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Fabrication and performance of capacitive humidity and strain sensors that incorporate 3D-printed nanocomposite electrodes 结合 3D 打印纳米复合电极的电容式湿度和应变传感器的制作与性能
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2023.100272
Stefanos Matsalis , George Paterakis , Nikos Koutroumanis , George Anagnostopoulos , Costas Galiotis

This work reports on advances in capacitive humidity and strain sensor technologies through the development of state-of-the-art 3D-printed Interdigitated Electrodes (IDEs) coated with a unique GO/ PVA coating. These IDEs are constructed using a novel composite filament of MWCNTs and polylactic acid (PLA) that offer superior flexural strength and electrical properties compared to conventional polymer matrices.

We show that the GO/ PVA coating appears to be sensitive over the full range of relative humidity (RH) from 0% to 100%, with a remarkable capacitance change of 300 pF/%RH. Fast response and recovery times of 60 and 42 s, respectively, have been measured outperforming existing works that utilize metal electrodes. Regarding temperature dependence, the coatings endure conditions ranging from ambient to −25 °C, even in the presence of ice. Furthermore, at 50% RH, the sensors are shown to achieve a maximum sensitivity of 34.2 within a strain range of up to 2%.

In conclusion, this work represents a significant advancement in cutting-edge sensor technologies, offering unprecedented capabilities for humidity and strain sensing performance for a wide range of applications.

这项工作通过开发涂有独特的 GO/ PVA 涂层的最先进的 3D 打印交织电极 (IDE),报告了电容式湿度和应变传感器技术的进展。我们的研究表明,GO/ PVA 涂层在 0% 到 100% 的相对湿度 (RH) 范围内都很敏感,电容变化显著,达到 300 pF/%RH。测得的快速响应和恢复时间分别为 60 秒和 42 秒,优于使用金属电极的现有产品。在温度依赖性方面,涂层可以承受从环境温度到零下 25 °C,甚至在有冰存在的情况下。总之,这项工作代表了尖端传感器技术的重大进步,为广泛的应用提供了前所未有的湿度和应变传感性能。
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引用次数: 0
Highly efficient enzyme less glucose sensor based on cross-linked nitrogen-doped graphene aerogel incorporated with ytterbium oxide and decorated with nickel nitride nanoparticles 基于交联氮掺杂石墨烯气凝胶和氧化镱以及氮化镍纳米颗粒的高效少酶葡萄糖传感器
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100290

The development of valuable Non-enzymatic glucose sensors relies extensively on the design of sensitive and cost-effective materials with high catalytic activity for the efficient electro-oxidation of glucose. In this work, nitrogen-doped reduced graphene aerogel decorated with Yb2O3 nanoparticles (GA:N–Yb2O3) was prepared via a simple one-step hydrothermal method. Then this conductive porous three-dimensional scaffold was employed as an excellent substrate for hosting nickel nitride (Ni3N) nanoparticles (NPs). Electrochemical investigation confirmed the beneficial role of GA:N–Yb2O3 for enhancing Ni3N NPs catalytic activity. This sensor shows low glucose oxidation potential, a low detection limit, and high sensitivity. Using cyclic voltammetry (CV), electrochemical impedance spectroscopy (EIS), chronoamperometry, and amperometry, the electrochemical activity of the electrode towards the oxidation of glucose was investigated. The GA:N–Yb2O3/Ni3N glassy carbon electrode (GCE) modifier was well applied as an electrocatalyst for sensing glucose with the detection limit of 3.9 μM, and the sensitivity of 247.1 μA mM−1cm−2. Impressively, ascorbic acid, acetaminophen, dopamine, uric acid, and sodium chloride oxidation interference could also be avoided. Nonetheless, the selectivity and stability of the Non-enzymatic glucose sensors were quite good. Hence, this new Non-enzymatic sensor can have a reliable potential application in glucose detection.

