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Circularity and Sustainability of Rice Straw Biomass Supply Chain Assessment for Bioenergy Production: Case Study in Viet Nam 用于生物能源生产的水稻秸秆生物质供应链评估的循环性和可持续性:越南案例研究
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-10 DOI: 10.1007/s12155-026-11057-5
Nguyen Thanh Quang, Nguyen Ngoc Bach

Bioenergy and biofuels sourced from biomass are recognized as sustainable, renewable alternatives to fossil fuels, with the potential to reduce greenhouse gas emissions. This study explores how the circularity and sustainability of the biomass supply chain can be evaluated, specifically focusing on rice straw utilization in Vietnam, a topic that has not been comprehensively explored. To assess different sustainability and circularity supply chain alternatives for biomass to enhance utilisation of it for energy production in the Vietnamese agriculture context, an integrated Decision Support System based on a life cycle thinking approach and the multi-criteria decision making methods is employed. The study examines five supply chain alternatives for utilizing rice straw in bioenergy production in Vietnam, including anaerobic digestion for biogas and use in a CHP plant. Key sustainability and circularity indicators were analysed, including Global Warming Potential, Internal Rate of Return, job creation, and waste recycling rates. The results showed that the digestate pyrolysis alternative achieved the highest scores for sustainability and circularity. The captured and liquefied CO₂ alternative exhibited the lowest Global Warming Potential at 2.27 k.ton gCO₂eq/year, while the microalgae alternative had the highest GWP at 107 k.ton gCO₂eq/year. The digestate pyrolysis alternative also yielded the highest IRR at 20.46%, while the captured and liquefied CO₂ alternative had the lowest at 13.88%. In terms of job creation, the microalgae alternative generated the most jobs (31.11 man-years per year), and it also had the highest waste recycling rate at 90.49%. The findings suggest that integrating circular economy principles, such as upcycling waste by suitable treatment technologies, can significantly enhance the sustainability and circularity of biomass supply chains. The digestate pyrolysis alternative emerged as the most sustainable and circular option, while microalgae cultivation excelled in job creation and recycling. These insights are crucial for optimizing biomass supply chains and supporting Vietnam’s transition to a low-carbon economy.

来自生物质的生物能源和生物燃料被认为是化石燃料的可持续、可再生替代品,具有减少温室气体排放的潜力。本研究探讨了如何评估生物质供应链的循环性和可持续性,特别关注越南的稻草利用,这是一个尚未全面探讨的话题。为了评估生物质的不同可持续性和循环供应链替代品,以提高其在越南农业能源生产中的利用率,采用了基于生命周期思维方法和多标准决策方法的综合决策支持系统。该研究考察了越南在生物能源生产中利用稻草的五种供应链替代方案,包括厌氧消化沼气和在热电联产工厂中使用。分析了关键的可持续性和循环性指标,包括全球变暖潜势、内部回报率、创造就业机会和废物回收率。结果表明,沼液热解替代方案在可持续性和循环性方面得分最高。捕集和液化co2替代方案的全球变暖潜能值最低,为2.27 ktongco₂eq/年,而微藻替代方案的全球变暖潜能值最高,为107 ktongco₂eq/年。消化热解替代方案的IRR最高,为20.46%,而捕集和液化CO 2替代方案的IRR最低,为13.88%。在创造就业机会方面,微藻替代方案创造的就业机会最多(31.11人年/年),废物回收率最高(90.49%)。研究结果表明,整合循环经济原则,如通过适当的处理技术对废物进行升级回收,可以显著提高生物质供应链的可持续性和循环性。消化物热解替代方案成为最可持续和循环的选择,而微藻培养在创造就业和循环利用方面表现出色。这些见解对于优化生物质供应链和支持越南向低碳经济转型至关重要。
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引用次数: 0
Editorial Expression of Concern: A Systematic Review on Photocatalytic Biohydrogen Production from Waste Biomass 编辑表达关注:对废弃生物质光催化制氢的系统综述
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-10 DOI: 10.1007/s12155-026-11039-7
Latika Bhatia, Prakash Kumar Sarangi, Krushna Prasad Shadangi, Rajesh K. Srivastava, Uttam Kumar Sahoo, Akhilesh Kumar Singh, Eldon R. Rene, Bikash Kumar
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引用次数: 0
A Physics-Informed Neural Network Framework for Modeling and Optimization of Biomass–Plastic Co-Pyrolysis Systems 生物质-塑料共热解系统建模与优化的物理信息神经网络框架
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-08 DOI: 10.1007/s12155-026-11054-8
Ali Alhraishawi, Ali S.Abed Al Sailawi, Hassan A. Hameed Al-Hamzawi

