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Prediction of activation energy of lignocellulosic biomass pyrolysis through thermogravimetry-assisted machine learning
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-03 DOI: 10.1016/j.biombioe.2025.107644
Xiaoxiao Yin , Junyu Tao , Jinglan Wang , Beibei Yan , Guanyi Chen , Zhanjun Cheng
Activation energy is a crucial indicator to explain the pyrolysis process of lignocellulosic biomass that can be converted into clean fuels and high-value-added chemicals. The present work employs machine learning algorithms to explore the hidden correlations between feedstock characteristics, thermogravimetry performance, reaction kinetic equation, and activation energy, which allows these kinetic parameters to be obtained without the Arrhenius equation. Bayesian optimization improves the Gradient boosting decision tree model performance: MSE of 198.67, R2 of 0.991. Feature importance analysis and partial dependence analysis show that feedstocks with high lignin content and low nitrogen and oxygen content usually have higher activation energy. Meanwhile, the temperature when the mass is reduced to 80% of the initial mass during the thermogravimetry process plays a very important role in activation energy. The results show that the machine learning model can accurately learn the relationship between thermogravimetry curve characteristics and activation energy, so it can accurately predict the activation energy of lignocellulosic biomass pyrolysis. This approach can potentially save time and effort that would otherwise be spent on tedious calculations required by kinetic reaction equations. Additionally, it can provide useful guidance for experimental studies.
{"title":"Prediction of activation energy of lignocellulosic biomass pyrolysis through thermogravimetry-assisted machine learning","authors":"Xiaoxiao Yin ,&nbsp;Junyu Tao ,&nbsp;Jinglan Wang ,&nbsp;Beibei Yan ,&nbsp;Guanyi Chen ,&nbsp;Zhanjun Cheng","doi":"10.1016/j.biombioe.2025.107644","DOIUrl":"10.1016/j.biombioe.2025.107644","url":null,"abstract":"<div><div>Activation energy is a crucial indicator to explain the pyrolysis process of lignocellulosic biomass that can be converted into clean fuels and high-value-added chemicals. The present work employs machine learning algorithms to explore the hidden correlations between feedstock characteristics, thermogravimetry performance, reaction kinetic equation, and activation energy, which allows these kinetic parameters to be obtained without the Arrhenius equation. Bayesian optimization improves the Gradient boosting decision tree model performance: MSE of 198.67, <em>R</em><sup>2</sup> of 0.991. Feature importance analysis and partial dependence analysis show that feedstocks with high lignin content and low nitrogen and oxygen content usually have higher activation energy. Meanwhile, the temperature when the mass is reduced to 80% of the initial mass during the thermogravimetry process plays a very important role in activation energy. The results show that the machine learning model can accurately learn the relationship between thermogravimetry curve characteristics and activation energy, so it can accurately predict the activation energy of lignocellulosic biomass pyrolysis. This approach can potentially save time and effort that would otherwise be spent on tedious calculations required by kinetic reaction equations. Additionally, it can provide useful guidance for experimental studies.</div></div>","PeriodicalId":253,"journal":{"name":"Biomass & Bioenergy","volume":"194 ","pages":"Article 107644"},"PeriodicalIF":5.8,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143177182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainable valorization of jojoba oilcake: Pressing method-dependent protein stability and functionality for food applications
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-03 DOI: 10.1016/j.biombioe.2025.107660
Nevetha Ravindran, Sushil Kumar Singh, Poonam Singha
Jojoba (Simmondsia chinensis) is known for its highly versatile oil, which has good therapeutic and cosmetic applications. The residual meal, rich in protein (26–29 %), is unexploited and limited for use in food systems due to the presence of anti-nutritional factors (mainly in the seed coat). This study attempts to upcycle jojoba oil cake to produce alternative proteins by investigating its extractability, and physicochemical, and functional characteristics. Three different extraction methods, namely, hot-pressed, dehulled and hot-pressed, and cold-pressed, were adopted. The results showed a significant impact of the pressing techniques on the properties of jojoba protein. Dehulling resulted in high purity (81.34 %) proteins with enhanced nutritional profile but had a negative effect on the stability (Td: 76.9 °C) and functional properties. Hot pressing methods resulted in protein dissociation, denaturation (Td: 79.9 °C), and disintegration, leading to the loss of structural integrity, which was evident from the SEM images. Conversely, the cold-pressed proteins exhibited high thermal stability (Td: 87.4 °C), bioactivity (73.63 % DPPH free radical scavenging activity), and functional properties despite having comparatively lower purity (61.53 %). The supremacy is attributable to the structural integrity of the proteins, which is preserved due to minimal processing impact. Overall, the findings demonstrated that jojoba proteins derived from cold-pressed oil cake displayed remarkable functional properties, suggesting their potential as a valuable functional ingredient. This enhances the circular bioeconomy through the use of agro-industrial residues in the food industry, resulting in waste reduction and promoting sustainability.