有价值的非酶葡萄糖传感器的开发在很大程度上依赖于设计灵敏且具有高催化活性的材料,以实现葡萄糖的高效电氧化。在这项工作中,通过简单的一步水热法制备了以 Yb2O3 纳米粒子装饰的氮掺杂还原石墨烯气凝胶(GA:N-Yb2O3)。然后,这种导电多孔三维支架被用作承载氮化镍(Ni3N)纳米粒子(NPs)的绝佳基底。电化学研究证实,GA:N-Yb2O3 有利于提高氮化镍纳米粒子的催化活性。这种传感器具有低葡萄糖氧化电位、低检测限和高灵敏度的特点。研究人员使用循环伏安法(CV)、电化学阻抗谱法(EIS)、时变分析法和安培计法对该电极氧化葡萄糖的电化学活性进行了研究。GA:N-Yb2O3/Ni3N 玻璃碳电极(GCE)改性剂作为感测葡萄糖的电催化剂得到了很好的应用,其检测限为 3.9 μM,灵敏度为 247.1 μA mM-1cm-2。令人印象深刻的是,它还能避免抗坏血酸、对乙酰氨基酚、多巴胺、尿酸和氯化钠的氧化干扰。尽管如此,非酶切葡萄糖传感器的选择性和稳定性还是相当不错的。因此,这种新型非酶切传感器在葡萄糖检测中具有可靠的潜在应用价值。
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引用次数: 0
Efficiency of three dimension Au–MnO2 nanostructure as visible adsorption based detector of histamine sensing 三维 Au-MnO2 纳米结构作为基于可见光吸附的组胺检测器的效率
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2023.100275
Siti Febtria Asrini Sugito , Mochamad Zakki Fahmi , Miratul Khasanah , Septianti Putri Sophiar , Jia-yaw Chang , Gasidit Panomsuwan

High intakes of histamine are poisonous. Hence, determining histamine levels in fisheries and processed products is essential to food quality. Several colorimetric sensors based on gold nanoparticles have shown exemplary performance in detecting the presence of histamine in samples. The modified AuNPs by MnO2 were used as a reagent in histamine analysis by UV–Vis spectrophotometry. Using a seed-mediated growth method, modified Au–MnO2 nanostructures were synthesized from citrate-coated AuNPs and KMnO4. The Au–MnO2 nanostructure synthesis process produced a yellow-green solution, which produced a crystalline solid with a particle size <100 nm by evaporation. These nanoparticles comprise AuNPs and MnO2 components, which still perform their original properties. Application of Au–MnO2 nanostructure in histamine spectrophotometry has values in sensitivity of 0.0344 ppm, detection limit of 0.185 ppm, quantification limit of 0.618 ppm, and accuracy of 95–101 %. Based on analytical results, the effectiveness of synthesizing Au–MnO2 nanostructure to form complexes with histamine content was low, and it was due to the weak binding between the imidazole group of histamine and Au–MnO2 nanostructures. Therefore, further investigation on the composition of the Mn metal or the selection of other metals is needed to use Au–MnO2 as candidate histamine biosensors.

组胺摄入量高会中毒。因此,测定渔业和加工产品中的组胺含量对食品质量至关重要。几种基于金纳米粒子的比色传感器在检测样品中组胺的存在方面表现出色。用 MnO2 修饰的 AuNPs 可作为试剂,通过紫外可见分光光度法分析组胺。利用种子介导生长法,用柠檬酸盐包覆的 AuNPs 和 KMnO4 合成了修饰的 Au-MnO2 纳米结构。Au-MnO2 纳米结构的合成过程产生了一种黄绿色溶液,通过蒸发生成了粒径为 100 nm 的结晶固体。这些纳米粒子由 AuNPs 和 MnO2 组成,仍然具有其原有的特性。在组胺分光光度法中应用 Au-MnO2 纳米结构,其灵敏度为 0.0344 ppm,检出限为 0.185 ppm,定量限为 0.618 ppm,准确度为 95-101%。根据分析结果,合成的 Au-MnO2 纳米结构与组胺形成络合物的有效性较低,这是由于组胺的咪唑基团与 Au-MnO2 纳米结构之间的结合力较弱。因此,要将 Au-MnO2 用作候选组胺生物传感器,还需要进一步研究金属锰的成分或选择其他金属。
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引用次数: 0
Microbial biotechnology alchemy: Transforming bacterial cellulose into sensing disease- A review 微生物生物技术炼金术:将细菌纤维素转化为传感疾病--综述
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2023.100277
Ali Jawad Akki , Pratheek Jain , Ravindra Kulkarni , Raghavendra Rao Badkillaya , Raghavendra V. Kulkarni , Farhan Zameer , V Raghu Anjanapura , Tejraj M. Aminabhavi

