Andrés Felipe Pardo Martínez, David Felipe Torres Arce, Jorge Esteban Valbuena Mejía, Diana Carolina Guío-Pérez, Sonia Lucía Rincón Prat
{"title":"Influence of the change in physical properties of sewage sludge during biochar production on its fluid dynamic behavior","authors":"Andrés Felipe Pardo Martínez, David Felipe Torres Arce, Jorge Esteban Valbuena Mejía, Diana Carolina Guío-Pérez, Sonia Lucía Rincón Prat","doi":"10.1007/s13399-026-07118-6","DOIUrl":"10.1007/s13399-026-07118-6","url":null,"abstract":"<div>\u0000 \u0000 <p>Despite the relevance of physical properties on the fluid dynamic behavior of binary beds, the physical transformation of feedstock particles during pyrolysis is often overlooked. The present work aims at studying the variation of physical properties of sewage sludge during biochar production and assessing the impact of such change on the fluid-dynamic behavior of binary mixtures with silica sand. Sewage sludge was obtained from the municipal wastewater treatment plant of the city of Bogotá, D.C. Biochar samples were produced through pyrolysis in a thin layer fixed bed reactor at 450 °C, 550 °C and 650 °C under heating rates of about 5 K/s. Three different particle sizes of the initial sewage sludge samples were studied (106 μm to 150 μm, 150 μm to 212 μm, and 300 μm to 500 μm). Particle size and particle density of the original sewage sludge and the produced biochar samples were measured. It was found that the reduction in particle mean diameter at the highest temperature was of 19% and for the particle density the reduction was of 29%. The fluidization behavior of the biochar samples mixed with silica sand (approximately 20% char to 80% sand in volume) was studied in a cold flow model and the minimum fluidization velocity of the mixtures (<i>u</i><sub>mf</sub>) was experimentally determined. The ability of different correlations reported in the literature to accurately predict the minimum fluidization velocity of the obtained biochars – sand mixtures was evaluated. Even though some qualitative changes in the fluid dynamic behavior of the mixtures were identified as a result of the change in properties, no clear quantitative change in the minimum fluidization velocity could be observed. On the one hand, the reduction in particle mean diameter and in particle density does not present relevant changes in the Geldart classification of the fuel particle, and on the other hand, the fuel particles are prone to segregate creating an overlap in the minimum fluidization velocity of the two different solid phases.</p>\u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13399-026-07118-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147738651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ana Saldanha, Mikel Añibarro-Ortega, Helena Laronha, Gonçalo S. A. Martins, José Pinela, Higor Rosse, Estefânia Gonçalves, Khadija Sabiri, Jovana Petrović, Dejan Stojković, Manuel A. Coimbra, Bruno Melgar, Maria Inês Dias, Carla Pereira
{"title":"Sustainable ex-situ cultivation of Trametes versicolor (L.) Lloyd using forest biomass: impacts on nutritional, chemical, and bioactive profiles compared to wild populations","authors":"Ana Saldanha, Mikel Añibarro-Ortega, Helena Laronha, Gonçalo S. A. Martins, José Pinela, Higor Rosse, Estefânia Gonçalves, Khadija Sabiri, Jovana Petrović, Dejan Stojković, Manuel A. Coimbra, Bruno Melgar, Maria Inês Dias, Carla Pereira","doi":"10.1007/s13399-026-07140-8","DOIUrl":"10.1007/s13399-026-07140-8","url":null,"abstract":"<div>\u0000 \u0000 <p>The controlled cultivation of <i>Trametes versicolor</i> (L.) Lloyd, a medicinal mushroom with proven health benefits, represents a sustainable strategy for the development of reproducible functional ingredients from lignocellulosic biomass. This study evaluated the nutritional, chemical, and bioactive profiles of fruiting bodies cultivated in a controlled environment (CEA) using forest biomass-derived substrates, compared to logs collected in the wild. Fruiting was achieved in 68% of the inoculated logs after an average incubation