Biomass–plastic co-pyrolysis is a promising route for sustainable fuel production; however, predictive modeling is limited by the inability of conventional kinetics to capture composition-dependent interactions and by thermodynamic inconsistencies in purely data-driven models. This study develops a physics-informed neural network (PINN) that integrates composition-dependent Arrhenius kinetics with global mass and elemental (C, H, O) conservation through a multi-objective loss formulation. The model was trained on 106 experimental datasets and achieved high predictive accuracy on unseen data (R2 = 0.988, RMSE = 1.838 wt%, MAPE = 2.4%), corresponding to a 66% reduction in RMSE relative to an XGBoost baseline. The PINN strictly preserved mass balance (0.00% violation) and demonstrated stable extrapolation up to 1000 °C. External validation confirmed strong generalization (R2 = 0.991, RMSE = 1.74 wt%) with mass closure error below 0.5 wt%. Beyond prediction, the framework enabled mechanistic interpretation by identifying a critical compositional threshold at 30 wt% plastic, consistent with the onset of hydrogen-transfer interactions reported in the literature, reducing the effective activation energy from 180 to 85 kJ/mol and enhancing bio-oil yield by up to 11.9 wt% above additive behavior. The trained PINN was further deployed as a differentiable surrogate for gradient-based optimization, identifying optimal conditions near 513 °C and high plastic fractions (> 90 wt%), with predicted yields exceeding 92 wt%. The results demonstrate that physics-informed learning enables thermodynamically consistent, interpretable, and efficient modeling, establishing a domain-aware predictive surrogate for laboratory-scale co-pyrolysis process optimization.

生物质-塑料共热解是一种很有前途的可持续燃料生产途径;然而,由于传统动力学无法捕捉组分依赖的相互作用,以及纯数据驱动模型中的热力学不一致性,预测建模受到限制。本研究开发了一个物理信息神经网络(PINN),通过多目标损失公式将成分依赖的阿伦尼乌斯动力学与整体质量和元素(C, H, O)守恒相结合。该模型在106个实验数据集上进行了训练,并在未见数据上取得了很高的预测精度(R2 = 0.988, RMSE = 1.838 wt%, MAPE = 2.4%),相对于XGBoost基线,RMSE降低了66%。PINN严格地保持了质量平衡(违反0.00%),并在1000°C下显示出稳定的外推。外部验证证实了强泛化(R2 = 0.991, RMSE = 1.74 wt%),质量闭合误差低于0.5 wt%。除了预测之外,该框架还通过确定30 wt%塑性的临界成分阈值来实现机理解释,这与文献中报道的氢转移相互作用的开始一致,将有效活化能从180降低到85 kJ/mol,并将生物油收率提高了11.9%。经过训练的PINN进一步用作基于梯度优化的可微分代理,确定了接近513°C和高塑性组分(> 90% wt%)的最佳条件,预测产量超过92% wt%。结果表明,基于物理的学习可以实现热力学一致、可解释和高效的建模,为实验室规模的共热解过程优化建立一个领域感知的预测代理。
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引用次数: 0
Microbial Conversion of Wetland Plants to Organic Acids for Reductive Bioleaching of Metals (Manganese, Iron, and Nickel): Review 湿地植物转化有机酸用于金属(锰、铁和镍)还原性生物浸出:综述
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-07 DOI: 10.1007/s12155-026-11055-7
Rebecca Kwofie, Palas Borkar, Daniel Amponsah Berko, Timothy Eisele