Biosensors have the potential to revolutionize healthcare by providing rapid and accurate diagnosis of diseases. Biosensors are analytical devices that convert molecular recognition of a target analyte into a measurable signal. Older diagnostic techniques, such as immunoaffinity column assays, fluorometric, and enzyme-linked immunosorbent assays, are laborious, require qualified personnel, and can be time consuming. In contrast, biosensors offer improved accuracy, sustainability, and rapidness due to their ability to detect specific biomarkers with high sensitivity and specificity. The review covers various bacterial cellulose (BC)-based biosensors, from SARS-CoV-2 detection to wearable health monitoring and interaction with human-computer interfaces. BC's integration into ionic thermoelectric hydrogels for wearable health monitoring shows its potential for real-time health tracking. Incorporating BC in biosensors for low-noise electrodes, and wearable sensors has been elaborated. The invention of a phage-immobilized BC biosensor for S. aureus detection is a significant contribution to the field, highlighting the biosafety and efficiency of BC in pathogen identification and demonstrating BC's versatility across multiple sensing platforms. Palladium nanoparticle-bacterial cellulose hybrid nanofibers show excellent electrocatalytic activity for dopamine detection, whereas Au-BC nanocomposite biosensors show efficacy in glucose detection, with potential therapeutic applications. The “lab-on-nanopaper” device, utilizing BC nanopaper, not only visually detects human serum albumin but also establishes itself as a new-generation optical biosensing platform with superiority over conventional substrates. This review contributes to the ongoing advancements in biosensor technology, highlighting the potential of BC as a versatile material for developing innovative biosensors. This is crucial for improving the accuracy, sensitivity, and efficiency of diagnostic tools in healthcare.

生物传感器可提供快速准确的疾病诊断,具有彻底改变医疗保健的潜力。生物传感器是将目标分析物的分子识别转化为可测量信号的分析设备。旧的诊断技术,如免疫亲和柱测定法、荧光测定法和酶联免疫吸附测定法,既费力,又需要合格的人员,而且可能很耗时。相比之下,生物传感器能够以高灵敏度和特异性检测特定的生物标记物,因此具有更高的准确性、可持续性和快速性。本综述涵盖了各种基于细菌纤维素(BC)的生物传感器,从 SARS-CoV-2 检测到可穿戴健康监测以及与人机界面的交互。将 BC 集成到用于可穿戴健康监测的离子热电水凝胶中,显示了其在实时健康跟踪方面的潜力。在生物传感器中加入 BC 以用于低噪声电极和可穿戴传感器的研究也得到了详细阐述。用于检测金黄色葡萄球菌的噬菌体固定 BC 生物传感器的发明是对该领域的重大贡献,突出了 BC 在病原体识别中的生物安全性和效率,并展示了 BC 在多种传感平台中的多功能性。钯纳米粒子-细菌纤维素杂化纳米纤维在多巴胺检测中显示出卓越的电催化活性,而金-萃取物纳米复合生物传感器则在葡萄糖检测中显示出功效,具有潜在的治疗应用价值。利用 BC 纳米纸的 "纳米纸上实验室 "装置不仅能直观地检测人血清白蛋白,还能将自己打造成新一代光学生物传感平台,其性能优于传统基底。本综述有助于推动生物传感器技术的不断进步,强调了 BC 作为一种多功能材料在开发创新型生物传感器方面的潜力。这对于提高医疗诊断工具的准确性、灵敏度和效率至关重要。
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引用次数: 0
Green synthesis of metal nanoparticles, characterization, and biosensing applications 金属纳米粒子的绿色合成、表征和生物传感应用
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100287

This comprehensive review provides an in-depth overview of the green (biological) synthesis, characterization, and biosensor applications of metal nanoparticles (NPs). Because of their unique physical and chemical properties, high surface area, and nanoscale size, NPs have become crucial in various fields. The review emphasizes the synthesis, properties, and applications of several metal NPs, particularly silver (AgNPs), gold (AuNPs), platinum (PtNPs), copper (CuNPs), zinc oxide (ZnONPs), iron oxide (FeONPs), and palladium (PdNPs). Green synthesis methods, a truly innovative approach, utilize biological substances such as plant extracts, bacteria, fungi, and yeast. These methods offer environmentally friendly and biologically compatible alternatives to conventional chemical synthesis techniques. This review details these sustainable approaches and their advantages over traditional methods. These natural sources provide an abundant, cost-effective, and environmentally sustainable alternative for NP production. The importance of thorough characterization of nanoparticles is also discussed, highlighting techniques such as transmission electron microscopy (TEM), scanning electron microscopy (SEM), X-ray photoelectron spectroscopy (XPS), Fourier-transform infrared spectroscopy (FTIR), X-ray diffraction (XRD), and UV–Vis spectroscopy to analyze the size, shape, surface properties, structural integrity, and optical behavior of the NPs. The review highlights the vast potential of metal NPs in biosensors, which play a critical role in medical diagnostics, environmental monitoring, and food safety. Incorporating metal NPs in electrochemical, optical, thermometric, and piezoelectric biosensors significantly enhances sensitivity and specificity, enabling rapid and real-time detection of various analytes.

