wastewater treatment and reuse -Air control -Soil remediation -Noise and radiation control -Environmental biotechnology and nanotechnology -Food safety and hygiene
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信