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Overexpression of PtNRPS1 enhances diatom-mediated bioremediation of salicylate pollution 过表达 PtNRPS1 可增强硅藻介导的水杨酸盐污染生物修复。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-07 DOI: 10.1016/j.biortech.2024.131782
Dong-Sheng Zhao , Yu-Ting Chen , Jia-Min Xu , Xiao-Li Liu , Yi-Cheng Xu , Peng Cao , Junliang Li , Shengqin Wang , Nan Li , Yong Li , Shu-Ming Li , Xiufeng Yan , Qiuying Pang , Hui-Xi Zou
The accumulation of the emerging pollutant salicylic acid (SA) in the environment has gained much attention. In this study, overexpression of the non-ribosomal peptide synthase (NRPS) gene, PtNRPS1 in the marine diatom Phaeodactylum tricornutum (PtNRPS1-OE) increased resistance to SA pollutants. It was assumed that the enhanced tolerance was due to the high binding affinity between recombinant PtNRPS1 (rNRPS1) and SA pollutants. Moreover, tandem mass spectrometry analysis determined the amino acids that participated in the covalently binding of SA. The removal efficiency of SA pollutants by PtNRPS1-OE cells was found to be markedly elevated. The mechanism underlying the removal of SA and 5-substituted SA (5-sSA) was proposed, following the co-localization analysis of rNRPS1 and SA. The purpose of this study was not about using PtNRPS1 as an enzyme to catalyze the synthesis of metabolite. Rather, it explored the possibility of using PtNRPS1 to remove pollutants, which further improves practical feasibility of microalgae-mediated bioremediation.
新出现的污染物水杨酸(SA)在环境中的积累已引起广泛关注。在这项研究中,海洋硅藻 Phaeodactylum tricornutum(PtNRPS1-OE)过表达非核糖体肽合成酶(NRPS)基因 PtNRPS1 增加了对 SA 污染物的耐受性。据推测,耐受性的增强是由于重组 PtNRPS1(rNRPS1)与 SA 污染物之间的高结合亲和力。此外,串联质谱分析确定了参与与 SA 共价结合的氨基酸。研究发现,PtNRPS1-OE 细胞对 SA 污染物的去除率明显提高。通过对 rNRPS1 和 SA 的共定位分析,提出了去除 SA 和 5-取代的 SA(5-sSA)的机制。本研究的目的不是利用 PtNRPS1 作为催化合成代谢物的酶。而是探索利用 PtNRPS1 去除污染物的可能性,从而进一步提高微藻介导的生物修复的实际可行性。
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引用次数: 0
Mechanistic insights into melanoidins-induced hydrophilicity of thermal hydrolyzed sludge and its impact on dewaterability 热水解污泥中美兰素诱导的亲水性及其对脱水性影响的机理研究。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-07 DOI: 10.1016/j.biortech.2024.131766
Qian Zhang, Junyue Xu, Jiamian Wang, Liwei Wang, Nan Wang, Xinran Liu, Jiuxiao Hao
Although thermal hydrolysis pretreatment enhances disposal efficiency of sludge, it inevitably leads to melanoidins formation, which will negatively impact the subsequent wastewater treatment processes. However, their effect on the dewaterability of thermal hydrolyzed sludge (THS) remains poorly understood. This study aimed to uncover the underlying mechanisms of how melanoidins affecting dewaterability of THS. Using resin-adsorption method to reduce melanoidins content by 50% led to 21% and 6% decreases in capillary suction time and specific resistance to filtration, respectively, and a 14% increase in sludge cake solid content. Conversely, accumulating melanoidins to 200% worsened THS dewaterability, altering surface morphology and reducing floc stability, which increased the content of bound water by 9%. Additionally, a higher melanoidins level increased the hydrophilic components in extracellular polymeric substances while reducing hydrophobic sites and structures. These findings indicate that melanoidins impair THS dewaterability by altering flocs spatial properties and increasing hydrophilic structures and components.
