Nano TrendsPub Date : 2025-03-25DOI: 10.1016/j.nwnano.2025.100104
Sujeong Gwak , Hyeonseo Joo , Bonhyeop Koo , Cheoljae Lee , Hyosik Park , Hochun Lee , Ju-Hyuck Lee
{"title":"Ion diffusivity and alkyl chain length-dependent triboelectric behavior of PVDF-HFP+IL composites","authors":"Sujeong Gwak , Hyeonseo Joo , Bonhyeop Koo , Cheoljae Lee , Hyosik Park , Hochun Lee , Ju-Hyuck Lee","doi":"10.1016/j.nwnano.2025.100104","DOIUrl":"10.1016/j.nwnano.2025.100104","url":null,"abstract":"<div><div>As the global demand for renewable and clean energy solutions grows, triboelectric nanogenerators (TENGs) have emerged as a promising technology for harvesting mechanical energy. In this context, our study focuses on incorporating ionic liquids (ILs) into poly(vinylidene fluoride-co-hexafluoropropylene) (PVDF-HFP) to explore how the alkyl chain length of ILs influences triboelectric polarity. Imidazolium-based ILs containing bis(trifluoromethylsulfonyl)imide (TFSI⁻) anions were used, with cations such as 1-ethyl-3-methylimidazolium (EMIM⁺) and 1-butyl-3-methylimidazolium (BMIM⁺) exhibiting tribo-positive characteristics, while those with longer alkyl chains, including 1-methyl-3-n-octylimidazolium (OMIM⁺) and 1-dodecyl-3-methylimidazolium (DoMIM⁺), displayed tribo-negative behavior. These trends were correlated with self-diffusion coefficient measurements of the ILs. The control of triboelectric behavior and the formation of an electric double layer (EDL) through IL incorporation significantly enhanced the surface charge density, thereby improving the output performance of TENGs. This work provides a novel strategy for enhancing TENG efficiency and offers material selection guidelines for sustainable energy applications.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"10 ","pages":"Article 100104"},"PeriodicalIF":0.0,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143738708","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-20DOI: 10.1016/j.nwnano.2025.100102
Nafisah Musa , Nagla A.M. Layas , Nur Zahirah Mohamad Zin
{"title":"Polysaccharides carrier as oral colon-specific drug delivery for colon cancer treatment","authors":"Nafisah Musa , Nagla A.M. Layas , Nur Zahirah Mohamad Zin","doi":"10.1016/j.nwnano.2025.100102","DOIUrl":"10.1016/j.nwnano.2025.100102","url":null,"abstract":"<div><div>Colon cancer is the third highest incidence in cancer mortality in both sexes combined and a total of 639,000 deaths are reported worldwide each year. Typical chemotherapy is provided by injection route to reduce tumor growth and metastasis. In comparison to injection, oral administration of drugs in the form of a colon-specific delivery system is expected to increase drug bioavailability at target site, reduce drug dose and systemic adverse effects. Polysaccharides are suitable for use as matrix and/or coat material can protect drugs from chemical and enzymatic degradation concerning oral delivery. This present review gives an overview on application of chitosan, pectin, and alginate with respect to their use as drug carrier for oral colon cancer treatment.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"10 ","pages":"Article 100102"},"PeriodicalIF":0.0,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143768546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-17DOI: 10.1016/j.nwnano.2025.100103
Amirmohammad Raeisi , Ismat Ara , Greg Holt , Nicole Stark , Dilpreet S. Bajwa
{"title":"Elucidating the role of nano boron and zinc oxide-coated silane-treated cellulose nanocrystals (CNCs) on the mechanical, thermal, and flammability characteristics of high-density polyethylene (HDPE)","authors":"Amirmohammad Raeisi , Ismat Ara , Greg Holt , Nicole Stark , Dilpreet S. Bajwa","doi":"10.1016/j.nwnano.2025.100103","DOIUrl":"10.1016/j.nwnano.2025.100103","url":null,"abstract":"<div><div>The fire risk of synthetic polymers has emerged as a growing safety issue. High-density polyethylene (HDPE) is one of the most used polymers in different applications. However, HDPE has some drawbacks, such as low thermal and mechanical properties. To address this challenge, silane-functionalized cellulose nanocrystals (CNCs), nano boron oxide (B<sub>2</sub>O<sub>3</sub>) and nano zinc oxide (ZnO) were incorporated into the HDPE matrix in different percentages (3 %, and 5 %) and weight ratios (1:1, and 1:2). The CNCs were surface modified through silanization process to enhance dispersion and interfacial bonding, while metal oxides were introduced to improve thermal stability and flame retardancy. The composites were characterized using scanning electron microscopy (SEM), dynamic mechanical analyzer (DMA), differential scanning calorimetry (DSC), Fourier transform infrared spectroscopy (FTIR), thermogravimetric analyzer (TGA), horizontal burn test, and microcalorimetry tests. The results indicated that adding CNCs-ZnO resulted in a 64 % increase in mechanical properties, a 28 % decrease in weight loss, and a reduced flame spread rate of the composites. The CNCs- B<sub>2</sub>O<sub>3</sub> composites showed a lower flame spread rate and a 52 % improvement in mechanical properties. Overall, adding nano metallic fillers, such as nano ZnO and B<sub>2</sub>O<sub>3</sub>, significantly enhanced HDPE composites' thermal stability, mechanical properties, and fire resistance. These improvements highlight the potential of nano metal oxides and CNC as functional fillers where mechanical strength and fire safety are essential.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"10 ","pages":"Article 100103"},"PeriodicalIF":0.0,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143714936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100096
Chris Ademola Bode-Aluko , Omoniyi Pereao , Alechine E. Ameh , Emmanuel Omoniyi , Alexander Nechaev , Leslie Petrik
{"title":"Removal of rhodamine 6G from aqueous solution in a continuous mode using nano-micro composite membranes","authors":"Chris Ademola Bode-Aluko , Omoniyi Pereao , Alechine E. Ameh , Emmanuel Omoniyi , Alexander Nechaev , Leslie Petrik","doi":"10.1016/j.nwnano.2025.100096","DOIUrl":"10.1016/j.nwnano.2025.100096","url":null,"abstract":"<div><div>This research presents the production of nanofibers, track-etched membrane, and nanofiber/track-etched composite membranes and their dye rejection studies. Polyamide 6 nanofibers (PA6-nfs) and polyacrylonitrile nanofibers (PAN-nfs) were fabricated using an electrospinning technique. Their respective composites with the metalized track-etched polyethylene terephthalate film (PET-TM), PET-TMPA6, and PET-TMPAN were also fabricated via electrospinning. The membranes were characterized using HRSEM, TEM, BET, and TGA techniques. The rejection experiments were studied with respect to the pH and the concentration of rhodamine 6G (RD), as well as the flow rate of the system. The pH is the most significant parameter in the filtration system at higher dye concentrations. At pH 10, the rejection percentages of 10 mg/L RD were 91.27% for PET-TMPAN and 70.66% for PET-TMPA6 at a flow rate of 1 mL/min. Also, PAN-nfs, PA6-nfs, and PET-TM gave 65.97%, 36.80%, and 24.53%, respectively. The composite membranes have higher rejection capabilities in comparison to their respective nanofibers. The performance of PET-TMPAN at a lower flow rate of 0.5 mL/min showed that the RD rejection by PET-TMPAN increased by ≈5 percent (91.27 to 96.01). At a lower concentration of 2 mg/L (to simulate higher dilution in river water) and pH (5.6), PET-TMPAN had a 99.59% RD rejection. All the membranes were regenerated and reused. The composite membrane PET-TMPAN has the capability to remove RD at both higher (96.01%) and lower concentrations (99.59%) of RD at lower flow rate, thereby making the system applicable and easy to use in river water purification.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100096"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143518856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100099
Rocio Soto-Chochocca , Renan Lira de Farias , Luis Miguel Gutierrez-Beleño , Sonia Letichevsky , Fernando Lázaro Freire-Jr , York E. Serge-Correales , Rogéria R. Gonçalves , Marlin Pedrozo-Peñafiel , Ricardo Q. Aucelio