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引用次数: 0
Influence of the delamination of zeolitic imidazolate framework ZIF-7-III on the conversion of sucrose into methyl lactate
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-03 DOI: 10.1016/j.biombioe.2025.107662
Marta Navarro , Óscar de la Iglesia , Carlos Téllez , Joaquín Coronas
The catalytic conversion of sugars to methyl lactate has been in the spotlight of the scientific community in the last decades. In this context, delaminated materials can provide better catalytic performances than their precursors, since they have a better accessibility to their active sites. In order to improve the yield to methyl lactate (ML), new delaminated material ZIF-7-III_EX was synthesized from the exfoliation of the dense Zn-based zeolitic imidazolate framework ZIF-7-III. Different techniques, namely XRD, SEM, TEM, thermogravimetric analysis and CO2 adsorption, were carried out to characterize the obtained materials as well as to verify the exfoliation of the precursor. Regarding the catalytic results, as-synthesized ZIF-7 showed a promising yield to ML, 41.2 %, superior to that achieved by ZIF-9 (based on Co instead of Zn). In addition, the delaminated material ZIF-7-III_EX reached a ML yield of 69.1 %, which implies 67.7 % and 97.4 % of improvements with respect to ZIF-7 and to ZIF-7-III, respectively. The reuse of some selected catalyst materials derived from ZIF-7-III was also studied.
{"title":"Influence of the delamination of zeolitic imidazolate framework ZIF-7-III on the conversion of sucrose into methyl lactate","authors":"Marta Navarro ,&nbsp;Óscar de la Iglesia ,&nbsp;Carlos Téllez ,&nbsp;Joaquín Coronas","doi":"10.1016/j.biombioe.2025.107662","DOIUrl":"10.1016/j.biombioe.2025.107662","url":null,"abstract":"<div><div>The catalytic conversion of sugars to methyl lactate has been in the spotlight of the scientific community in the last decades. In this context, delaminated materials can provide better catalytic performances than their precursors, since they have a better accessibility to their active sites. In order to improve the yield to methyl lactate (ML), new delaminated material ZIF-7-III_EX was synthesized from the exfoliation of the dense Zn-based zeolitic imidazolate framework ZIF-7-III. Different techniques, namely XRD, SEM, TEM, thermogravimetric analysis and CO<sub>2</sub> adsorption, were carried out to characterize the obtained materials as well as to verify the exfoliation of the precursor. Regarding the catalytic results, as-synthesized ZIF-7 showed a promising yield to ML, 41.2 %, superior to that achieved by ZIF-9 (based on Co instead of Zn). In addition, the delaminated material ZIF-7-III_EX reached a ML yield of 69.1 %, which implies 67.7 % and 97.4 % of improvements with respect to ZIF-7 and to ZIF-7-III, respectively. The reuse of some selected catalyst materials derived from ZIF-7-III was also studied.</div></div>","PeriodicalId":253,"journal":{"name":"Biomass & Bioenergy","volume":"194 ","pages":"Article 107662"},"PeriodicalIF":5.8,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143177183","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilizing luffa sponge-derived porous activated carbon as a sustainable environmental bio-mass for renewable energy storage applications
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-03 DOI: 10.1016/j.biombioe.2025.107667
Brundha Chidambaram , Prabhu Sengodan , Seokwoo Jeon , Werayut Srituravanich
The advancement of sustainable technologies for producing green energy sources is essential, especially for energy storage and conversion methods that preserve ecosystems. A promising approach involves using low-cost, eco-friendly activated carbon derived from bio-waste materials, such as luffa sponge, for energy storage applications. This study details the preparation of activated carbon (LSAC) derived from luffa sponge through hydrothermal treatment followed by KOH activation at 400 °C, 600 °C, and 800 °C to optimize its properties. The biomass-derived carbon structural and morphological properties are analyzed, and these materials are used as electrodes to assess their electrochemical characteristics. According to cyclic voltammetry tests, LSAC-8 demonstrates a specific capacitance of 411.63 F g⁻1 at a current density of 1 A g⁻1, exhibiting much lower electrochemical impedance than the other samples. LSAC-8 also demonstrates low internal resistance (1.25 Ω) and superb cycling stability over 2000 cycles, enhancing the electrochemical performance of biomass resources. Delivering a high energy density of 24.88 Wh kg−1 at a power density of 1230 W kg−1 in a PVA/KOH electrolyte, the LSAC-8-based symmetric supercapacitor demonstrates substantial commercial potential for high-efficiency supercapacitor technologies.