本综述深入概述了金属纳米粒子(NPs)的绿色(生物)合成、表征和生物传感器应用。由于其独特的物理和化学性质、高比表面积和纳米级尺寸,NPs 在各个领域都变得至关重要。本综述重点介绍了几种金属纳米粒子的合成、特性和应用,尤其是银(AgNPs)、金(AuNPs)、铂(PtNPs)、铜(CuNPs)、氧化锌(ZnONPs)、氧化铁(FeONPs)和钯(PdNPs)。绿色合成法是一种真正的创新方法,它利用了植物提取物、细菌、真菌和酵母等生物物质。这些方法为传统化学合成技术提供了环境友好型和生物兼容型替代品。本综述将详细介绍这些可持续方法及其与传统方法相比的优势。这些天然来源为纳米粒子的生产提供了丰富、具有成本效益和环境可持续性的替代方法。本综述还讨论了对纳米粒子进行全面表征的重要性,重点介绍了透射电子显微镜 (TEM)、扫描电子显微镜 (SEM)、X 射线光电子能谱 (XPS)、傅立叶变换红外光谱 (FTIR)、X 射线衍射 (XRD) 和紫外可见光谱等技术,以分析纳米粒子的尺寸、形状、表面特性、结构完整性和光学行为。综述强调了金属 NPs 在生物传感器中的巨大潜力,这些传感器在医疗诊断、环境监测和食品安全方面发挥着至关重要的作用。在电化学、光学、测温和压电生物传感器中加入金属 NPs 可显著提高灵敏度和特异性,从而实现对各种分析物的快速和实时检测。
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引用次数: 0
Synthesis of rhodamine-helicin fluorescent probe for colorimetric detection of Cu2+ and fluorescent recognition of Fe3+ 合成用于比色检测 Cu2+ 和荧光识别 Fe3+ 的罗丹明-蒜素荧光探针
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100282
Jingxuan Sun , Yuxin Shao , Peng Li , Yang Yang , Chao-Ying Gao , Jinglin Liu

Fluorescent probes play a crucial role in analytical chemistry and biological imaging, offering selective detection of metal ions. Herein, we present the synthesis and characterization of a novel rhodamine-based fluorescent probe, RbHC (Rhodamine B Helicin), which was obtained through the condensation of rhodamine B hydrazide and helicin in ethanol. The probe demonstrates remarkable selectivity and anti-interference capabilities towards Cu2+ and Fe3+ ions in 80% acetonitrile solution. Spectral titration analysis revealed a linear relationship between the intensity and the concentration of Cu2+/Fe3+. The formation of complex between Cu2+/Fe3+ and RbHC was confirmed to be 1:1, and it was further confirmed by ESI mass spectroscopy and DFT calculations. The coordination with Cu2+/Fe3+ caused the opening of RbHC's spirolactam ring, resulting in distinct color change and red fluorescence emissions. Moreover, RbHC exhibits high stability and water solubility under both acidic and neutral conditions, enabling its application in the imaging of plant tissues. Besides, the absorption intensity of RbHC–Cu2+ increased significantly when exposed to sunshine and 365 nm UV radiation, indicating that it might be used as a potential indicator for measuring outdoor UV intensity.