This review focuses on invasive aquatic and wetland plants, such as cattail (Typha latifolia) L., common reed (Phragmites australis (Cav.) Trin. ex Steud.), and water hyacinth (Eichhornia crassipes (Mart.) Solms), as feedstocks for microbial production of organic acids used in reductive bioleaching of manganese, iron, and nickel. These species are abundant, fast-growing, low in lignin relative to woody biomass, and often available at zero or negative acquisition cost as products of environmental mitigation, making them attractive alternatives to feedstocks that compete with food or established markets. As high-grade ore reserves decline, sustainable and low-cost alternatives for metal recovery have become vital, and organic acids such as citric, oxalic, and acetic acid derived from biomass fermentation offer a promising alternative to synthetic inorganic acids. This paper synthesizes current literature on the compositional characterization of these aquatic and wetland feedstocks, the low-input pretreatment strategies suited to their low-lignin structure (including brief physical pre-conditioning via microwave or ultrasonic exposure alongside biological pretreatment), and the microbial fermentation pathways that convert their carbohydrate content into organic acids for reductive bioleaching. Key research gaps specific to bioconversion of these underexplored feedstocks are highlighted to guide the development of an integrated, scalable bioprocess for sustainable metal recovery.

本文主要介绍了香蒲(Typha latifolia) L.)、芦苇(Phragmites australis (Cav.))等入侵水生和湿地植物。指标。(原Steud.)和水葫芦(Eichhornia crassipes (Mart.))作为微生物生产有机酸的原料,用于锰、铁和镍的还原性生物浸出。这些物种数量丰富,生长迅速,相对于木质生物质,木质素含量低,作为环境缓解的产品,通常以零成本或负成本获得,使其成为与粮食或既定市场竞争的有吸引力的原料替代品。随着高品位矿石储量的减少,可持续和低成本的金属回收替代品变得至关重要,而从生物质发酵中提取的有机酸,如柠檬酸、草酸和乙酸,为合成无机酸提供了一个有希望的替代品。本文综合了这些水生和湿地原料的组成特征,适合其低木质素结构的低投入预处理策略(包括通过微波或超声波暴露和生物预处理进行短暂的物理预处理),以及将其碳水化合物含量转化为有机酸进行还原性生物浸出的微生物发酵途径。重点强调了这些未充分开发的原料的生物转化方面的关键研究空白,以指导可持续金属回收的综合、可扩展生物工艺的发展。
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引用次数: 0
Renewable Platform Chemicals from Biomass: Pathways, Technologies and Challenges 来自生物质的可再生平台化学品:途径、技术和挑战
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-03 DOI: 10.1007/s12155-026-11051-x
Rui Moreira, Maria Atienza-Martínez, Noemí Gil-Lalaguna, Fernando Bimbela, Alfonso Cornejo, Arménio Serra, Jorge Coelho, Luis M. Gandía, Jesus Arauzo, José Luis Sánchez

The production of renewable chemicals and plastics has been extensively investigated in recent decades, with the purpose of reducing the global dependence on fossil resources. In this review, the main routes to produce chemicals from biomass are reviewed and a critical discussion on the prospects and techno-economic viability of these technologies is presented. As these topics are often considered as independent from each other, the aim of this work is to provide an unified and interdisciplinary perspective of main possible production routes and their development status for experts and non-experts. The main processes of biomass concentration were reviewed and two main approaches for obtaining renewable chemicals were considered: (i) the production of compounds chemically identical to petroleum derivatives, and (ii) the production of conventional and new oxygenated chemicals. The literature shows that there are sustainable technological alternatives to the substitution of many petroleum derived chemicals, but the complexity of the production processes should not be simplistically evaluated. Solutions and technologies must be carefully evaluated, both from the point of view of their technoeconomic viability and their sustainability.

近几十年来,为了减少全球对化石资源的依赖,人们对可再生化学品和塑料的生产进行了广泛的研究。本文综述了利用生物质生产化学品的主要途径,并对这些技术的前景和技术经济可行性进行了重点讨论。由于这些主题通常被认为是相互独立的,因此本工作的目的是为专家和非专家提供一个统一的跨学科视角,以了解主要可能的生产路线及其发展状况。综述了生物质浓缩的主要过程,并考虑了获得可再生化学品的两种主要方法:(i)生产化学上与石油衍生物相同的化合物,(ii)生产传统的和新的含氧化学品。文献表明,有可持续的技术替代品来替代许多石油衍生化学品,但生产过程的复杂性不应简单地评估。必须从技术经济可行性和可持续性的角度仔细评价解决办法和技术。
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引用次数: 0
Co-Pyrolysis Upgrading of High-Ash Biogas Residue with Lignocellulosic Biomass: Synergistic Kinetics, Energy Enhancement, and EBC-Compliant Biochar Production 高灰分沼气残渣与木质纤维素生物质共热解升级:协同动力学、能量增强和符合ebc的生物炭生产
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-09-02 DOI: 10.1007/s12155-026-11052-w
Chung-Liang Chang, Minh Phu Nguyen, Hong-Kai Li, Chin-Chao Chen, Chyi-How Lay, Chiu-Yue Lin