{"title":"Utilizing luffa sponge-derived porous activated carbon as a sustainable environmental bio-mass for renewable energy storage applications","authors":"Brundha Chidambaram ,&nbsp;Prabhu Sengodan ,&nbsp;Seokwoo Jeon ,&nbsp;Werayut Srituravanich","doi":"10.1016/j.biombioe.2025.107667","DOIUrl":"10.1016/j.biombioe.2025.107667","url":null,"abstract":"<div><div>The advancement of sustainable technologies for producing green energy sources is essential, especially for energy storage and conversion methods that preserve ecosystems. A promising approach involves using low-cost, eco-friendly activated carbon derived from bio-waste materials, such as luffa sponge, for energy storage applications. This study details the preparation of activated carbon (LSAC) derived from luffa sponge through hydrothermal treatment followed by KOH activation at 400 °C, 600 °C, and 800 °C to optimize its properties. The biomass-derived carbon structural and morphological properties are analyzed, and these materials are used as electrodes to assess their electrochemical characteristics. According to cyclic voltammetry tests, LSAC-8 demonstrates a specific capacitance of 411.63 F g⁻<sup>1</sup> at a current density of 1 A g⁻<sup>1</sup>, exhibiting much lower electrochemical impedance than the other samples. LSAC-8 also demonstrates low internal resistance (1.25 Ω) and superb cycling stability over 2000 cycles, enhancing the electrochemical performance of biomass resources. Delivering a high energy density of 24.88 Wh kg<sup>−1</sup> at a power density of 1230 W kg<sup>−1</sup> in a PVA/KOH electrolyte, the LSAC-8-based symmetric supercapacitor demonstrates substantial commercial potential for high-efficiency supercapacitor technologies.</div></div>","PeriodicalId":253,"journal":{"name":"Biomass & Bioenergy","volume":"194 ","pages":"Article 107667"},"PeriodicalIF":5.8,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143176091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Catalytic hydrothermal liquefaction of wheat straw and chemical profiling of bio-crude oil
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-02 DOI: 10.1016/j.biombioe.2025.107643
Falguni Pattnaik , Kshanaprava Dhalsamant , Sonil Nanda , Ajay K. Dalai
In this study, a central composite design model was generated under response surface methodologies for the hydrothermal liquefaction of the wheat straw by considering the different process variables such as temperature (270–330 °C), reaction time (20–60 min) and feed concentration (5–15 wt%) to optimize the bio-crude oil yield and generate an experimental model. Moreover, at the optimized conditions, different catalysts such as K2CO3, Fe, ZrO2, Fe-K2CO3 and ZrO2-K2CO3 were employed for the hydrothermal liquefaction of wheat straw to maximize the bio-crude oil yield and decrease the oxygen content. Among all catalysts, Fe-K2CO3 delivered the highest bio-crude oil yield of 29 wt% with the lowest oxygen content of 14 wt%. The chromatographic analysis established molecular profiling of bio-crude oil samples, which revealed the presence of different phenolic compounds like phenol, 2-methoxy phenol and catechol including other components such as aldehydes, cyclic ketones, octene, hexadecane and octadecane. Spectroscopic and compositional profiling of bio-crude oil revealed different organic functional groups and aromatic compounds essential for the generation of molecular-level reaction mechanisms and subsequent upgrading of bio-crude oil for transportation fuel and various chemicals.