period of 327.5 ± 41.2 days, resulting in a yield of 1.40 ± 1.03% and a biological efficiency (BE) of 2.79 ± 2.27%. Mushrooms cultivated in CEA exhibited significantly higher levels of protein (5.62%, fw), dietary fiber (50.6%, fw), and α-tocopherol (14.8 mg/100 g, dw) compared to wild samples, along with improved antioxidant activity (DPPH EC50: 535.01 µg/mL) and inhibition of oxidative hemolysis (OxHLIA EC50: 62.23 µg/mL). In contrast, wild specimens exhibited greater biochemical diversity, including higher levels of polyunsaturated fatty acids, organic acids (namely oxalic acid), and a broader phenolic profile, which correlated with stronger inhibition of lipid peroxidation (TBARS EC50: 90.94 µg/mL). Multivariate analysis revealed a clear metabolic differentiation between the cultivation systems, with the first principal component explaining 84.7% of the total variance. The use of chestnut logs from forests supports the principles of the circular bioeconomy, allowing for the sustainable valorization of woody biomass while simultaneously producing bioactive-rich mushrooms with a characterized composition. These findings position ex situ-grown <i>T. versicolor</i> as a scalable and sustainable source of characterized bioactives, supporting its application in the formulation of next-generation functional food ingredients.</p>\u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13399-026-07140-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147738650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Espita Palwan, Abinash Debbarma, Sadon Sing Molsom, Diptanu Reang, Arabinda Ghosh, Pratap Chandra Acharya, Shaon Ray Chaudhuri
{"title":"Valorization of lignocellulosic agro-wastes for cultivation of Pleurotus ostreatus: nutritional evaluation and LC–MS based metabolic profiling of ergosterol derivatives","authors":"Espita Palwan, Abinash Debbarma, Sadon Sing Molsom, Diptanu Reang, Arabinda Ghosh, Pratap Chandra Acharya, Shaon Ray Chaudhuri","doi":"10.1007/s13399-026-07139-1","DOIUrl":"10.1007/s13399-026-07139-1","url":null,"abstract":"<div>\u0000 \u0000 <p>Agricultural waste management poses significant environmental challenges due to improper disposal of residues. Valorization of agro-waste for producing pharmaceutically important compounds through mushroom cultivation can be a good alternative. This study reports cultivation of <i>Pleurotus ostreatus</i> mushroom using Ramie decorticated residue and bamboo waste. The growth parameters and biological efficiency of the agro-wastes revealed faster onset of mycelium growth, completion of mycelium growth, and pinhead initiation on Ramie decorticated residue compared to bamboo waste. The biological efficiency of Ramie decorticated residue (97.9%) was significantly (p-value 0.014) higher than bamboo waste (64.6%). The mushrooms grown on Ramie decorticated residue and bamboo waste were found to contain crude fiber (10.3% and 9.64%), fat (1.6% and 4.81%), protein (17.28% and 16.98%), carbohydrate (60.69% and 51.69%), ash content (4.71 and 7.91%), and energy (326.28 and 317.97 Kcal/100gm) within the normal range respectively. The estimated daily intake, bioaccumulation factor, and hazard quotient analysis of the heavy metal content revealed that both substrates produced edible mushrooms. Liquid chromatography-mass spectrometric analysis revealed Ramie decorticated residue grown mushrooms to contain Ergosterol derivatives, Ergost-2,5,7,9(11),22-pentaene showing highest binding affinity with vascular endothelial growth factor, Ergost-7-en-3β-ol with DNA gyrase subunit β, while Ergost-5,7,9(11),22-tetraen-3β-o with α-sterol demethylase following insilico analysis through PyRx and AutoDock 4.2.6. Those grown on bamboo waste produced Ergost-2,5,7,9(11),22-pentaene showing strong binding with vascular endothelial growth factor. These mushrooms could serve as raw material for the extraction of pharmaceutically important Ergosterol derivatives, hence leading to the valorization of agro-waste into raw material for pharmaceutical applications.