High-ash biogas residue exhibits low reactivity and yields mineral-rich char with limited fuel quality under mono-pyrolysis. This study investigated the macro-isothermal co-pyrolysis of swine digestate (SD) with spent coffee grounds (SCG) or rice husk (RH) at a fixed 50:50 mass ratio using a custom thermogravimetric system with approximately 5 g samples, providing a controlled framework closer to abrupt external heating in a preheated reaction zone than conventional micro-scale TGA. Isothermal experiments at 500–800 °C were analyzed using a first-order model, and the resulting biochars were characterized by elemental analysis, N₂ adsorption, and higher heating value measurements. The first-order model described the main conversion range well (R² > 0.98). The blends showed lower apparent activation energies (21.47–22.06 kJ mol⁻¹) than the corresponding theoretical additive values, indicating positive kinetic synergy under macro-isothermal conditions. Co-pyrolysis also improved char properties relative to digestate mono-pyrolysis. The SD-RH biochar exhibited the highest BET surface area (82.48 m² g⁻¹), while biochar HHV increased from 4.67 MJ kg⁻¹ for SD to 9.75–13.03 MJ kg⁻¹ for the blends. In addition, the blended chars showed low H/Corg and O/Corg ratios (0.34–0.40 and 0.15–0.17), consistent with European Biochar Certificate (EBC) stability thresholds. These results suggest that co-pyrolysis with lignocellulosic biomass can improve the apparent reactivity and quality of digestate-derived biochar, while macro-isothermal testing offers a useful intermediate approach for studying conversion behavior under abrupt external heating.

高灰分沼气渣在单热解条件下反应性低,产煤富矿物质,燃料质量有限。本研究使用定制的热重系统研究了猪消化液(SD)与废咖啡渣(SCG)或稻壳(RH)在固定的50:50质量比下的宏观等温共热解,样品约为5 g,提供了一个比传统的微尺度热重分析更接近于预热反应区突然外部加热的受控框架。采用一阶模型对500-800°C等温实验进行了分析,并通过元素分析、N₂吸附和高热值测量对所得生物炭进行了表征。一阶模型较好地描述了主要转换范围(R²> 0.98)。在宏观等温条件下,共混物的表观活化能(21.47-22.06 kJ mol⁻)低于相应的理论加成值,表明了正的动力学协同作用。与消化热解相比,共热解也改善了炭的性质。SD- rh生物炭表现出最高的BET表面积(82.48 m²g⁻¹),而生物炭的HHV从SD的4.67 MJ kg⁻¹增加到混合的9.75-13.03 MJ kg⁻¹。此外,混合炭的H/Corg和O/Corg比值较低(0.34 ~ 0.40和0.15 ~ 0.17),符合欧洲生物炭证书(EBC)的稳定性阈值。这些结果表明,与木质纤维素生物质共热解可以提高消化废液衍生生物炭的表观反应性和质量,而宏观等温测试为研究外部突然加热下的转化行为提供了一种有用的中间方法。
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引用次数: 0
Evaluation of the Effect of Ten Chemical Additives on the Astaxanthin Production Haematococcus lacustris 十种化学添加剂对湖红球菌虾青素产量影响的评价
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-08-29 DOI: 10.1007/s12155-026-11041-z
Vijay Rayamajhi, Sungkyu Choi, Huijeong Byeon, Jihyun Lee, HyunWoung Shin, SangMok Jung