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引用次数: 0
Production of hydrogen-rich syngas from catalytic reforming of biomass gasification tar model compounds coupled with in-situ CO2 capture 生物质气化焦油模型化合物催化重整生产富氢合成气与原位CO2捕获
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-01 DOI: 10.1016/j.biombioe.2024.107569
Cui Quan, Shaoxuan Feng, Ningbo Gao
Biomass gasification for hydrogen production has received widespread attention in recent years as a sustainable energy technology. However, the biomass gasification process produces tar. This can seriously affect subsequent gas cleaning and utilization. In this study, toluene was used as a tar model compound. The effects of different catalyst carriers, reforming temperatures, S/C ratio, and in-situ CO2 capture on the yield of toluene steam reforming were investigated. The results showed that under the same working conditions, the hydrogen yield of the SiC carrier catalyst was much higher than that of the SiO2 and Al2O3 carriers. This is due to the excellent thermal conductivity and suitable acid-base properties of the SiC carrier. CaO could effectively adsorb CO₂ and increase the hydrogen yield. The hydrogen yield reached 90.63 % with the addition of 0.3 g of CaO, which was 13.7 % higher than that without the addition of CaO. In addition, to investigate the structural changes and chemical state of the catalysts, the differences between the catalysts before and after use were analyzed using a variety of characterization methods. This study provides critical insights into the design of efficient catalysts and processes for overcoming the challenges associated with biomass-derived tar.
生物质气化制氢作为一种可持续能源技术近年来受到广泛关注。然而,生物质气化过程会产生焦油。这会严重影响后续的气体清洗和利用。在本研究中,甲苯作为焦油模型化合物。考察了不同催化剂载体、重整温度、S/C比和原位CO2捕集对甲苯蒸汽重整收率的影响。结果表明,在相同的工作条件下,SiC载体催化剂的产氢率远高于SiO2和Al2O3载体催化剂。这是由于SiC载体具有优异的导热性和适宜的酸碱性质。CaO能有效吸附CO₂,提高产氢率。添加0.3 g CaO时,产氢率达到90.63%,比未添加CaO时提高13.7%。此外,为了研究催化剂的结构变化和化学状态,采用多种表征方法分析了催化剂使用前后的差异。这项研究为设计有效的催化剂和工艺提供了重要的见解,以克服与生物质衍生焦油相关的挑战。
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引用次数: 0
Use of methanol as a promoter for ammonia combustion 使用甲醇作为氨燃烧的促进剂
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-01 DOI: 10.1016/j.biombioe.2024.107572
A. Ruiz-Gutiérrez, I. De Diego, M.U. Alzueta
This work aims to study the oxidation of ammonia and methanol mixtures (NH3/CH3OH). For this purpose, laboratory experiments were conducted using a quartz flow reactor at atmospheric pressure, in a temperature range of 875–1425 K. The oxygen excess ratio (λ) and the NH3/CH3OH ratio were modified during the experiments. The experimental results have been simulated with a literature-based kinetic mechanism. The results show that the presence of CH3OH and the oxygen excess ratio affect the conversion of NH3, shifting its oxidation to lower temperatures as these variables increase. The oxidation of both fuels was slightly boosted with increasing CH3OH concentration. The λ study showed that the fuel-lean conditions accelerate NH3 oxidation at lower temperatures whereas do not have the same effect on CH3OH oxidation. The H radical concentration significantly influences fuel consumption, especially in reactions involving CH3OH and NH2, and it is also key for inhibition processes. CH3OH was found to initiate NH3 reactions, with strong competition for OH radicals between the two fuels. Nevertheless, methanol helps reduce ammonia's oxidation temperature. CH2OH was identified as the predominant species following H-abstraction from CH3OH. In the NH3/CH3OH ratio studies, increasing methanol concentration lowered the oxidation temperature of both fuels, with a temperature difference of up to 150 K observed for NH3/CH3OH ratios from 0.6 to 10. Increasing methanol concentration for a given NH3 value also shifted the prominence of secondary reaction pathways, further influencing the overall oxidation process.