{"title":"Study of the bio-interaction of nitrogen-doped graphene quantum dots with human serum albumin aiming a quantification method","authors":"Rocio Soto-Chochocca , Renan Lira de Farias , Luis Miguel Gutierrez-Beleño , Sonia Letichevsky , Fernando Lázaro Freire-Jr , York E. Serge-Correales , Rogéria R. Gonçalves , Marlin Pedrozo-Peñafiel , Ricardo Q. Aucelio","doi":"10.1016/j.nwnano.2025.100099","DOIUrl":"10.1016/j.nwnano.2025.100099","url":null,"abstract":"<div><div>In recent years, carbon-based nanomaterials, such as graphene quantum dots (GQDs), have garnered significant attention due to their remarkable physicochemical and biological properties. This work presents a study evaluating the interaction between N-doped GQDs, produced from a mixture of citric acid and urea (referred here as GQDs-U), with human serum albumin (HSA). The GQDs-U were characterized using spectroscopic techniques, and their concentration was expressed in terms of total carbon content in aqueous dispersion. They present average diameter of about 8 nm, with average hydrodynamic diameter of around 12 nm, and a surface charge of -7 mV at pH 7.4. Assays revealed that a progressive increase in GQDs-U concentration led to the quenching of HSA fluorescence with quenching directly correlated with temperature, also indicating a mixed quenching mechanism with a predominance of the dynamic type, suggesting mutual conformational rearrangements of HSA/GQDs-U before reaching thermodynamic equilibrium. Additionally, it was shown that GQDs-U could be used as a probe to quantify HAS with the increase in photoluminescence of GQDs-U upon the addition of HSA demonstrating effective energy transfer, as GQDs-U were found to promote quenching in HSA photoluminescence. This study indicated sound evidence of stability of the nanomaterial, in aqueous dispersions, in terms of optical and morphological properties. The stability over time suggests the viability of GQDs-U as analytical probes for HSA even after a long period (30 days) of GQDs-U aging. The work also enhanced the understanding of the complex time-structure-activity relationship in this biomolecule/nanomaterial system.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100099"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143576763","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100101
Lampros Koutsotolis, Angelos Voudouris Itskaras, George Karalis, Alkiviadis S. Paipetis
{"title":"A nano-enabled structural GFRP composite for self-powered multi-sensing applications","authors":"Lampros Koutsotolis, Angelos Voudouris Itskaras, George Karalis, Alkiviadis S. Paipetis","doi":"10.1016/j.nwnano.2025.100101","DOIUrl":"10.1016/j.nwnano.2025.100101","url":null,"abstract":"<div><div>Composites are the most widely used structural material in fields where weight reduction is crucial, since they capitalize on high strength and stiffness together with low density. With growing concerns around sustainability and energy consumption, the next generation of advanced composites needs to incorporate additional functionalities. Hence, multifunctional composites emerge as a promising technological area, enabling the design of structures that are lighter, more efficient, and capable of performing multiple roles. This study introduces a nano-enabled structural glass fiber-reinforced polymer (GFRP) composite that exhibits self-powered multi-sensing capabilities, utilizing the Seebeck effect. The Thermoelectric Generator (TEG)-enabled laminate was designed with the scope of achieving specific output characteristics. The composite functioned as a power supply for the Structural Health Monitoring (SHM) of composite coupons with various electrical resistances, showcasing the dependency of the sensitivity on the TEG output characteristics. Additionally, it was able to respond to environmental stimuli, including temperature changes, infrared (IR), and ultraviolet (UV) radiation, making it a versatile tool for various sensing applications. Since the response was a generated electrical signal, the sensing process was inherently self-powered. The amalgamation of functionalities marks the first time where a single structural element simultaneously exhibits all those capabilities. This approach reveals enticing aspects for the development of smart composite structures.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100101"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143576760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100095