虽然热水解预处理可提高污泥的处置效率,但不可避免地会形成类黑色素,这将对后续的废水处理过程产生负面影响。然而,人们对它们对热水解污泥(THS)脱水性的影响仍然知之甚少。本研究旨在揭示类黑色素如何影响热水解污泥脱水性的内在机制。采用树脂吸附法将黑色素含量降低 50%,可使毛细管抽吸时间和过滤比阻分别减少 21% 和 6%,污泥饼固形物含量增加 14%。相反,将类黑色素累积到 200% 会恶化 THS 的脱水性,改变表面形态并降低絮凝物的稳定性,从而使结合水的含量增加 9%。此外,较高的类黑色素水平会增加细胞外聚合物物质中的亲水成分,同时减少疏水部位和结构。这些研究结果表明,类黑色素会改变絮凝体的空间特性,增加亲水结构和成分,从而影响 THS 的脱水性。
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引用次数: 0
Mechanism of promoting okara insoluble to soluble dietary fiber by high-pressure homogenization-microbial fermentation 通过高压均质-微生物发酵将秋葵不溶性膳食纤维转化为可溶性膳食纤维的机理。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-07 DOI: 10.1016/j.biortech.2024.131774
Derong Lin , Hongjin Ning , Ya Liu , Wen Qin , Jianhua Liu , Douglas A. Loy
This study investigated the conversion of okara insoluble dietary fiber (IDF) to soluble dietary fiber (SDF) using high-pressure homogenization (HPH) combined with microbial fermentation. The conversion mechanism was analyzed from four aspects: correlation, proteomics, component and structure under. Results indicated a negative correlation between pH and SDF yield (r = -0.9885, p < 0.05), while cellulase and xylanase showed a positive correlation with SDF yield (p < 0.05). Proteomic analysis identified 22 key enzymes involved in IDF degradation. According to the composition and structure, the combined treatment effectively reduced the aggregation of IDF, promoting its transformation into SDF. HPH treatment primarily acted on the hemicellulose fractions in the amorphous region, while microbial fermentation broke hydrogen bonds between hydroxyl groups in the crystalline regions of cellulose, enhancing the conversion of more exposed cellulose. This study provided theoretical support for the development and utilization of okara IDF.
本研究探讨了利用高压均质(HPH)结合微生物发酵将秋葵不溶性膳食纤维(IDF)转化为可溶性膳食纤维(SDF)的过程。从相关性、蛋白质组学、组分和结构四个方面分析了转化机理。结果表明,pH 值与 SDF 产量呈负相关(r = -0.9885,p
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引用次数: 0
Graph-learning-based machine learning improves prediction and cultivation of commercial-grade marine microalgae Porphyridium 基于图学习的机器学习改进了商业级海洋微藻 Porphyridium 的预测和培育。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-07 DOI: 10.1016/j.biortech.2024.131728
Huankai Li, Leijian Chen, Feng Zhang, Zongwei Cai
A graph learning [Binarized Attributed Network Embedding (BANE)] model enhances the single-target and multi-target prediction performances of random forest and eXtreme Gradient Boosting (XGBoost) by learning complex interrelationships between cultivation parameters of Porphyridium. The BANE-XGBoost has the best prediction performance (train R2 > 0.96 and test R2 > 0.87). Based on Shapley Additive Explanation (SHAP) model, illumination intensity, culture time, and KH2PO4 are the most critical factors for Porphyridium growth. The combined facilitating roles of cultivation parameters are found using the SHAP value-based heat map and group. To reach high biomass and daily production rate concurrently, one-way and two-way partial dependent plots models find the optimal conditions. The top 2 critical parameters (illumination intensity and KH2PO4) were selected to verify using the graphical user interface website based on the optimized model and lab experiments, respectively. This study shows the graph-learning-based model can improve prediction performance and optimize intricate low-carbon microalgal cultivation.
