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Search for "performance" in Full Text gives 1131 result(s) in Beilstein Journal of Nanotechnology. Showing first 200.

Nanotechnology-based approaches for the removal of microplastics from wastewater: a comprehensive review

  • Nayanathara O Sanjeev,
  • Manjunath Singanodi Vallabha and
  • Rebekah Rubidha Lisha Rabi

Beilstein J. Nanotechnol. 2025, 16, 1607–1632, doi:10.3762/bjnano.16.114

Graphical Abstract
  • , and advanced membrane materials, exhibit unique properties such as high surface area, enhanced reactivity, and tunable surface chemistry, which offer promising avenues for the selective and efficient removal of MPs from water. This paper also explores the mechanism, performance and limitations of
  • . Nanoparticles, owing to their high surface-to-volume ratio, demonstrate superior catalytic performance compared to bulk materials. Furthermore, the particle size of semiconductors influences their bandgap energy and crystalline structure, which in turn affects their redox potential and the spatial distribution
  • contact angle decreasing from 84.6° ± 1° to 64.2° ± 1.2°), work of adhesion, wetting energy, porosity, and pore dimensions. Among various loadings, the membrane with 0.5 wt % MIL-100 (Fe) (M0.5) showed the best overall performance. It delivered a pure water flux over ten times higher than M0 and achieved
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Published 15 Sep 2025

Bioinspired polypropylene-based functionally graded materials and metamaterials modeling the mistletoe–host interface

  • Lina M. Rojas González,
  • Naeim Ghavidelnia,
  • Christoph Eberl and
  • Max D. Mylo

Beilstein J. Nanotechnol. 2025, 16, 1592–1606, doi:10.3762/bjnano.16.113

Graphical Abstract
  • toughness along a specific direction or within a defined volume [7]. By strategically varying the composition or morphology of the material, FGMs can be designed with enhanced performance characteristics tailored to specific application requirements. The gradient can be continuous or discontinuous, or step
  • metamaterials, even more complex and tailored mechanical properties can be achieved at multiple length scales [15]. This integration enables the creation of materials with unprecedented combinations of stiffness, strength, damping, and other mechanical characteristics, offering enhanced performance and
  • scales [17]. This approach allows for precise control over stiffness distributions, enabling the creation of materials with tailored mechanical responses that vary spatially or directionally to meet specific performance requirements. Recent advancements in additive manufacturing techniques have
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Published 11 Sep 2025

Photocatalytic degradation of ofloxacin in water assisted by TiO2 nanowires on carbon cloth: contributions of H2O2 addition and substrate absorbability

  • Iram Hussain,
  • Lisha Zhang,
  • Zhizhen Ye and
  • Jin-Ming Wu

Beilstein J. Nanotechnol. 2025, 16, 1567–1579, doi:10.3762/bjnano.16.111

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  • –vis diffuse reflectance spectroscopy (UV-3150, Shimadzu, Japan). The concentration of OFL was determined using a Nexera LC-40D XR ultrahigh-performance liquid chromatography (HPLC) system (SHIMADZU, Japan). A Pyris 1 TGA instrument (USA) was used to carry out the thermogravimetric (TG) investigations
  • -first-order kinetic model, as determined by Equation 3: The concentration of OFL was assessed using high-performance liquid chromatography with a C18 column maintained at 30 °C. The UV–vis detector was calibrated to a wavelength of 292 nm. The mobile phase consisted of a 15:85 ratio of methanol to 0.8
  • reaction rate constants are shown in Figure 5b. Not surprisingly, the photocatalytic activity decreases with increasing OFL initial concentration (50, 75, 100, and 200 ppm), with the reaction rate constant declining (0.169, 0.142, 0.135, and 0.103 h−1, respectively). The high photocatalytic performance at
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Published 08 Sep 2025

Modeling magnetic properties of cobalt nanofilms used as a component of spin hybrid superconductor–ferromagnetic structures

  • Aleksey Fedotov,
  • Olesya Severyukhina,
  • Anastasia Salomatina and
  • Anatolie Sidorenko

Beilstein J. Nanotechnol. 2025, 16, 1557–1566, doi:10.3762/bjnano.16.110

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  • are currently used, as well as fundamental features of the thin film formation processes with new composition and coatings of various types. These types of nanomaterials are very promising (in terms of computational performance and energy dissipation efficiency) for use in superconducting digital
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Published 08 Sep 2025