In this investigation, we analysed the impact of ten chemical additives – galactose (Gal), arabinose (Ara), trehalose (Tre), urea (U), gum arabic (GA), ammonium sulphate (AS), sodium pyrophosphate (SPP), sodium thiosulphate (STS), sodium malonate (SM), and sodium sulphate (SS) – administered at four distinct concentrations, on the astaxanthin production of H. lacustris in nitrogen-deficient settings. Furthermore, the impact of the supplements on the growth, biomass, chlorophyll (chl) a, chl b, and total carotenoid levels of H. lacustris was documented. The most potent supplements, SPP, SM, and U, had remarkable outcomes. On day 15, the H. lacustris culture reached its maximal biomass (2.00 times relative to the control) when U-0.1 g/L (1.66 mM/L) was added. Similarly, adding SPP (0.01 g/L or 0.04 mM/L) was the most effective way to raise the astaxanthin concentration (55.94 ± 0.35 mg/g, a 4.24-fold increase from the control). Similarly, the maximum astaxanthin percentage of biomass (5.59 ± 0.04)% was found in the culture treated with SPP (0.01 g/L or 0.04 mM/L). Furthermore, the culture supplemented with SM-0.01 (0.07 mM/L) demonstrated the highest astaxanthin productivity (0.28 mg/L/day), which was 1.55 times higher compared to the control. The results of this work offer a useful foundation for future research targeted at developing an efficient and sustainable H. lacustris cultivation system for industrial applications.

在这项研究中,我们分析了十种不同浓度的化学添加剂——半乳糖(Gal)、阿拉伯糖(Ara)、海藻糖(Tre)、尿素(U)、阿拉伯胶(GA)、硫酸铵(AS)、焦磷酸钠(SPP)、硫代硫酸钠(STS)、丙二酸钠(SM)和硫酸钠(SS)——在缺氮环境下对湖螺虾青素产量的影响。此外,我们还记录了这些添加物对湖蕨生长、生物量、叶绿素(chl) a、chl b和总类胡萝卜素水平的影响。最有效的补充剂,SPP, SM和U,有显著的效果。在第15天,当U-0.1 g/L (1.66 mM/L)的添加量达到最大,为对照的2.00倍。同样,添加0.01 g/L或0.04 mM/L的SPP是提高虾青素浓度的最有效方法(55.94±0.35 mg/g,比对照提高4.24倍)。在SPP (0.01 g/L或0.04 mM/L)处理的培养基中,虾青素占生物量的百分比最高(5.59±0.04)%。添加SM-0.01 (0.07 mM/L)的培养基虾青素产量最高,为0.28 mg/L/d,是对照的1.55倍。本研究结果为今后开发高效、可持续的湖螺栽培体系提供了有益的基础。
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引用次数: 0
Blending PCI Coal and Biochar as Sustainable Alternative for Blast Furnace Fuels 混合PCI煤和生物炭作为高炉燃料的可持续替代品
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-08-27 DOI: 10.1007/s12155-026-11049-5
Elias R. D. Padilla, Daniela A. Mortari, Carlos M. R. Luna, Cristiane I. de Campos, Carmen Barriocanal, Rafaela S. Resende, Fabio M. Yamaji

The aim of this study was to investigate the feasibility of using biochar or its blends with pulverized coal injection (PCI) coal as a potential blast furnace (BF) fuel. A comparison was conducted between the properties of biochar obtained from the pyrolysis of coconut shell and PCI coal. Coconut shells were pyrolyzed at different temperatures (between 200 °C and 450 °C) to produce biochar. The physicochemical characteristics and combustion indices of the materials were evaluated. Combustion rate was also studied using thermogravimetric analysis (TGA) to determine the effect of biochar addition on the PCI coal. Based on the combustion indices (Tmax, DTGmax, biochar yield at Tmax, and residue at 900 °C) and the three-stage thermal decomposition behavior observed in the TG/DTG analysis, it was found that biochars produced at low pyrolysis temperatures exhibited suitable characteristics for use as an auxiliary fuel in the BF. It was also observed that biochar had a higher alkalinity index (AI = 32.40) compared to the reference PCI coals (AI = 3.08 and 2.06). The results suggested that the addition of biochar coal increases the combustion rate of the resulting blends. Blends containing 10%, 30%, and 50% biochar (C200) were evaluated, corresponding to biochar/PCI coal ratios of 10/90, 30/70, and 50/50, respectively. Although biochar cannot be used as a complete replacement of PCI coal in a BF, the blend containing 30% biochar and 70% PCI coal (30% C200) showed promising performance without significantly altering fuel characteristics, demonstrating the potential of an integrated approach combining physicochemical characterization, combustion behavior, and blend performance for PCI applications.