图学习[二值化属性网络嵌入(BANE)]模型通过学习卟啉草栽培参数之间复杂的相互关系,提高了随机森林和梯度提升(XGBoost)的单目标和多目标预测性能。BANE-XGBoost 的预测性能最佳(训练 R2 > 0.96,测试 R2 > 0.87)。根据 Shapley Additive Explanation(SHAP)模型,光照强度、培养时间和 KH2PO4 是影响卟啉生长的最关键因素。利用基于 SHAP 值的热图和分组,可以发现培养参数的综合促进作用。为了同时达到高生物量和高日产量,单向和双向部分因果图模型找到了最佳条件。根据优化模型和实验室实验,分别选择了前两个关键参数(光照强度和 KH2PO4)通过图形用户界面网站进行验证。这项研究表明,基于图形学习的模型可以提高预测性能,优化错综复杂的低碳微藻栽培。
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引用次数: 0
High lead-tolerant mutant Bacillus tropicus AT31-1 from rhizosphere soil of Pu-erh and its remediation mechanism 普洱根瘤土壤中的高耐铅突变体枯草芽孢杆菌 AT31-1 及其修复机制。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-07 DOI: 10.1016/j.biortech.2024.131751
Qiang Li , Wenxia Yuan , Xiujuan Deng , Yaping Chen , Limei Li , Lijiao Chen , Raoqiong Che , Wei Huang , Yamin Wu , Chun Wang , Zejun Wang , Miao Zhou , Zongpei Fan , Baijuan Wang
In this study, we successfully generated the mutant strain Bacillus tropicus AT31-1 from AT31 through atmospheric room-temperature plasma mutagenesis. This mutant strain AT31-1 demonstrated an impressive 48.6 % removal efficiency in 400 mg/L lead medium. Comparative genomic analysis showed that the mutant strain AT31-1 had three mutation sites, which affect the efflux RND transporter permease subunit, the response regulator transcription factor, and a gene with unknown function. The transcriptional analysis showed a notable upregulation in the expression of 283 genes in AT31-1 as lead concentrations increased from 0 to 200 mg/L and then to 400 mg/L, which include zinc-transporting ATPase, ferrous iron transport protein B, NADH dehydrogenase, and others. The Gene ontology function of the peptide metabolic process, along with the KEGG pathway of carbon metabolism were identified as closely linked to the extreme lead tolerance of AT31-1. This study presents novel insights into the lead tolerance mechanisms of bacteria.
在本研究中,我们通过常温等离子体诱变成功地从 AT31 培育出了突变菌株芽孢杆菌 AT31-1。该突变菌株 AT31-1 在 400 mg/L 铅培养基中的去除率高达 48.6%。基因组比较分析表明,突变菌株 AT31-1 有三个突变位点,分别影响外排 RND 转运体渗透酶亚基、反应调节转录因子和一个功能未知的基因。转录分析表明,随着铅浓度从 0 毫克/升升高到 200 毫克/升,再升高到 400 毫克/升,AT31-1 中 283 个基因的表达明显上调,其中包括锌转运 ATPase、亚铁转运蛋白 B、NADH 脱氢酶等。肽代谢过程的基因本体功能和碳代谢的 KEGG 通路被确认与 AT31-1 的极强耐铅能力密切相关。这项研究对细菌的耐铅机制提出了新的见解。
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引用次数: 0
Photochemical behavior of extracellular polymeric substances in intimately coupled TiO2 photocatalysis and biodegradation system 细胞外聚合物物质在二氧化钛光催化和生物降解密切耦合系统中的光化学行为。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-06 DOI: 10.1016/j.biortech.2024.131752
Xiangwei Ding , Qingmiao Yu , Hongpu Xue , Wei Zhang , Hongqiang Ren , Jinju Geng
Photosensitization of extracellular polymeric substances (EPS) in aqueous environments is significant for pollutants degradation, but the synergistic effects in intimately coupled photocatalysis and biodegradation (ICPB) remain unknown. In this study, the pivotal role of EPS photosensitization in the degradation of 17β-estradiol 3-sulfate (E2-3S) was investigated in ICPB. Protein and polysaccharide contents in loosely bound EPS (LB-EPS) and tightly bound EPS (TB-EPS) increased by 16.6, 9.15 and 9.2, 2.2 times compared with R1 (biofilm with light without photocatalyst) and R2 (biofilm with photocatalyst without light), respectively. During irradiation tests, more reactive species were generated in LB-EPS, and achieving 99.8 % degradation efficiency of E2-3S; tryptophan-like protein in EPS firstly to be converted, while the tyrosine-like protein underwent greater conversion; furthermore, hydrophilic molecules with O/C < 0.45 in EPS decreased and unsaturated molecules with H/C = 0.7–1.5 and O/C = 0–0.1 increased. This study reveals the photosensitization reaction of EPS in ICPB, which provides new insights for pollutants degradation.