荧光探针在分析化学和生物成像中发挥着至关重要的作用,可对金属离子进行选择性检测。在此,我们介绍了一种新型罗丹明基荧光探针 RbHC(罗丹明 B 螺旋素)的合成和表征,该探针是由罗丹明 B 酰肼和螺旋素在乙醇中缩合而成。在 80% 的乙腈溶液中,该探针对 Cu2+ 和 Fe3+ 离子具有显著的选择性和抗干扰能力。光谱滴定分析表明,其强度与 Cu2+/Fe3+ 的浓度呈线性关系。Cu2+/Fe3+ 与 RbHC 形成的络合物比例为 1:1,ESI 质谱和 DFT 计算进一步证实了这一点。与 Cu2+/Fe3+ 的配位导致 RbHC 的螺内酰胺环打开,从而产生明显的颜色变化和红色荧光发射。此外,RbHC 在酸性和中性条件下均表现出较高的稳定性和水溶性,因此可应用于植物组织成像。此外,RbHC-Cu2+ 在阳光和 365 纳米紫外线照射下的吸收强度显著增加,表明它可用作测量室外紫外线强度的潜在指标。
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引用次数: 0
Macro world in nano hands: Nano revolutions in medicine and food processing with the aid of nanosensors 纳米手中的宏观世界:借助纳米传感器实现医药和食品加工领域的纳米革命
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100291

Nanotechnology, the manipulation of materials at the nanoscale, has emerged as a transformative force with profound implications for diverse fields. This following review explores the versatile administration of nanotechnology in both the biomedical and food processing disciplines, highlighting the potential breakthroughs and advancements achieved in these critical domains. Nanotechnology has made significant advancements in drug delivery, imaging, and diagnostics possible in the biomedical field. Particular characteristics of nanoscale materials, like nanoparticles and nanocarriers, improve their compatibility with biological systems. As a result, targeted drug delivery systems have been created, enabling precise drug administration and fewer side effects. Furthermore, improved diagnostic capabilities are made possible by nanoscale imaging agents, which allow for early disease detection. Additionally, the development of nanosensors for the real-time tracking of physiological variables has been made possible by nanotechnology, which has aided in the rise of personalized medicine. Nanotechnology has completely changed a number of aspects of the food processing industry, including packaging, preservation, and food safety. Antimicrobial nanomaterials have been used to put an end to the growth of harmful microorganisms, thus increasing food safety. Additionally, food packaging using nanocomposites has shown to have enhanced barrier qualities, extending the shelf life of perishable items and cutting down on food waste. The creation of intelligent packaging systems that can continuously check the freshness of food is made possible by nanoscale materials. The use of nanotechnology in these fields presents ethical and safety issues, despite its enormous potential. In order to ensure the responsible integration of nanotechnology into biomedical and food processing practices, ongoing research is devoted to addressing these challenges. The ongoing investigation of nanotechnology's potential in these fields offers hope for the development of safer, more effective, and technologically sophisticated solutions that will improve human health and welfare.

纳米技术是在纳米尺度上操纵材料的技术,已成为一种变革力量,对各个领域产生了深远的影响。下面的综述将探讨纳米技术在生物医学和食品加工领域的多功能应用,重点介绍在这些关键领域可能取得的突破和进步。在生物医学领域,纳米技术在药物输送、成像和诊断方面取得了重大进展。纳米级材料(如纳米颗粒和纳米载体)的特殊特性提高了它们与生物系统的兼容性。因此,有针对性的给药系统应运而生,实现了精确给药和减少副作用。此外,纳米级成像剂也提高了诊断能力,可用于早期疾病检测。此外,纳米技术还实现了用于实时跟踪生理变量的纳米传感器的开发,这有助于个性化医疗的兴起。纳米技术彻底改变了食品加工业的许多方面,包括包装、保存和食品安全。抗菌纳米材料被用来阻止有害微生物的生长,从而提高食品安全。此外,使用纳米复合材料的食品包装具有更高的阻隔性,可延长易腐物品的保质期,减少食品浪费。利用纳米级材料还可以制造出能够持续检测食品新鲜度的智能包装系统。尽管纳米技术具有巨大的潜力,但在这些领域的应用也存在伦理和安全问题。为了确保将纳米技术以负责任的方式融入生物医学和食品加工实践,目前正在开展研究,以应对这些挑战。目前正在对纳米技术在这些领域的潜力进行调查,这为开发更安全、更有效、技术更先进的解决方案、改善人类健康和福利带来了希望。
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引用次数: 0
Graphene-metal sulfide composite based gas sensors for environmental sustainability: A review 基于石墨烯-硫化金属复合材料的环境可持续性气体传感器:综述
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2023.100269
Deepak Balram , Kuang-Yow Lian , Neethu Sebastian , Vineet Kumar , Virendra Kumar Yadav , Ashish Patel , Kulvinder Singh