Transient electronics for sustainability: Emerging technologies and future directions

  • Jae-Young Bae,
  • Myung-Kyun Choi and
  • Seung-Kyun Kang

Beilstein J. Nanotechnol. 2025, 16, 1545–1556, doi:10.3762/bjnano.16.109

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  • transient systems must be optimized to balance electrical performance, biodegradation kinetics, and mechanical integrity. Moreover, to transcend basic sensing and stimulation functions, and to enable capabilities such as computation, memory, and autonomous decision-making, the development of high
  • -performance, biodegradable integrated circuits is imperative [37][38][39]. Ultimately, controlling the operational lifespan of such devices demands a multifaceted approach, that is, one that couples material science innovation with engineering strategies capable of responding adaptively to complex
  • , offering the potential to replace conventional high-performance silicon-based devices with transient alternatives. In aqueous environments, silicon undergoes degradation via well-defined mechanisms with the rate of dissolution being highly sensitive to external conditions [42][44]. Elevated temperatures
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Perspective
Published 04 Sep 2025

Influence of laser beam profile on morphology and optical properties of silicon nanoparticles formed by laser ablation in liquid

  • Natalie Tarasenka,
  • Vladislav Kornev,
  • Alena Nevar and
  • Nikolai Tarasenko

Beilstein J. Nanotechnol. 2025, 16, 1533–1544, doi:10.3762/bjnano.16.108

Graphical Abstract
  • the nanometer range and different morphologies is continuously growing. One aspect of current studies is further improvement of the properties and performance of the developed silicon-based devices. As a result, crystalline films based on silicon [1][2] as well as nano-sized silicon materials have
  • that the obtained results are important for the preparation of silicon-based nanocomposites as electrode materials with enhanced performance. Materials and Methods The laser ablation experiments were performed using a nanosecond Nd:YAG laser (LS2131D, LOTIS TII, Belarus) as an excitation source
  • of Si NPs. The presence of defects in the Si structure confirmed by Raman and PL studies is a prerequisite for enhanced performance of the developed nanostructures in electrochemical processes occurring in supercapacitors or batteries [14]. The intrinsic defects act as intercalation sites during
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Published 04 Sep 2025

Dendrimer-modified carbon nanotubes for the removal and recovery of heavy metal ions from water

  • Thao Quynh Ngan Tran,
  • Huu Trung Nguyen,
  • Subodh Kumar and
  • Xuan Thang Cao

Beilstein J. Nanotechnol. 2025, 16, 1522–1532, doi:10.3762/bjnano.16.107

Graphical Abstract
  • materials have shown improved performance, the modification processes are generally energy-intensive and require harmful chemicals. Moreover, the optimum incorporation of chemical functionality, responsible for binding the trace metal ions, still needs to be achieved. Therefore, it is always a race to
  • suitability for the long-term application to reduce the cost of the adsorption process. The recycling performance of CNTs-G5 has been presented in the form of removal efficiency in five consecutive cycles (Supporting Information File 1, Figure S3). It is evident from the results that CNTs-G5 performed well as
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Published 01 Sep 2025

Nanomaterials for biomedical applications

  • Iqra Zainab,
  • Zohra Naseem,
  • Syeda Rubab Batool,
  • Filippo Pierini,
  • Seda Kizilel and
  • Muhammad Anwaar Nazeer

Beilstein J. Nanotechnol. 2025, 16, 1499–1503, doi:10.3762/bjnano.16.105

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  • used in the future for tissue recovery, which was previously thought to be beyond repair [31]. In addition to diagnosis and tissue regeneration, nanomaterials can create new treatment methods and enhance the design and performance of medical implants. An area that is getting a lot of attention is
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Editorial
Published 28 Aug 2025

Laser processing in liquids: insights into nanocolloid generation and thin film integration for energy, photonic, and sensing applications

  • Akshana Parameswaran Sreekala,
  • Pooja Raveendran Nair,
  • Jithin Kundalam Kadavath,
  • Bindu Krishnan,
  • David Avellaneda Avellaneda,
  • M. R. Anantharaman and
  • Sadasivan Shaji