细胞外高分子物质(EPS)在水环境中的光敏作用对污染物降解具有重要意义,但其在光催化和生物降解密切耦合(ICPB)中的协同效应尚不清楚。本研究探讨了 EPS 光敏化在 ICPB 中降解 17β-estradiol 3-sulfate (E2-3S) 的关键作用。与 R1(有光照无光催化剂的生物膜)和 R2(有光催化剂无光照的生物膜)相比,松散结合 EPS(LB-EPS)和紧密结合 EPS(TB-EPS)中的蛋白质和多糖含量分别增加了 16.6 倍、9.15 倍和 9.2 倍、2.2 倍。在辐照试验中,LB-EPS 中产生了更多的活性物种,E2-3S 的降解效率达到 99.8%;EPS 中的色氨酸类蛋白首先被转化,而酪氨酸类蛋白则发生了更大的转化;此外,亲水性分子 O/C
{"title":"Photochemical behavior of extracellular polymeric substances in intimately coupled TiO2 photocatalysis and biodegradation system","authors":"Xiangwei Ding ,&nbsp;Qingmiao Yu ,&nbsp;Hongpu Xue ,&nbsp;Wei Zhang ,&nbsp;Hongqiang Ren ,&nbsp;Jinju Geng","doi":"10.1016/j.biortech.2024.131752","DOIUrl":"10.1016/j.biortech.2024.131752","url":null,"abstract":"<div><div>Photosensitization of extracellular polymeric substances (EPS) in aqueous environments is significant for pollutants degradation, but the synergistic effects in intimately coupled photocatalysis and biodegradation (ICPB) remain unknown. In this study, the pivotal role of EPS photosensitization in the degradation of 17β-estradiol 3-sulfate (E2-3S) was investigated in ICPB. Protein and polysaccharide contents in loosely bound EPS (LB-EPS) and tightly bound EPS (TB-EPS) increased by 16.6, 9.15 and 9.2, 2.2 times compared with R1 (biofilm with light without photocatalyst) and R2 (biofilm with photocatalyst without light), respectively. During irradiation tests, more reactive species were generated in LB-EPS, and achieving 99.8 % degradation efficiency of E2-3S; tryptophan-like protein in EPS firstly to be converted, while the tyrosine-like protein underwent greater conversion; furthermore, hydrophilic molecules with O/C &lt; 0.45 in EPS decreased and unsaturated molecules with H/C = 0.7–1.5 and O/C = 0–0.1 increased. This study reveals the photosensitization reaction of EPS in ICPB, which provides new insights for pollutants degradation.</div></div>","PeriodicalId":258,"journal":{"name":"Bioresource Technology","volume":"416 ","pages":"Article 131752"},"PeriodicalIF":9.7,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142602343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simple enzymatic depolymerization process based on rapid ball milling pretreatment for high-crystalline polyethylene terephthalate fibers 基于快速球磨预处理的高结晶聚对苯二甲酸乙二醇酯纤维的简单酶解聚工艺。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-06 DOI: 10.1016/j.biortech.2024.131759
Yu Zhou , Jinxu Zhang , Yunxin Zheng , Wei Lin , Shengping You , Mengfan Wang , Rongxin Su , Wei Qi
The high crystallinity (30 %–50 %) of discarded polyester textile waste limits the industrialization of its clean enzymatic depolymerization. In this study, a simple process based on ball milling pretreatment was developed to achieve effective enzymatic hydrolysis of high-crystalline polyester fiber. Ball milling was selected for its short, mild, and chemical-free process, which achieved a remarkable 23.8-fold (60.9 %) increase in terephthalic acid (TPA) yield from waste polyethylene terephthalate (PET) degradation, along with high TPA purity in the released soluble compounds. Just 30 min of ball milling at room temperature induced polyester amorphization, resulting in polyester with 12 % lower crystallinity compared with untreated polyester (51 %), while simultaneously increasing the surface roughness of polyester, thereby enhancing the efficiency of enzymatic hydrolysis. The simple process for effective enzymatic-depolymerization of waste polyester fiber developed in this study has potential industrial applications.
废弃聚酯纺织废料的高结晶度(30%-50%)限制了其清洁酶解的工业化。本研究开发了一种基于球磨预处理的简单工艺,以实现对高结晶聚酯纤维的有效酶解。选择球磨法的原因是其工艺流程短、温和且不含化学物质,从废弃聚对苯二甲酸乙二酯(PET)降解中获得的对苯二甲酸(TPA)产量显著增加了 23.8 倍(60.9%),同时释放出的可溶性化合物中的对苯二甲酸(TPA)纯度也很高。室温下仅 30 分钟的球磨就能诱导聚酯发生非晶化,使聚酯的结晶度比未经处理的聚酯(51%)低 12%,同时增加了聚酯的表面粗糙度,从而提高了酶水解的效率。本研究开发的有效酶解聚酯纤维的简单工艺具有潜在的工业应用价值。
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引用次数: 0
Enhancing lead tolerance in spirulina using glycine betaine under high CO2 and salinity for sustainable carbon capture 在高二氧化碳和高盐度条件下利用甘氨酸甜菜碱增强螺旋藻对铅的耐受性,以实现可持续碳捕获。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-06 DOI: 10.1016/j.biortech.2024.131757
Chunli Yu , Rui Xu , Shengxi Shao , Wenguang Zhou
Microalgae-based carbon capture and utilization (CCU) offers a promising negative emission technology that absorbs CO2 and generates valuable biomass. However, heavy metal pollutants in industrial flue gases can compromise carbon sequestration efficiency and bioproduct quality. Spirulina was investigated as a model organism for CO2 sequestration, using a modified Zarrouk’s medium to integrate salt stress and an osmoprotectant to boost biomass yield under 15 % CO2. This approach enhances both biomass yield (380.83 mg L–1 d–1)and resistance to lead toxicity. Analytical assessments revealed that glycine betaine (GB) supplementation drastically reduced lead accumulation, decreasing the extracellular and intracellular contents by 39.7 % and 60.7 %, respectively. A notable decrease in extracellular dissolved organic matter was also observed. Furthermore, transcriptomic analyses confirmed that GB treatment strengthened osmotic stress responses and suppressed metal ion transport. These findings enhanced the feasibility of microalgae-based CCU technologies, marking significant progress in sustainable algal biotechnology.