这项工作旨在研究氨和甲醇混合物(NH3/CH3OH)的氧化。为此,在常压下,在875-1425 K的温度范围内,使用石英流反应器进行了实验室实验。在实验过程中对氧过量比(λ)和NH3/CH3OH比进行了修正。对实验结果进行了基于文献的动力学机理模拟。结果表明,CH3OH的存在和氧过量比影响NH3的转化,随着这些变量的增加,NH3的氧化向较低的温度转移。随着CH3OH浓度的增加,两种燃料的氧化作用略有增强。λ研究表明,燃料稀薄条件在较低温度下加速了NH3的氧化,而对CH3OH的氧化没有相同的影响。H自由基浓度显著影响燃料消耗,特别是在涉及CH3OH和NH2的反应中,也是抑制过程的关键。研究发现,CH3OH可引发NH3反应,两种燃料对OH自由基的竞争非常激烈。然而,甲醇有助于降低氨的氧化温度。从CH3OH中提取h后,确定CH2OH为优势种。在NH3/CH3OH比研究中,增加甲醇浓度降低了两种燃料的氧化温度,NH3/CH3OH比为0.6至10时,观察到的温差高达150 K。在一定的NH3值下,增加甲醇浓度也会改变二次反应路径的重点,进一步影响整个氧化过程。
{"title":"Use of methanol as a promoter for ammonia combustion","authors":"A. Ruiz-Gutiérrez,&nbsp;I. De Diego,&nbsp;M.U. Alzueta","doi":"10.1016/j.biombioe.2024.107572","DOIUrl":"10.1016/j.biombioe.2024.107572","url":null,"abstract":"<div><div>This work aims to study the oxidation of ammonia and methanol mixtures (NH<sub>3</sub>/CH<sub>3</sub>OH). For this purpose, laboratory experiments were conducted using a quartz flow reactor at atmospheric pressure, in a temperature range of 875–1425 K. The oxygen excess ratio (λ) and the NH<sub>3</sub>/CH<sub>3</sub>OH ratio were modified during the experiments. The experimental results have been simulated with a literature-based kinetic mechanism. The results show that the presence of CH<sub>3</sub>OH and the oxygen excess ratio affect the conversion of NH<sub>3</sub>, shifting its oxidation to lower temperatures as these variables increase. The oxidation of both fuels was slightly boosted with increasing CH<sub>3</sub>OH concentration. The λ study showed that the fuel-lean conditions accelerate NH<sub>3</sub> oxidation at lower temperatures whereas do not have the same effect on CH<sub>3</sub>OH oxidation. The H radical concentration significantly influences fuel consumption, especially in reactions involving CH<sub>3</sub>OH and NH<sub>2</sub>, and it is also key for inhibition processes. CH<sub>3</sub>OH was found to initiate NH<sub>3</sub> reactions, with strong competition for OH radicals between the two fuels. Nevertheless, methanol helps reduce ammonia's oxidation temperature. CH<sub>2</sub>OH was identified as the predominant species following H-abstraction from CH<sub>3</sub>OH. In the NH<sub>3</sub>/CH<sub>3</sub>OH ratio studies, increasing methanol concentration lowered the oxidation temperature of both fuels, with a temperature difference of up to 150 K observed for NH<sub>3</sub>/CH<sub>3</sub>OH ratios from 0.6 to 10. Increasing methanol concentration for a given NH<sub>3</sub> value also shifted the prominence of secondary reaction pathways, further influencing the overall oxidation process.</div></div>","PeriodicalId":253,"journal":{"name":"Biomass & Bioenergy","volume":"193 ","pages":"Article 107572"},"PeriodicalIF":5.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142911778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Secretory expression of xylA under high dissolved oxygen to improve the xylose fermentation efficiency of Saccharomyces cerevisiae 高溶解氧条件下xylA分泌表达对提高酿酒酵母木糖发酵效率的影响
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-01 DOI: 10.1016/j.biombioe.2024.107543
Mengtian Huang , Zhuocheng Jin , Hong Ni , Peining Zhang , Huanan Li , Jiashu Liu , Chengcheng Weng , Zhengbing Jiang