Beilstein J. Nanotechnol. 2025, 16, 1428–1498, doi:10.3762/bjnano.16.104

Graphical Abstract
  • medium characteristics (e.g., chemical composition and viscosity) influence the size, morphology, and surface properties of the Au NPs, which, in turn, determine their performance. The effect of solvents on morphology of generated NPs in laser ablation is shown in Figure 2. While PLAL offers a rich
  • , suggesting that careful control of size reduction and surface properties is critical for optimizing photocatalyst performance, especially in water splitting applications. Further investigation is necessary to refine the process and mitigate the negative effects of fragmentation. LFL is a highly versatile
  • has emerged as a powerful approach to fabricate advanced heterostructures and integrated electrode architectures, which are challenging to achieve through conventional synthesis methods in the development of high-performance energy storage and conversion devices [85][88][92][93][94][95][96]. The
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Published 27 Aug 2025

Photochemical synthesis of silver nanoprisms via green LED irradiation and evaluation of SERS activity

  • Tuan Anh Mai-Ngoc,
  • Nhi Kieu Vo,
  • Cong Danh Nguyen,
  • Thi Kim Xuan Nguyen and
  • Thanh Sinh Do

Beilstein J. Nanotechnol. 2025, 16, 1417–1427, doi:10.3762/bjnano.16.103

Graphical Abstract
  • ] SERS substrates by impregnating them with silver nanostructures. While many efforts have been devoted to the synthesis of AgNPrs and evaluation of their SERS activity, limited studies have focused on the SERS performance of photochemically synthesized AgNPrs, particularly in 4-mercaptobenzoic acid (4
  • yield. The SERS performance of the synthesized AgNPrs, evaluated using 4-MBA as a probe molecule, demonstrated significantly enhanced Raman signals compared to the initial AgNPs seeds, highlighting their potential applicability in SERS-based sensors. Results and Discussion Synthesis of seeds The UV–vis
  • confirm that AgNPrs exhibited superior SERS performance, consistent with prior studies investigating the direct SERS detection of 4-MBA [18][19]. Due to their anisotropic structure, AgNPrs concentrate surface electrons and form electromagnetic “hot spots” at the edges and tip of the nanoprisms [22][24][25
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Published 26 Aug 2025

The role of biochar in combating microplastic pollution: a bibliometric analysis in environmental contexts

  • Tuan Minh Truong Dang,
  • Thao Thu Thi Huynh,
  • Guo-Ping Chang-Chien and
  • Ha Manh Bui

Beilstein J. Nanotechnol. 2025, 16, 1401–1416, doi:10.3762/bjnano.16.102

Graphical Abstract
  • removal in water and its ability to restore functionality in microplastic-contaminated soils. Biochar applications in restoring MP-contaminated soil Improving plant growth under MP stress MPs negatively impact crop performance by reducing biomass production, inhibiting stem and root development and
  • example, 1% corn stalk biochar-based microbial consortia (e.g., Bacillus B28) applied to soil containing 10% rubber crumb significantly increased peanut production by 58.86% and yield by 81.41% [52]. Principal component analysis (PCA) in Figure 5b reveals a strong correlation between biomass performance
  • and biochar concentration, underscoring biochar’s pivotal role in soil remediation and plant performance enhancement in MP-contaminated soils. Enhancement of soil physicochemical properties MPs exert significant impacts on soil physicochemical properties, altering its physical structure, chemical
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Published 21 Aug 2025

Parylene-coated platinum nanowire electrodes for biomolecular sensing applications

  • Chao Liu,
  • Peker Milas,
  • Michael G. Spencer and
  • Birol Ozturk

Beilstein J. Nanotechnol. 2025, 16, 1392–1400, doi:10.3762/bjnano.16.101

Graphical Abstract
  • portable and reliable devices [6]. Contemporary nanoscale biosensors are engineered for diverse applications, employing a variety of materials and design architectures to optimize performance and functionality. For example, carbon nanotubes (CNTs) are categorized as either single-walled or multiwalled
  • stability of metal nanoparticles limits their application in biological systems and decreases their performance [12]. Other materials like silicon quantum dots, ion-imprinted polymer, and hydrogels have unique biocompatibility and specificity advantages, but long-term stability and cost make them
  • 0.3–10 mM (Figure 4c), and the LoD is 0.01 mM glucose (Figure 4d). With limited surface area, LoD and detection range of our nanowire electrodes are inherently constrained. However, surface modification has been shown to enhance electrode performance, as described in the Introduction section
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Published 20 Aug 2025

Synthesis and antibacterial properties of nanosilver-modified cellulose triacetate membranes for seawater desalination

  • Lei Wang,
  • Shizhe Li,
  • Kexin Xu,
  • Wenjun Li,
  • Ying Li and
  • Gang Liu