</p>\u0000 <span>AbstractSection</span>\u0000 Graphical Abstract\u0000 <div><figure><div><div><picture><source><img></source></picture><span>The alternative text for this image may have been generated using AI.</span></div></div></figure></div>\u0000 \u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147738030","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Fixed bed analysis on the removal of chromium from water using calcined edible oil cakes from rice mill industry","authors":"Swetha Suresh Babu, Lasna Kavya Varatharaju, Mohamed Shifan, Deepak Chakravarthy, Shaik Dowlath Bibi, Kamaraj Nithya, Asha Sathish, Selvaraju Sivamani, Aswathy S. Cheruvally, Ponnusamy Senthil Kumar, Gayathri Rangasamy","doi":"10.1007/s13399-026-07137-3","DOIUrl":"10.1007/s13399-026-07137-3","url":null,"abstract":"<div>\u0000 \u0000 <p>RBOS (Rice bran oil sludge), an abundant agro-industrial waste, was investigated as a low-cost adsorbent for the removal of toxic hexavalent chromium from aqueous solutions. To enhance its adsorption performance, the material was subjected to calcination at 300 °C. Thermogravimetric analysis (TGA) and Fourier-transform infrared spectroscopy (FTIR) confirmed the removal of volatile organic components after calcination, resulting in improved thermal stability. Surface characterization using scanning electron microscopy (SEM) revealed increased porosity and a rougher surface morphology compared to raw RBOS, providing more active sites for chromium adsorption. Batch adsorption studies showed optimal removal at an adsorbent dose of 0.6 g, 10 min contact time, and pH 1, achieving 99% chromium removal. The adsorption kinetics followed the pseudo-second-order model (R² = 0.99), while the equilibrium data fit well with the Langmuir isotherm (R² = 0.95), indicating chemisorption and monolayer adsorption. While thermodynamic analysis suggested a physisorption-dominated and endothermic process. The feasibility of the process was further demonstrated using a pilot-scale fixed-bed column, which treated approximately 63 L of chromium-contaminated effluent before saturation with a bed capacity of 85.05 mg g⁻¹. These findings demonstrate that calcined RBOS is a cost-effective and sustainable adsorbent, supporting waste valorization and circular economy principles for heavy-metal remediation.</p>\u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147737926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Aiman Suhaimi, Ali H. Jawad, Norshahidatul Akmar Mohd Shohaimi, Lee D. Wilson, Zeid A. Alothman
{"title":"Freeze-dried grafted chitosan-salicylaldehyde/algae/zeolite by hydrothermal process for optimized removal of brilliant green dye: Response surface methodology application","authors":"Aiman Suhaimi, Ali H. Jawad, Norshahidatul Akmar Mohd Shohaimi, Lee D. Wilson, Zeid A. Alothman","doi":"10.1007/s13399-026-07129-3","DOIUrl":"10.1007/s13399-026-07129-3","url":null,"abstract":"<div><p>This study aimed to develop a new freeze-dried grafted chitosan-salicylaldehyde/algae/zeolite bio-composite (CT_SAL/AL/ZOL) adsorbent for the removal of cationic Brilliant Green (BG) dye from liquid phase media. A systematic optimization of the Box-Behnken Design (BBD) was employed to conduct the effects of A: CT_SAL/AL/ZOL dosage (0.02–0.1 g), B: pH (4–10), and C: duration (20–180 min) on the adsorption performance of the adsorbent toward BG dye. Furthermore, desirability model analysis was employed to estimate the optimal condition for all parameters. The adsorption isotherms, kinetics, thermodynamics, and reusability were thoroughly evaluated. The developed biocomposite demonstrates a preferable BG adsorption capability of <i>q</i><sub><i>max</i></sub> of 177.5 mg/g at a CT_SAL/AL/ZOL dose of 0.092 g and pH 7.3 based on the desirability function of BBD test results. The adsorption profile aligned more accurately with the pseudo-second-order kinetic model, while the equilibrium conditions of the adsorption profile were appropriately described with the Freundlich isotherm model. Multiple intermolecular interactions such as electrostatic, H-bonding, Yoshida-H bonding, and n-π interactions, participate in the adsorption of BG dye onto CT_SAL/AL/ZOL surface. This study offers a bio-composite adsorbent that can potentially be applied for the removal of BG hazardous dye from aqueous media.