The isomerization of xylose to xylulose is considered the most promising method for xylose utilization. The xylose isomerase (XI) gene xylA from Orpinomyces sp. ukk1 was expressed intracellularly and extracellularly in modified Saccharomyces cerevisiae strains INVSc-xylA and INVSc-SS-xylA, respectively, to enhance the synthesis of bioethanol, which is frequently utilized as a substitute for conventional fossil fuels. Moreover, the xylose transporter gene Xltr1p from Trichoderma reesei was co-expressed with xylA expressed intracellularly for INVSc-xylA-Xltr1p to further improve xylose utilization in glucose and xylose co-fermentation. INVSc-SS-xylA in mixed sugars consumed 8.30 g/L xylose, which was approximately 3- and 2-fold higher than these of INVSc-xylA and INVSc-xylA-Xltr1p, respectively. This result indicated converting xylose to xylulose prior to absorption was more effective for xylose consumption of S. cerevisiae. Furthermore, high dissolved oxygen (DO) promoted xylose utilization, regardless xylA was expressed extracellularly or intracellularly. INVSc-SS-xylA had a 1.5-fold higher xylose consumption rate than INVSc-xylA-Xltr1p. Transcriptome analysis of INVSc-SS-xylA under different DO levels indicated 967 differentially expressed genes (DEGs) were upregulated and 796 DEGs were downregulated. Most upregulated DEGs were related to TCA cycle, amino acid metabolism and energy metabolism, etc. INVSc-SS-xylA contributed to sugar-to-ethanol yield reached 0.25 g/g from pretreated bagasse hydrolysates, without detoxifying or washing pretreated biomass. These results demonstrated xylose metabolism can be improved by xylA expressed extracellularly in high DO production of ethanol from mixed sugars and provide useful methodological guidance in industrial ethanol production using undetoxified biomass.
木糖异构化制备木糖被认为是最有前途的木糖利用方法。Orpinomyces sp. ukk1木糖异构酶(xylA)基因在酿酒酵母(Saccharomyces cerevisiae) INVSc-xylA和INVSc-SS-xylA中分别在细胞内和细胞外表达,以促进生物乙醇的合成,而生物乙醇通常被用作传统化石燃料的替代品。此外,将里氏木霉木糖转运基因Xltr1p与胞内表达的xylA共表达为INVSc-xylA-Xltr1p,进一步提高葡萄糖和木糖共发酵过程中木糖的利用率。混合糖中,INVSc-SS-xylA对木糖的消耗为8.30 g/L,分别比INVSc-xylA和INVSc-xylA- xltr1p高约3倍和2倍。结果表明,在吸收木糖之前将木糖转化为木糖对酿酒酵母的木糖消耗更为有效。此外,高溶解氧(DO)促进了木糖的利用,无论xylA是在细胞外还是细胞内表达。INVSc-SS-xylA的木糖消耗率比INVSc-xylA-Xltr1p高1.5倍。不同DO水平下的INVSc-SS-xylA转录组分析显示,967个差异表达基因(deg)上调,796个差异表达基因(deg)下调。大部分上调的deg与TCA循环、氨基酸代谢和能量代谢等有关。INVSc-SS-xylA使预处理蔗渣水解物的糖制乙醇产量达到0.25 g/g,无需解毒或洗涤预处理生物质。这些结果表明,在混合糖生产高DO乙醇的过程中,细胞外表达的xylA可以改善木糖代谢,并为利用未解毒生物质生产工业乙醇提供有用的方法指导。
{"title":"Secretory expression of xylA under high dissolved oxygen to improve the xylose fermentation efficiency of Saccharomyces cerevisiae","authors":"Mengtian Huang ,&nbsp;Zhuocheng Jin ,&nbsp;Hong Ni ,&nbsp;Peining Zhang ,&nbsp;Huanan Li ,&nbsp;Jiashu Liu ,&nbsp;Chengcheng Weng ,&nbsp;Zhengbing Jiang","doi":"10.1016/j.biombioe.2024.107543","DOIUrl":"10.1016/j.biombioe.2024.107543","url":null,"abstract":"<div><div>The isomerization of xylose to xylulose is considered the most promising method for xylose utilization. The xylose isomerase (XI) gene <em>xylA</em> from <em>Orpinomyces</em> sp. ukk1 was expressed intracellularly and extracellularly in modified <em>Saccharomyces cerevisiae</em> strains INV<em>Sc</em>-<em>xylA</em> and INV<em>Sc</em>-SS-<em>xylA</em>, respectively, to enhance the synthesis of bioethanol, which is frequently utilized as a substitute for conventional fossil fuels. Moreover, the xylose transporter gene <em>Xltr1p</em> from <em>Trichoderma reesei</em> was co-expressed with <em>xylA</em> expressed intracellularly for INV<em>Sc</em>-<em>xylA</em>-<em>Xltr1p</em> to further improve xylose utilization in glucose and xylose co-fermentation. INV<em>Sc</em>-SS-<em>xylA</em> in mixed sugars consumed 8.30 g/L xylose, which was approximately 3- and 2-fold higher than these of INV<em>Sc</em>-<em>xylA</em> and INV<em>Sc</em>-<em>xylA</em>-<em>Xltr1p</em>, respectively. This result indicated converting xylose to xylulose prior to absorption was more effective for xylose