Beilstein J. Nanotechnol. 2025, 16, 1380–1391, doi:10.3762/bjnano.16.100

Graphical Abstract
  • , indicating the potential for repeated use and long-term application [21]. Zhao and Park’s group incorporated in situ synthesized silver-loaded graphene oxide (GO-Ag) nanoparticles into polyvinyl alcohol/chitosan (PVA/CS) electrospun nanofiber membranes to boost desalination performance. The PVA/CS/GO-Ag
  • membranes exhibited outstanding antibacterial performance against Escherichia coli and Staphylococcus aureus [22]. Mayyahi introduced TiO2 nanoparticles into the polyamide layer of traditional TFC membranes by interfacial polymerization with m-phenylenediamine to create a thin film nanocomposite (TFN
  • for antibacterial purposes are diverse and include metallic silver, silver salts, and composites of Ag with other materials. The integration of nanotechnology with Ag, particularly when incorporated into polymer membranes, has demonstrated significant potential for enhancing membrane performance. CTA
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Published 19 Aug 2025

Enhancing the therapeutical potential of metalloantibiotics using nano-based delivery systems

  • Alejandro Llamedo,
  • Marina Cano,
  • Raquel G. Soengas and
  • Francisco J. García-Alonso

Beilstein J. Nanotechnol. 2025, 16, 1350–1366, doi:10.3762/bjnano.16.98

Graphical Abstract
  • colleagues. Thus, the complex formed upon treatment of the flavonoid catechin (CAT, 17) (Figure 4) and a Zn(II) salt was encapsulated in β-CS-NPs, and the antibacterial performance against E. coli and L. innocua was subsequently investigated [123]. Nano-encapsulated systems exhibited low polydispersity and
  • phospholipid conjugate 21 (Figure 5) in liposomes have been explored as an strategy to enhance antimicrobial performance while preserving host cell compatibility [141]. Liposomal formulations incorporating the Ir complex displayed superior photophysical properties compared to the free metallodrug, notably
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Published 15 Aug 2025

Ferroptosis induction by engineered liposomes for enhanced tumor therapy

  • Alireza Ghasempour,
  • Mohammad Amin Tokallou,
  • Mohammad Reza Naderi Allaf,
  • Mohsen Moradi,
  • Hamideh Dehghan,
  • Mahsa Sedighi,
  • Mohammad-Ali Shahbazi and
  • Fahimeh Lavi Arab

Beilstein J. Nanotechnol. 2025, 16, 1325–1349, doi:10.3762/bjnano.16.97

Graphical Abstract
  • ][120]. 3.2 Characterization of liposomes Characterization of liposomes is important to ensure their quality and performance as drug delivery systems. Several techniques are commonly used to analyze the properties of liposomes, including size, lamellarity, surface charge, and EE [110][121]. Dynamic
  • systems. The EE of liposomes, which determines the amount of drug loaded into the vesicles, can be evaluated by various analytical methods. High-performance liquid chromatography (HPLC) and capillary electrophoresis (CE) are widely used methods to quantify the encapsulated drug [110][125]. HPLC separates
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Published 14 Aug 2025

Deep-learning recognition and tracking of individual nanotubes in low-contrast microscopy videos

  • Vladimir Pimonov,
  • Said Tahir and
  • Vincent Jourdain

Beilstein J. Nanotechnol. 2025, 16, 1316–1324, doi:10.3762/bjnano.16.96

Graphical Abstract
  • the number of data points shown in Figure 4 arises from the exclusion of videos manually analyzed during model training from the AI-based analysis, in order to avoid bias and ensure an independent performance assessment. The AI-extracted data in Figure 4 represents a small fraction of all data
  • the performance comparable to the current state-of-the-art models [28]. Expanding the dataset to include more diverse video quality and nanotube localization can lead to more stable models [29]. Moreover, replacing computationally demanding models like Mask-RCNN with smaller models could enhance
  • overall performance, although potentially reducing recognition accuracy. Automating recognition and tracking is essential for high-throughput video analysis, which is critical for understanding and modeling complex nanoscale phenomena. The differential video treatment approach, combined with the deep
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Published 13 Aug 2025

Enhancing the photoelectrochemical performance of BiOI-derived BiVO4 films by controlled-intensity current electrodeposition