</p><h3>Graphical abstract</h3><div><figure><div><div><picture><source><img></source></picture><span>The alternative text for this image may have been generated using AI.</span></div></div></figure></div></div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147737739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Correction to: Enhancing syngas production and hydrogen content in syngas from catalytic slow pyrolysis of biomass in a pilot scale fixed bed reactor","authors":"Meraj Alam, Ishita Sarkar, Nripen Chanda, Sirshendu Ghosh, Chanchal Loha","doi":"10.1007/s13399-026-07132-8","DOIUrl":"10.1007/s13399-026-07132-8","url":null,"abstract":"","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147737607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Green and advanced nanoparticle synthesis: sustainable approaches, mechanisms, and emerging applications","authors":"Mukesh Kumar","doi":"10.1007/s13399-026-07138-2","DOIUrl":"10.1007/s13399-026-07138-2","url":null,"abstract":"<div>\u0000 \u0000 <p>Nanotechnology is a cutting-edge scientific discipline that combines biology, chemistry, and engineering to modify materials at the molecular and atomic level. Among the different synthesis techniques, green synthesis of nanoparticles has drawn a lot of interest as a sustainable, economical, and environmentally beneficial substitute for traditional physical and chemical procedures. In order to synthesize metal and metal oxide nanoparticles like Ag, Au, Cu, and ZnO, natural reducing and stabilizing biomolecules are produced by using plant extracts, bacteria, fungi, algae, and other biological agents. Because of their unique physicochemical features and high surface-to-volume ratio, these nanoparticles have outstanding antibacterial, antifungal, anticancer, and catalytic activities. The current review focuses on the various biological applications, comparative benefits over traditional approaches, and the mechanics and principles of green synthesis. The antifungal activity against pathogenic species is given particular attention, and green-synthesised nanoparticles show strong efficacy even against fungi that are resistant to drugs. Additionally, characterisation methods like FTIR, XRD, SEM, TEM, and UV-Vis spectroscopy validate the stability and shape of nanoparticles. All things considered, this paper emphasizes how green synthesis provides a sustainable method of producing nanoparticles, bringing nanotechnology into line with environmental protection and biomedical development.</p>\u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147737946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Iris Nunes Raupp, Gabriela Silveira da Rosa, Salah Knani, Tito José Crissien, Luis Felipe Oliveira Silva, Edson Luiz Foletto, Guilherme Luiz Dotto
{"title":"Comparison of conventional pyrolysis and microwave irradiation to transform an amazonic waste into activated carbon for organic contaminants adsorption","authors":"Iris Nunes Raupp, Gabriela Silveira da Rosa, Salah Knani, Tito José Crissien, Luis Felipe Oliveira Silva, Edson Luiz Foletto, Guilherme Luiz Dotto","doi":"10.1007/s13399-026-07136-4","DOIUrl":"10.1007/s13399-026-07136-4","url":null,"abstract":"<div>\u0000 \u0000 <p>Ucuuba (<i>Virola surinamensis</i>) waste was converted into efficient activated carbons, aiming to promote gains and greater sustainability for the riverside cooperatives in Amazonia. The conversion was carried out by conventional pyrolysis (ACP) and microwave irradiation (ACM), and the activated carbons were used to uptake tartrazine yellow (TY) and methylene blue (MB) from water. The results showed that the material produced by the conventional process (ACP) had an S<sub>BET</sub> of 587.38 m² g⁻¹ and a predominance of micropores combined with mesopores. These features led to higher adsorption capacities (169.32 