In this modern era, maintaining a sustainable environment is pivotal and hence, a detailed review on gas sensors for quantification of toxic environmental pollutants is critical. In this paper, an extensive review on advancements in gas sensors developed using graphene-metal sulfide composites is discussed. Although graphene is an intriguing material with high sensitivity for determination of gases at low concentrations, its poor selectivity is a hindrance towards fabrication of high-performance gas sensors. Hence, hybrid nanocomposites prepared by embedding graphene and its derivatives with various metal sulfides including molybdenum sulfide (MoS2), tin sulfide (SnS2), tungsten sulfide (WS2), cadmium sulfide (CdS) etc. were utilized in gas sensor fabrication with enhanced sensing capabilities. Related investigations revealed that gas sensors using graphene-metal sulfide nanohybrids could be effectively used in detection of individual molecules of toxic gas including NOx, NH3, H2S, SO2, HCHO, CO2, CO, CH4, C3H6O and so on at very low concentrations with good sensitivity and selectivity. A comparative evaluation of various performance parameters revealed that toxic gases were determined with a limit of detection and concentration as low as 0.6 ppb and 0.05 ppm respectively, using graphene-metal sulfide based gas sensors. This review reflects the fact that advancements in material synthesis has led to improvement in gas sensing performances as evidenced from the comparatively better performance metrics reported in recently published articles which utilized hybrid nanocomposites as sensing material.

在当今时代,维护可持续发展的环境至关重要,因此,对用于量化有毒环境污染物的气体传感器进行详细综述至关重要。本文广泛综述了利用石墨烯-硫化金属复合材料开发的气体传感器的进展。虽然石墨烯是一种令人感兴趣的材料,在测定低浓度气体时具有高灵敏度,但其较差的选择性阻碍了高性能气体传感器的制造。因此,通过将石墨烯及其衍生物与各种金属硫化物(包括硫化钼(MoS2)、硫化锡(SnS2)、硫化钨(WS2)、硫化镉(CdS)等)嵌入而制备的混合纳米复合材料被用于气体传感器的制造,从而增强了传感能力。相关研究表明,使用石墨烯-硫化金属纳米杂化物的气体传感器可以有效地用于在极低浓度下检测单个有毒气体分子,包括氮氧化物、NH3、H2S、SO2、HCHO、CO2、CO、CH4、C3H6O 等,并具有良好的灵敏度和选择性。对各种性能参数的比较评估显示,使用基于石墨烯-硫化金属的气体传感器测定有毒气体的检测限和浓度分别低至 0.6 ppb 和 0.05 ppm。这篇综述反映了一个事实,即材料合成技术的进步导致了气体传感性能的提高,最近发表的利用混合纳米复合材料作为传感材料的文章所报告的性能指标相对较好就是证明。
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引用次数: 0
Machine learning for QoS and security enhancement of RPL in IoT-Enabled wireless sensors 利用机器学习提高物联网无线传感器 RPL 的服务质量和安全性
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100289

Internet of Things (IoT) networks rely on wireless sensors for data collection and transmission, making them vulnerable to security threats that undermine their Quality of Service (QoS). The Routing Protocol for Low-Power and Lossy Networks (RPL) is crucial for efficient data transmission in IoT networks, but its performance can be significantly degraded by attacks such as Rank, Sinkhole and Wormhole attacks. These threats disrupt network integrity by manipulating routing information, attracting traffic through malicious nodes and tunneling data to malicious endpoints. This paper presents a novel machine learning-based framework to enhance RPL's security and QoS. Our approach integrates a random forest model for precise traffic classification, a reinforcement learning module for dynamic and adaptive routing, and a modified RPL objective function that incorporates classification outcomes into routing decisions. Simulations demonstrate that our framework significantly improves network throughput, reduces latency, and enhances packet delivery ratios while maintaining low jitter. Furthermore, it achieves a high detection rate, minimal false positives, and swift response to security incidents, thereby robustly securing the RPL protocol and enhancing QoS in IoT-enabled wireless sensor networks. The findings of this research offer substantial contributions to the field, providing a comprehensive solution to strengthen RPL against prevalent security threats.