Sanket N. Yadav , Praveen Kumar , K.K. Sharma , R.S. Kalubarme , Vinayak G. Parale , Varsha D. Phadtare , L.D. Jadhav
{"title":"Stoichiometric dependent MoS2 with tuned edge sulfur as excellent anode material for Li-ion batteries","authors":"Sanket N. Yadav , Praveen Kumar , K.K. Sharma , R.S. Kalubarme , Vinayak G. Parale , Varsha D. Phadtare , L.D. Jadhav","doi":"10.1016/j.nwnano.2025.100095","DOIUrl":"10.1016/j.nwnano.2025.100095","url":null,"abstract":"<div><div>Molybdenum disulfide (MoS<sub>2</sub>) has emerged as a promising negative electrode due to its excellent capacity in Li-ion- battery applications. The optoelectronic and electrochemical properties of hydrothermally grown MoS<sub>2</sub> micro-flower (flakes) have been intensively investigated. Still, the influence of stoichiometric ratio on the electrochemical and optical properties has been largely ignored, especially in Li-ion battery applications. Here, in this context, we systematically vary the stoichiometric ratio of sulfur precursor (Thiourea) in three distinct synthesized MoS<sub>2</sub> samples, A1, A2, and A3, via controlled hydrothermal reaction and investigate the associated changes in the electrochemical properties of synthesized MoS<sub>2</sub>. X-ray photoelectron spectroscopy was employed to measure relative variations in stoichiometry and the existence of MoS<sub>2</sub> species. Sample A1 possesses the lowest sulfur content, and it shows a higher specific capacity (2185 mAhg<sup>−1</sup>) and coulombic efficiency (88.11 %) as an anode material in Li-ion battery application.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100095"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143526711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100097
Şule Arıcı , Alper Güven , Hatice Kaya , Fatih Erdem Baştan , Duygu Ege
{"title":"nano-HA and Gel improves mechanical performance and biomineralization of 3D-printed nano-HA/Gel/CMC bone scaffolds","authors":"Şule Arıcı , Alper Güven , Hatice Kaya , Fatih Erdem Baştan , Duygu Ege","doi":"10.1016/j.nwnano.2025.100097","DOIUrl":"10.1016/j.nwnano.2025.100097","url":null,"abstract":"<div><div>In 3D printing scaffolds for bone tissue engineering applications, obtaining high degree of printability and shape fidelity while maintaining sufficient mechanical support are important obstacles. To address this issue, in this study, carboxymethyl cellulose (CMC) is used as a viscosity enhancer to improve shape fidelity of 3D-printed hydroxyapatite (nano-HA)/ gelatin (Gel) constructs. nano-HA/Gel/CMC hydrogels were 3D printed with varying compositions, gelatin ratios of 7.5 % and 15 %, a constant CMC ratio of 7.5 %, and HA ratios of 10 % and 20 %. After the EDC/NHS (100 mM:20 mM) crosslinking procedure, the effects of nano-HA and Gel concentrations were investigated by Fourier Transform Infrared (FTIR) analysis, printability studies, mechanical analysis, water contact angle, % water uptake, % weigh loss and pH studies. Additionally, bioactivity, cell culture and biomineralization studies were conducted. The printability was reduced when 20 % HA was added due to swelling with addition of nano-HA. The results indicated that nano-HA addition and 15 % Gel highly improves the mechanical properties and the highest compressive strength reached 2.6 MPa for HA10/G15/C7.5. MC3T3-E1 pre-osteoblasts were attached and proliferated on all study groups. Alizarin red staining and SBF studies showed high bioactivity of the samples. According to the experimental results, 3D-printed nano-HA/Gel/CMC scaffolds show potential for bone tissue engineering.