consumption of <em>S. cerevisiae</em>. Furthermore, high dissolved oxygen (DO) promoted xylose utilization, regardless <em>xylA</em> was expressed extracellularly or intracellularly. INV<em>Sc</em>-SS-<em>xylA</em> had a 1.5-fold higher xylose consumption rate than INV<em>Sc</em>-<em>xylA</em>-<em>Xltr1p</em>. Transcriptome analysis of INV<em>Sc</em>-SS-<em>xylA</em> under different DO levels indicated 967 differentially expressed genes (DEGs) were upregulated and 796 DEGs were downregulated. Most upregulated DEGs were related to TCA cycle, amino acid metabolism and energy metabolism, etc. INV<em>Sc</em>-SS-<em>xylA</em> contributed to sugar-to-ethanol yield reached 0.25 g/g from pretreated bagasse hydrolysates, without detoxifying or washing pretreated biomass. These results demonstrated xylose metabolism can be improved by <em>xylA</em> expressed extracellularly in high DO production of ethanol from mixed sugars and provide useful methodological guidance in industrial ethanol production using undetoxified biomass.</div></div>","PeriodicalId":253,"journal":{"name":"Biomass & Bioenergy","volume":"193 ","pages":"Article 107543"},"PeriodicalIF":5.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142809108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal, structural, and compositional evaluation of coyol shell pretreatments for enhanced lignocellulosic biomass utilization coyol壳预处理提高木质纤维素生物质利用率的热、结构和成分评价
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-01 DOI: 10.1016/j.biombioe.2024.107518
Fidel A. Aguilar-Aguilar , Violeta Y. Mena-Cervantes , Cesar Romero-Hernández , Fabián S. Mederos-Nieto , Alejandro Ramírez- Estada , Raúl Hernández-Altamirano
The valorization of coyol shell (Acrocomia aculeata) lignocellulose presents significant potential for biofuel and bioproduct production yet remains underexplored. This study assessed the impact of three pretreatment methods—NaOH, NaOH/Na₂S, and EtOH—on the structural, thermal, and chemical properties of the coyol shell to enhance its utilization in biorefinery processes. Using advanced characterization techniques such as Fourier-transform infrared spectroscopy (FTIR), thermogravimetric analysis (TGA), elemental analysis, and scanning electron microscopy (SEM), this research provides a detailed comparative analysis of pretreatment methods on this underutilized biomass. FTIR results revealed significant reductions in hydroxyl (3300 cm⁻1) and carbonyl (1735 cm⁻1) groups, with EtOH showing the most effective hemicellulose and lignin degradation. TGA analysis indicated an increase in volatile matter content after pretreatments, with EtOH retaining 95.16 %, NaOH 96.09 %, and NaOH/Na₂S 95.97 %, compared to 73.97 % in untreated biomass. Elemental analysis showed an increase in carbon content (C) and a decrease in oxygen-to-carbon (O/C) ratio across all pretreatments, highlighting improved energy density and suitability for biofuel production. SEM analysis confirmed structural disruption, with NaOH/Na₂S yielding the most fragmented and porous morphology, facilitating further biomass processing. The theoretical biochemical methane potential (BMP) demonstrated that NaOH achieved 396 mL CH₄/g VS, significantly higher than untreated biomass at 327 mL CH₄/g VS. This indicates the enhanced accessibility of fermentable components, making pretreated biomass suitable for biogas production. The results establish a foundation for optimizing pretreatment strategies to enhance the valorization of coyol shell in sustainable biorefinery frameworks, contributing to a circular bioeconomy.