物联网(IoT)网络依赖无线传感器进行数据收集和传输,因此很容易受到安全威胁,从而破坏其服务质量(QoS)。低功耗和低损耗网络路由协议(RPL)对于物联网网络中的高效数据传输至关重要,但其性能会因 Rank、Sinkhole 和 Wormhole 攻击等攻击而大幅降低。这些威胁通过篡改路由信息、通过恶意节点吸引流量以及向恶意端点隧道传输数据来破坏网络的完整性。本文提出了一种新颖的基于机器学习的框架,以增强 RPL 的安全性和 QoS。我们的方法集成了用于精确流量分类的随机森林模型、用于动态和自适应路由选择的强化学习模块,以及将分类结果纳入路由选择决策的修正 RPL 目标函数。仿真结果表明,我们的框架在保持低抖动的同时,显著提高了网络吞吐量,减少了延迟,提高了数据包传送率。此外,它还实现了高检测率、最小误报率和对安全事件的快速响应,从而确保了 RPL 协议的稳健安全,并提高了物联网无线传感器网络的 QoS。这项研究成果为该领域做出了重大贡献,提供了一个全面的解决方案来加强 RPL 的安全性,抵御普遍存在的安全威胁。
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引用次数: 0
Integrating artificial intelligence and Internet of Things (IoT) for enhanced crop monitoring and management in precision agriculture 整合人工智能和物联网 (IoT),加强精准农业中的作物监测和管理
Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100292

The integration of Artificial Intelligence (AI) and Internet of Things (IoT) technologies is transforming precision agriculture by enhancing crop monitoring and management. This review explores cutting-edge methodologies and innovations in modern agriculture, including high-throughput phenotyping, remote sensing, and automated agricultural robots (AgroBots). These technologies automate tasks such as harvesting, sorting, and weed detection, significantly reducing labor costs and environmental impacts. High-throughput phenotyping leverages remote sensing, spectral imaging, and robotics to collect data on plant traits, enabling informed decisions on fertilization, irrigation, and pest management. DGPS and remote sensing offer precise, real-time data essential for soil condition assessment and crop health monitoring. Advanced image segmentation techniques ensure accurate detection of plants and fruits, overcoming challenges posed by varying lighting conditions and complex backgrounds. Case studies like the PACMAN SCRI project for apple crop load management and Project PANTHEON's SCADA system for hazelnut orchard management demonstrate the transformative potential of AI and IoT in optimizing agricultural practices. The upcoming integration of 5G and future 6G mobile networks promises to address connectivity challenges, promoting the widespread adoption of smart agricultural practices. However, several research gaps remain. Integrating diverse datasets, ensuring scalability for small and medium-sized farms, and enhancing real-time decision-making need further investigation. Developing robust AI models and IoT devices for varied agricultural conditions, creating user-friendly interfaces for farmers, and addressing privacy and security concerns are essential. Addressing these gaps can enhance the effectiveness and adoption of AI and IoT in precision agriculture, leading to more sustainable and productive farming practices.

人工智能(AI)和物联网(IoT)技术的融合正在通过加强作物监测和管理来改变精准农业。本综述探讨了现代农业的前沿方法和创新,包括高通量表型、遥感和自动化农业机器人(AgroBots)。这些技术实现了收割、分拣和杂草检测等任务的自动化,大大降低了劳动力成本和对环境的影响。高通量表型技术利用遥感、光谱成像和机器人技术收集植物性状数据,从而在施肥、灌溉和病虫害管理方面做出明智的决策。DGPS 和遥感技术可提供土壤条件评估和作物健康监测所需的精确、实时数据。先进的图像分割技术可确保准确检测植物和果实,克服不同光照条件和复杂背景带来的挑战。用于苹果作物负载管理的 PACMAN SCRI 项目和用于榛子果园管理的 PANTHEON 项目 SCADA 系统等案例研究表明,人工智能和物联网在优化农业实践方面具有变革潜力。即将整合的 5G 和未来的 6G 移动网络有望解决连接难题,促进智能农业实践的广泛采用。然而,仍存在一些研究空白。整合不同的数据集、确保中小型农场的可扩展性以及加强实时决策都需要进一步研究。针对不同的农业条件开发强大的人工智能模型和物联网设备、为农民创建用户友好型界面以及解决隐私和安全问题都至关重要。解决这些问题可以提高人工智能和物联网在精准农业中的有效性和采用率,从而实现更可持续、更高产的农业实践。
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