  • Huu Phuc Dang,
  • Khanh Quang Nguyen,
  • Nguyen Thi Mai Tho and
  • Tran Le

Beilstein J. Nanotechnol. 2025, 16, 1289–1301, doi:10.3762/bjnano.16.94

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  • Abstract This study investigates the fabrication of BiVO4 photoanodes using a controlled-intensity current electrodeposition method to improve their photoelectrochemical (PEC) performance. The impact of varying the deposition current density and VO(acac)2 concentration was systematically analyzed to
  • charge carriers, which severely restrict its PEC performance [10][11][12]. Various strategies have been explored to overcome these challenges and optimize the structural, electronic, and surface properties of BiVO4 [13][14]. Hydrothermal synthesis has been used to produce highly crystalline BiVO4 films
  • produce BiVO4 thin films at high deposition rates; however, this method resulted in irregular grain structures and significant material defects, limiting the PEC performance improvements. Electrodeposition has emerged as a promising low-cost and scalable technique for BiVO4 film fabrication, offering
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Published 07 Aug 2025

Better together: biomimetic nanomedicines for high performance tumor therapy

  • Imran Shair Mohammad,
  • Gizem Kursunluoglu,
  • Anup Kumar Patel,
  • Hafiz Muhammad Ishaq,
  • Cansu Umran Tunc,
  • Dilek Kanarya,
  • Mubashar Rehman,
  • Omer Aydin and
  • Yin Lifang

Beilstein J. Nanotechnol. 2025, 16, 1246–1276, doi:10.3762/bjnano.16.92

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  • and MHT performance in vitro. Furthermore, RAW267.4-loaded with Fe@Fe3O4-DHCA demonstrated efficiency in vivo. Thus, Fe@Fe3O4-DHCA nanoparticles showed great application potential for tumor diagnosis and therapy [34]. 1.1.3 Neutrophils. Neutrophils are among the most abundant and frontline phagocytes
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Published 05 Aug 2025

Functional bio-packaging enhanced with nanocellulose from rice straw and cinnamon essential oil Pickering emulsion for fruit preservation

  • Tuyen B. Ly,
  • Duong D. T. Nguyen,
  • Hieu D. Nguyen,
  • Yen T. H. Nguyen,
  • Bup T. A. Bui,
  • Kien A. Le and
  • Phung K. Le

Beilstein J. Nanotechnol. 2025, 16, 1234–1245, doi:10.3762/bjnano.16.91

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  • dispersibility of essential oils in biopolymer matrices but also enhances the overall compatibility and performance of the biopackaging material [22]. Our previous research has demonstrated that nanocellulose can effectively encapsulate CEO into a PE with small particle sizes (<700 nm), high stability, and
  • radicals [47]. The antioxidative performance of the films aligns with previous studies on essential oil-infused biopolymer matrices, confirming their potential to enhance food packaging stability by preventing oxidative degradation [48]. With increasing CEO concentration, transmittance decreased
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Published 04 Aug 2025

Hydrogels and nanogels: effectiveness in dermal applications

  • Jéssica da Cruz Ludwig,
  • Diana Fortkamp Grigoletto,
  • Daniele Fernanda Renzi,
  • Wolf-Rainer Abraham,
  • Daniel de Paula and
  • Najeh Maissar Khalil

Beilstein J. Nanotechnol. 2025, 16, 1216–1233, doi:10.3762/bjnano.16.90

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  • of methodologies designed to obtain them. In addition to optimizing the physicochemical methods used to prepare nanogels and hydrogels, the application of precision engineering principles has proven essential to enhance the therapeutic performance of these formulations [63][64]. In developing
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Published 01 Aug 2025

Investigation of the solubility of protoporphyrin IX in aqueous and hydroalcoholic solvent systems

  • Michelly de Sá Matsuoka,
  • Giovanna Carla Cadini Ruiz,
  • Marcos Luciano Bruschi and
  • Jéssica Bassi da Silva

Beilstein J. Nanotechnol. 2025, 16, 1209–1215, doi:10.3762/bjnano.16.89

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  • observed in these samples, whereas samples shown in Figure 1C and Figure 1D appear clear. The sample displayed in Figure 1D was the most soluble and transparent, demonstrating the improved system performance in the presence of P407. Although Franco [5] reported high solubility of PpIX in aqueous systems
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Published 29 Jul 2025

Chitosan nanocomposite containing rotenoids: an alternative bioinsecticidal approach for the management of Aedes aegypti