豆蔻醇壳(Acrocomia aculeata)木质纤维素的增值在生物燃料和生物产品生产方面具有巨大的潜力,但仍未得到充分开发。本研究评估了NaOH、NaOH/Na₂S和etoh三种预处理方法对椰醇壳结构、热学和化学性质的影响,以提高其在生物炼制过程中的利用率。本研究利用傅里叶变换红外光谱(FTIR)、热重分析(TGA)、元素分析和扫描电镜(SEM)等先进表征技术,对未充分利用的生物质的预处理方法进行了详细的对比分析。FTIR结果显示羟基(3300 cm - 1)和羰基(1735 cm - 1)基团的显著减少,乙醚显示出最有效的半纤维素和木质素降解。TGA分析表明,预处理后的挥发物含量增加,EtOH保留95.16%,NaOH保留96.09%,NaOH/Na₂S保留95.97%,而未经处理的生物量为73.97%。元素分析显示,在所有预处理过程中,碳含量(C)增加,氧碳比(O/C)降低,突出表明能量密度提高,适合生物燃料生产。SEM分析证实了结构破坏,NaOH/Na₂S产生最破碎和多孔的形态,有利于进一步的生物质处理。理论生化甲烷势(BMP)表明,NaOH达到396 mL CH₄/g VS,显著高于未处理的327 mL CH₄/g VS,这表明可发酵成分的可及性增强,使预处理的生物质适合沼气生产。研究结果为优化预处理策略奠定了基础,以提高可持续生物炼制框架中coyol壳的价值,为循环生物经济做出贡献。
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引用次数: 0
Research on characterization of pellet characteristics of straw and potato residue mixture based on deep learning 基于深度学习的秸秆-马铃薯渣混合物颗粒特性表征研究
IF 5.8 2区 生物学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2025-02-01 DOI: 10.1016/j.biombioe.2024.107551
Xiaowei Jin , Wenbin Guo , Tianyu Shi , Jian Yang , Fan Hu , Zhipeng Wang
Compressing straw and potato residues into pellets addresses transportation and storage challenges while promoting sustainable waste management. In this study, a deep learning model was utilized to ascertain the parameters within the microscopic images of the mixed pellets. Moreover, the mechanisms of changes in the molding process of the mixed pellets were analyzed in conjunction with their mechanical properties. Firstly, a cylindrical specimen compressed by an electronic universal testing machine was employed to ascertain mechanical indices, including the relaxation ratio and crushing strength. The ResNet-Unet model was used to identify changes in parameters, such as the presence of solid bridges and cracks, in microscopic images under varying experimental conditions. The findings of the study demonstrate that the model exhibits an accuracy of 92 % and 94 % in identifying solid bridges and cracks, respectively. Secondly, the mechanisms behind the changes in relaxation ratio and crushing strength were subjected to in-depth analysis based on the microscopic images observed by scanning electron microscopy (SEM) under different experimental conditions. The study revealed that the formation of solid bridges during the production of biomass pellets is a dynamic process involving growth, diffusion, and merging with other solid bridges. Additionally, the formation of solid bridges can influence the changes in relaxation ratios and crushing strengths. Meanwhile, the generation of solid bridges was not found to be affected by the feeding amount. It was observed that an appropriate feeding amount could reduce the length of cracks on the pellet surface and improve the quality of the molding.
将秸秆和马铃薯残渣压缩成颗粒,解决了运输和储存方面的挑战,同时促进了可持续的废物管理。在本研究中,利用深度学习模型来确定混合颗粒的微观图像中的参数。结合混合球团的力学性能,分析了混合球团在成型过程中的变化机理。首先,利用电子万能试验机对圆柱形试样进行压缩,确定其松弛比和抗压强度等力学指标;ResNet-Unet模型用于识别在不同实验条件下微观图像中参数的变化,例如固体桥梁和裂缝的存在。研究结果表明,该模型在识别固体桥梁和裂缝方面的准确率分别为92%和94%。其次,基于不同实验条件下的扫描电镜(SEM)观察到的微观图像,深入分析了松驰比和抗压强度变化的机理。研究表明,生物质颗粒生产过程中固体桥的形成是一个生长、扩散和与其他固体桥融合的动态过程。此外,固体桥梁的形成会影响弛豫比和抗压强度的变化。同时,固体桥的生成不受投料量的影响。结果表明,适当的加料量可以减少球团表面裂纹的长度,提高成型质量。
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引用次数: 0
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