Graphical Abstract

本研究的目的是探讨使用生物炭或其与喷煤粉(PCI)煤的混合物作为潜在的高炉燃料的可行性。对椰壳热解制得的生物炭和PCI煤的性能进行了比较。椰子壳在不同的温度下(200°C到450°C之间)热解产生生物炭。对材料的物理化学特性和燃烧指标进行了评价。利用热重分析(TGA)研究了燃烧速率,以确定生物炭添加对PCI煤的影响。基于燃烧指标(Tmax、DTGmax、Tmax时生物炭产率和900℃时残渣)和热重/热重分析中观察到的三段式热分解行为,发现在低热解温度下生产的生物炭具有作为高炉辅助燃料的合适特性。生物炭的碱度指数(AI = 32.40)高于参考PCI煤(AI = 3.08和2.06)。结果表明,生物炭的加入提高了混合物的燃烧速率。对含有10%、30%和50%生物炭(C200)的混合物进行了评估,分别对应生物炭/PCI煤的比例为10/90、30/70和50/50。虽然生物炭不能完全替代高炉中的PCI煤,但含有30%生物炭和70% PCI煤(30% C200)的混合物在不显著改变燃料特性的情况下表现出了良好的性能,这表明了将物理化学特性、燃烧行为和混合性能结合起来的综合方法在PCI应用中的潜力。图形抽象
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引用次数: 0
Multi-Objective Techno-Enviro-Economic Optimization of Purified Glycerol Market Pathways 纯化甘油市场途径的多目标技术-环境经济优化
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-08-26 DOI: 10.1007/s12155-026-11043-x
Adiarso Adiarso, Erwan Hermawan, Ai Nelly, Hari Setiawan, Danis E. P. Wicaksana, Haznan Abimanyu, Isyalia D. Handayani, Ayu Lydi Ferabianie, Saparudin Saparudin, Aldrich Ilyas, Unik Setiawati, Donny Triana, Dinda Lutfiana Bukit

Glycerol is a high-value by-product of biodiesel production, yet its utilization remains suboptimal in many biodiesel-producing countries, including Indonesia. This study integrates techno-economic analysis (TEA), mixed-integer linear programming (MILP), and multi-objective optimization to evaluate glycerol purification strategies and identify economically and environmentally preferable market pathways for United States Pharmacopeia (USP)-grade glycerol in Indonesia. Four production scenarios were assessed based on purification level and plant configuration. Economic feasibility was evaluated using net present value (NPV), internal rate of return (IRR), and payback period (PBP), while the MILP model optimized export allocation under hub-and-spoke and milk-run shipping configurations by considering logistics costs and domestic market obligation (DMO) constraints. The results show that centralized production of USP-grade glycerol provides the highest economic performance, with an IRR of up to 40.8% and an NPV of approximately USD 430 million, although it requires substantial capital investment. Decentralized USP-grade production offers a viable alternative for standalone plants, whereas centralized technical-grade purification provides a more balanced risk–return profile for clustered biodiesel facilities. The optimization results indicate that full export allocation consistently maximizes profitability, with China and India accounting for more than 90% of total exports. The multi-objective optimization further demonstrates that the highest-revenue allocation does not necessarily result in the lowest environmental impact because export destinations, shipping distances, and transported volumes influence tanker fuel consumption and associated greenhouse gas emissions.