基于微藻的碳捕集与利用(CCU)提供了一种前景广阔的负排放技术,它可以吸收二氧化碳并产生有价值的生物质。然而,工业烟气中的重金属污染物会影响固碳效率和生物产品质量。研究人员将螺旋藻作为二氧化碳封存的模式生物,使用改良的扎鲁克培养基,结合盐胁迫和渗透保护剂,以提高 15% CO2 条件下的生物量产量。这种方法既提高了生物量产量(380.83 mg L-1 d-1),又增强了对铅毒性的抗性。分析评估显示,补充甘氨酸甜菜碱(GB)可大幅减少铅的积累,使细胞外和细胞内的铅含量分别降低了39.7%和60.7%。细胞外溶解有机物也明显减少。此外,转录组分析证实,GB 处理加强了渗透胁迫反应并抑制了金属离子的转运。这些发现提高了基于微藻的 CCU 技术的可行性,标志着可持续藻类生物技术取得了重大进展。
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引用次数: 0
One-pot sequential aldol condensation and hydrodeoxygenation of furfural and acetone to 1-octanol over multifunctional acid-based catalytic system 在多功能酸基催化体系上,将糠醛和丙酮进行单锅顺序醛醇缩合和加氢脱氧生成 1-辛醇。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-06 DOI: 10.1016/j.biortech.2024.131764
Reibelle Q. Raguindin , Mahlet N. Gebresillase , Jimin Kang , Young-Woong Suh , Jeong Gil Seo
Furfural and acetone are two of the most promising chemicals derived from lignocellulosic biomass. Coupling these two compounds expands the broad range of value-added chemicals that can be derived from biomass. In this study, 1-octanol, a promising medium chain-length alcohol, was produced from furfural and acetone through a series of reactions: aldol condensation (R1), hydrogenation (R2), and hydrogenolysis (R3). Each step was individually investigated to understand its mechanism and requirements, enabling seamless integration into one-pot, two-step (R1, R2 + R3) and one-pot, three-step (R1 + R2 + R3) processes. To facilitate these reactions, bifunctional alumina–zirconia-based catalysts were synthesized. Additionally, to enhance the yield of 1-octanol, solid acidic additives, particularly sulfonic acid-functionalized silica (KCC-1-APSO3H), were incorporated into the reaction. The highest yield of 1-octanol (69.1 %) was achieved with the three-step process (R1, R2, R3), followed by the one-pot, two-step process (R1, R2 + R3, 64.8 %), and the one-pot, three-step process (R1 + R2 + R3, 48.7 %) using the combined Ni/Al2O3-ZrO2 and KCC-1-APSO3H catalyst. Among all the processes investigated, the one-pot, two-step process emerged as the best approach balancing the efficiency of the process integration and 1-octanol yield. The present study offers valuable insights into the development of catalytic methods for producing linear alcohols from biomass.