  • Maria A. A. Bertonceli,
  • Vitor D. C. Cristo,
  • Ivo J. Vieira,
  • Francisco J. A. Lemos,
  • Arnoldo R. Façanha,
  • Raimundo Braz-Filho,
  • Gustavo V. T. Batista,
  • Luis G. M. Basso,
  • Sérgio H. Seabra,
  • Thalya S. R. Nogueira,
  • Felipe F. Moreira,
  • Arícia L. E. M. Assis,
  • Antônia E. A. Oliveira and
  • Kátia V. S. Fernandes

Beilstein J. Nanotechnol. 2025, 16, 1197–1208, doi:10.3762/bjnano.16.88

Graphical Abstract
  • encapsulation efficiency is estimated to be ≥99% within the detection limits of high-performance liquid chromatography (HPLC) and thin-layer chromatography (TLC) methods applied, indicating a highly effective incorporation of the rotenoids into the nanochitosan matrix. In addition to the high encapsulation
  • of 1 cm−1 and an accumulation of 35 scans per spectrum. A compressive force of 15 N was applied to the samples during measurement to ensure proper contact with the ATR crystal surface. Quantification of rotenoids by high-performance liquid chromatography The quantification of rotenoids was performed
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Published 28 Jul 2025

Electronic and optical properties of chloropicrin adsorbed ZnS nanotubes: first principle analysis

  • Prakash Yadav,
  • Boddepalli SanthiBhushan and
  • Anurag Srivastava

Beilstein J. Nanotechnol. 2025, 16, 1184–1196, doi:10.3762/bjnano.16.87

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  • composites with other materials, such as carbon nanotubes, to optimize performance [26]. Furthermore, the flexible synthesis of ZnS NTs with controlled morphology and size allows for tailoring their sensing capabilities. External stimuli combined with machine learning can further enhance their sensitivity
  • humidity sensing performance compared to that of ZnO/ZnS nanorod arrays and ZnO nanorod arrays, with enhanced response, faster recovery, good linearity, and reliable reproducibility across a wide range of relative humidity conditions at room temperature. Giri et al. [48] demonstrated that phase-selective
  • ZnO@ZnS heterostructures and ZnS NTs exhibited superior amperometric cholesterol sensing performance, with ZnS NTs achieving the highest sensitivity (598 mA/m2) and low detection limits among the configurations studied. Despite these advances, the use of ZnS NT for detecting chloropicrin (CP), a
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Published 25 Jul 2025

Crystalline and amorphous structure selectivity of ignoble high-entropy alloy nanoparticles during laser ablation in organic liquids is set by pulse duration

  • Robert Stuckert,
  • Felix Pohl,
  • Oleg Prymak,
  • Ulrich Schürmann,
  • Christoph Rehbock,
  • Lorenz Kienle and
  • Stephan Barcikowski

Beilstein J. Nanotechnol. 2025, 16, 1141–1159, doi:10.3762/bjnano.16.84

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  • to be the catalytically active species [108] while in HEA NP electrocatalysis, such oxides are formed under anodic potential [19]. Also, the presence of surface manganese oxide still provides good catalytic activity with sharp performance profiles allowing for derivation of composition–activity
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Published 17 Jul 2025

Deep learning for enhancement of low-resolution and noisy scanning probe microscopy images

  • Samuel Gelman,
  • Irit Rosenhek-Goldian,
  • Nir Kampf,
  • Marek Patočka,
  • Maricarmen Rios,
  • Marcos Penedo,
  • Georg Fantner,
  • Amir Beker,
  • Sidney R. Cohen and
  • Ido Azuri

Beilstein J. Nanotechnol. 2025, 16, 1129–1140, doi:10.3762/bjnano.16.83

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  • the generated image. For this reason, it is always important to combine metrics from both domains, to first assess the fidelity of the reconstructed image with respect to a reference image and then its quality when attempting to quantify the performance of the upscaling methods and models. An
  • models and quantified their validity and performance by fidelity and quality metrics that were further supported by a survey taken by AFM experts. We found that, overall, the pre-trained SR deep learning models accurately retain the information from the low-resolution images when compared to the GT while
  • compared to the GT. There was no statistically significant difference between the performance of deep learning models compared to the traditional methods, as shown by the p-value Tukey’s range test matrix comparisons in Figure 3 (all p-values are bigger than 0.98, except for that of the bilinear method
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Published 16 Jul 2025
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