Graphical Abstract

甘油是生物柴油生产的高价值副产品,但在包括印度尼西亚在内的许多生物柴油生产国,其利用率仍然不理想。该研究整合了技术经济分析(TEA)、混合整数线性规划(MILP)和多目标优化,以评估甘油净化策略,并确定美国药典(USP)级甘油在印度尼西亚的经济和环境上更有利的市场途径。根据净化水平和工厂配置评估了四种生产方案。利用净现值(NPV)、内部收益率(IRR)和投资回收期(PBP)对经济可行性进行了评估,而MILP模型通过考虑物流成本和国内市场义务(DMO)约束,优化了轮辐和牛奶运输配置下的出口配置。结果表明,集中生产usp级甘油具有最高的经济效益,内部收益率高达40.8%,净现值约为4.3亿美元,但需要大量的资本投资。分散的usp级生产为独立工厂提供了可行的替代方案,而集中的技术级净化为集群生物柴油设施提供了更平衡的风险回报。优化结果表明,充分的出口配置始终使盈利能力最大化,中国和印度占总出口的90%以上。多目标优化进一步表明,最高的收入分配并不一定导致最低的环境影响,因为出口目的地、运输距离和运输量会影响油轮的燃料消耗和相关的温室气体排放。图形抽象
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引用次数: 0
Multi-Stage Machine Learning for Physically Consistent Prediction of Fuel Properties in Thermally Upgraded Lignocellulosic Biomass 热升级木质纤维素生物质燃料特性物理一致性预测的多阶段机器学习
IF 3.3 3区 工程技术 Q3 ENERGY & FUELS Pub Date : 2026-08-24 DOI: 10.1007/s12155-026-11045-9
Sunyong Park, Kwang Cheol Oh, DaeHyun Kim

Torrefaction and mild pyrolysis are widely used to improve the fuel quality of lignocellulosic biomass, but these processes induce coupled changes in mass yield, elemental composition, proximate composition, and higher heating value. Conventional single-stage machine-learning models can achieve high global prediction accuracy, but they may generate physically infeasible combinations of biomass fuel properties. In this study, a physically constrained multi-stage machine-learning model was developed to predict the fuel properties of thermally upgraded lignocellulosic biomass. The proposed model consisted of three sequential stages: mass yield prediction, elemental composition and higher heating value prediction using logarithmic enhancement factors, and proximate composition prediction with deterministic closure. A single-stage baseline model showed high apparent accuracy but produced proximate closure violations, mass-yield boundary violations, and directional inconsistencies in higher heating value. In contrast, the proposed multi-stage model maintained physically feasible predictions by construction, with cross-validated R2 values of 0.8992 for Stage 1, 0.8772 for Stage 2, and 0.8258 for Stage 3. The corresponding RMSE values were 6.3682%p for mass yield, 0.0729 in the Stage-2 logEF domain, and 0.1904 in the Stage-3 logEF domain. The unconstrained baseline produced proximate-closure violations in 40.24% of the evaluated samples, whereas the proposed framework eliminated such violations through deterministic closure. External validation using literature-derived biomass datasets showed that the model reproduced the major trends of carbon enrichment, oxygen removal, volatile matter reduction, and fixed carbon increase. These results indicate that physically constrained machine learning can provide a useful screening tool for estimating solid biofuel properties of torrefied and mildly pyrolysed lignocellulosic biomass.

焙烧和轻度热解被广泛用于改善木质纤维素生物质的燃料质量,但这些过程会导致质量产率、元素组成、近似组成和更高的热值的耦合变化。传统的单阶段机器学习模型可以实现较高的全局预测精度,但它们可能产生物理上不可行的生物质燃料特性组合。在这项研究中,开发了一个物理约束的多阶段机器学习模型来预测热升级木质纤维素生物质的燃料特性。该模型由3个连续阶段组成:质量产率预测、利用对数增强因子进行元素组成和高热值预测、利用确定性闭合进行近似组成预测。单阶段基线模型具有较高的表观精度,但在较高的热值下会产生近似闭合违规、质量产率边界违规和方向不一致。相比之下,所提出的多阶段模型通过构建保持了物理上可行的预测,第一阶段的交叉验证R2值为0.8992,第二阶段为0.8772,第三阶段为0.8258。相应的RMSE值为质量产率的6.3682%p,阶段2 logEF域为0.0729,阶段3 logEF域为0.1904。无约束基线在40.24%的评估样本中产生近似关闭违规,而提议的框架通过确定性关闭消除了此类违规。利用文献来源的生物量数据集进行的外部验证表明,该模型再现了碳富集、氧去除、挥发物减少和固定碳增加的主要趋势。这些结果表明,物理约束机器学习可以为估计碳化和轻度热解木质纤维素生物质的固体生物燃料特性提供有用的筛选工具。
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