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100097"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143551342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Role of annealing conditions on the resistive switching behavior of solution processed formamidinium lead bromide FaPbBr3 devices","authors":"Amrita Singh, Saumya Paliwal, Aditi Upadhyaya, Saral Kumar Gupta, C.M.S. Negi","doi":"10.1016/j.nwnano.2025.100100","DOIUrl":"10.1016/j.nwnano.2025.100100","url":null,"abstract":"<div><div>Hybrid organic-inorganic halide perovskites (OIHPs) are emerging as strong contenders for next-generation flexible nonvolatile memory systems due to their fascinating properties, including mixed ionic-electronic transport, high abundance, and cost-effective fabrication processes. This study investigates the impact of annealing the active layer on the resistive switching (RS) performance of FTO/formamidinium lead bromide (FAPbBr<sub>3</sub>)/Al devices. Devices were fabricated with the FAPbBr<sub>3</sub> layer annealed under different conditions: 50 °C for 10 min (Device D1), 60 °C for 20 min (Device D2), and 100 °C for 30 min (Device D3). Each device displayed distinct bipolar hysteresis in current-voltage (I-V) characteristics, with Device D2 displaying the most prominent hysteresis loop. X-ray diffraction (XRD) analysis identified that the FAPbBr<sub>3</sub> layer in Device D2 predominantly contained the FABr–PbBr<sub>2</sub>–DMF intermediate complex, resulting in a higher density of native defects. This increased defect density likely enhanced bromide ion migration, facilitating greater ionic accumulation at the interface, which contributed to the pronounced hysteresis loop. A model combining ionic transport and energy band modulation is proposed to elucidate the resistive switching (RS) mechanism in these devices. Capacitance-frequency (C–f) analysis further corroborated the highest interfacial charge accumulation for Device D2, reflected by its maximum accumulation capacitance. Additionally, the Device D2 exhibited the highest ionic conductivity, driving enhanced ion migration and accumulation at the interface, thereby enhancing the RS behavior. This work highlights the critical role of annealing in optimizing the RS performance, offering valuable insights for advancing perovskite-based RS device technologies.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100100"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143576761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nano TrendsPub Date : 2025-03-01DOI: 10.1016/j.nwnano.2025.100098
Abbas A. Abdullahi , Mustapha D. Garba , Tawfik A. Saleh
{"title":"Biogas production using zirconium and zinc-based nanocatalysts and evaluation using a predictive modeling approach","authors":"Abbas A. Abdullahi , Mustapha D. Garba , Tawfik A. Saleh","doi":"10.1016/j.nwnano.2025.100098","DOIUrl":"10.1016/j.nwnano.2025.100098","url":null,"abstract":"<div><div>Anaerobic digestion (AD), a method of converting waste into energy, is commonly used in processing various organic wastes. It has been studied and recognized for its effectiveness. This study aimed to quantify the biogas yield from the catalytic co-digestion of rumen contents, and distilled water blended cow dung. This was achieved by fabricating biodigesters for the digestion of the contents. The study was carried out using nine identical digesters. For the biodigester without the catalyst (NC), that is control, the cumulative volume of gas produced during the study was 13,320 mL for 1:3. When 5 % w/w ZrO<sub>2</sub>, ZnO was added to the mixtures, the volume of gas increased drastically to 36,537 mL, and 21,944 mL respectively. The experimental dataset obtained after 33 days of the study was used in building the machine learning models. The best-performing model achieved during the training had a correlation coefficient between 0.9795 and 1 for the control, ZnO, and ZrO<sub>2</sub> catalytic loading, and the test correlation coefficient of the test datasets was between 0.9782 and 1. However, the Multilayer perceptron (MLP) model performed best in both the training and testing throughout the whole study having a Pearson correlation coefficient of 1. However, the study relied on a small test dataset of 11 entries. This study has opened possibilities to utilize anaerobic co-digestion technology not only for biogas generation but also to employ machine learning modeling for modeling and understanding anaerobic digestion from cow dung and rumen contents. Furthermore, it contributes to the sustainable development goals by offering an alternative energy source.</div></div>","PeriodicalId":100942,"journal":{"name":"Nano Trends","volume":"9 ","pages":"Article 100098"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143594081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}