糠醛和丙酮是从木质纤维素生物质中提取的两种最有前景的化学品。将这两种化合物结合在一起,可以从生物质中提取更多的高附加值化学品。在本研究中,通过一系列反应:醛醇缩合(R1)、氢化(R2)和氢解(R3),从糠醛和丙酮制得了 1-辛醇(一种很有前景的中链长醇)。对每个步骤都进行了单独研究,以了解其机理和要求,从而能够无缝集成到单锅两步法(R1、R2 + R3)和单锅三步法(R1 + R2 + R3)工艺中。为了促进这些反应,合成了基于氧化铝-氧化锆的双功能催化剂。此外,为了提高 1-辛醇的产率,还在反应中加入了固体酸性添加剂,特别是磺酸功能化二氧化硅(KCC-1-APSO3H)。三步法(R1、R2、R3)的 1-辛醇产率最高(69.1%),其次是单锅两步法(R1、R2 + R3,64.8%),以及使用 Ni/Al2O3-ZrO2 和 KCC-1-APSO3H 组合催化剂的单锅三步法(R1 + R2 + R3,48.7%)。在所有研究的工艺中,单锅两步法是兼顾工艺整合效率和 1-辛醇产量的最佳方法。本研究为开发从生物质中生产线性醇的催化方法提供了宝贵的见解。
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引用次数: 0
Exploring interactive effects of environmental and microbial factors on food waste anaerobic digestion performance: Interpretable machine learning models 探索环境和微生物因素对厨余厌氧发醇性能的交互影响:可解释的机器学习模型。
IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING Pub Date : 2024-11-06 DOI: 10.1016/j.biortech.2024.131762
Yanyan Guo , Youcai Zhao , Zongsheng Li , Zhengyu Wang , Wenxiao Zhang , Kunsen Lin , Tao Zhou
Biogas yield in anaerobic digestion (AD) involves continuous and complex biological reactions. The traditional linear models failed to quantitatively assess the interactive effects of these factors on AD performance. To further explore the internal relationship between target variables and AD performance, this study developed four machine learning models to predict biogas yield and consider the interaction among various factors. Results indicated that the highest prediction accuracy of AD performance was achieved by adding bacterial genera dataset with environmental factors. Random forest model exhibited the highest accuracy, with the testing coefficient of determination equal to 0.9879. Among two types of input features, the bacterial genera accounted for 89.9 % of the impact on biogas yield, followed by environmental factors. The results revealed Keratinibaculum and Acetomicrobium as critical bacteria. The volatile fatty acid controlled below 2000 mg/L and the improved stirring system in AD process were recommended to achieve maximum biogas yield.
厌氧消化(AD)的沼气产量涉及连续而复杂的生物反应。传统的线性模型无法定量评估这些因素对厌氧消化性能的交互影响。为了进一步探索目标变量与厌氧消化性能之间的内在关系,本研究开发了四个机器学习模型来预测沼气产量,并考虑了各种因素之间的相互作用。结果表明,将细菌菌属数据集与环境因素相结合,AD 性能的预测准确率最高。随机森林模型的准确率最高,其测试决定系数为 0.9879。在两类输入特征中,细菌属对沼气产量的影响占 89.9%,其次是环境因素。结果显示,Keratinibaculum 和 Acetomicrobium 是关键细菌。建议将挥发性脂肪酸控制在 2000 毫克/升以下,并改进厌氧消化工艺中的搅拌系统,以获得最高的沼气产量。
{"title":"Exploring interactive effects of environmental and microbial factors on food waste anaerobic digestion performance: Interpretable machine learning models","authors":"Yanyan Guo ,&nbsp;Youcai Zhao ,&nbsp;Zongsheng Li ,&nbsp;Zhengyu Wang ,&nbsp;Wenxiao Zhang ,&nbsp;Kunsen Lin ,&nbsp;Tao Zhou","doi":"10.1016/j.biortech.2024.131762","DOIUrl":"10.1016/j.biortech.2024.131762","url":null,"abstract":"<div><div>Biogas yield in anaerobic digestion (AD) involves continuous and complex biological reactions. The traditional linear models failed to quantitatively assess the interactive effects of these factors on AD performance. To further explore the internal relationship between target variables and AD performance, this study developed four machine learning models to predict biogas yield and consider the interaction among various factors. Results indicated that the highest prediction accuracy of AD performance was achieved by adding bacterial genera dataset with environmental factors. Random forest model exhibited the highest accuracy, with the testing coefficient of determination equal to 0.9879. Among two types of input features, the bacterial genera accounted for 89.9 % of the impact on biogas yield, followed by environmental factors. The results revealed <em>Keratinibaculum</em> and <em>Acetomicrobium</em> as critical bacteria. The volatile fatty acid controlled below 2000 mg/L and the improved stirring system in AD process were recommended to achieve maximum biogas yield.</div></div>","PeriodicalId":258,"journal":{"name":"Bioresource Technology","volume":"416 ","pages":"Article 131762"},"PeriodicalIF":9.7,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142610771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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