mg g<sup>− 1</sup> for TY and 671.99 mg g<sup>− 1</sup> for MB), but lower potential for reuse (3 times). Besides, the conventional process requires more time and reagents. Parallelly, the material developed by microwave (ACM) exhibited an S<sub>BET</sub> of 88.11 m<sup>2</sup> g<sup>− 1</sup> and a mesoporous pore-size classification. Consequently, the adsorption capacities were lower (MB = 504.16 and TY = 103.58 mg g<sup>− 1</sup>). Still, the reuse potential was better (5 times). In addition, ACM requires only 90 s of heat treatment and uses fewer reagents for preparation. It was demonstrated that ACP and ACM from Ucuuba (<i>Virola surinamensis</i>) wastes were developed in different ways, each with its own advantages and drawbacks. However, both materials were efficient and helped sustain the riverside cooperatives in the Brazilian Amazonia.</p>\u0000 <span>AbstractSection</span>\u0000 Graphical abstract\u0000 <div><figure><div><div><picture><source><img></source></picture><span>The alternative text for this image may have been generated using AI.</span></div></div></figure></div>\u0000 \u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s13399-026-07136-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147737401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enhanced delignification of pearl millet straw for biorefinery applications: Statistical Optimization of hydrogen peroxide acetic acid pretreatment and ANN-based predictive modelling","authors":"Aayush Mathur, Piyush Pachauri, Shireesh Shrivastava, Vinod K. Aswal, Muralidhar Nayak Bhukya, Jitendra Kumar Saini","doi":"10.1007/s13399-026-07125-7","DOIUrl":"10.1007/s13399-026-07125-7","url":null,"abstract":"<div>\u0000 \u0000 <p>Efficient bioconversion of lignocellulosic biomass, such as pearl millet straw (PMS), requires effective delignification using suitable pretreatment. In this study, lignin removal from PMS was improved using hydrogen peroxide-acetic acid pretreatment with low-dose H<sub>2</sub>SO<sub>4</sub> as acid catalyst, which facilitates release of peracetic acid enhancing delignification with minimal carbohydrate loss. Pretreatment was optimized using central composite design of response surface methodology (RSM), resulting in maximum 77% delignification (1.76-fold enhancement) at optimized process parameters: solid loading 15 g, H<sub>2</sub>SO<sub>4</sub> concentration 300 mM and temperature 90 °C. Although RSM effectively establishes relationship between variables, its assumption of polynomial model may not perfectly capture complex nonlinear processes. Hence, to improve accuracy in predicting process parameters, artificial neural network (ANN) modeling of delignification process was performed, and results compared with RSM. Higher coefficient of determination (R<sup>2</sup> = 0.97) of trained ANN model indicated high accuracy over RSM (R<sup>2</sup> = 0.83). Furthermore, hold-out cross-validation and low testing Root Mean Squared Error (RMSE = 8.55) confirmed robust predictive accuracy of ANN model on unseen data. Pretreatment-induced changes in structural, morphological, thermal and crystalline properties of PMS were comprehensively evaluated using biophysical techniques. Enzymatic hydrolysis of pretreated PMS resulted in maximum saccharification of ~ 67%, with a reducing sugar yield of ~ 75 mg/mL after 48 h. Ultimately, these findings demonstrate that integrating advanced pretreatment with machine learning-based optimization successfully enhances efficiency and predictability of PMS conversion. The resulting improvements in saccharification yields underline the practical viability of this pretreatment for producing fermentable sugars for downstream production of biofuels (e.g. bioethanol) and platform biochemicals for advancing circular bioeconomy.</p>\u0000 </div>","PeriodicalId":488,"journal":{"name":"Biomass Conversion and Biorefinery","volume":"16 8","pages":""},"PeriodicalIF":4.1,"publicationDate":"2026-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147643107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}