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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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2023.100272
Stefanos Matsalis , George Paterakis , Nikos Koutroumanis , George Anagnostopoulos , Costas Galiotis
{"title":"Fabrication and performance of capacitive humidity and strain sensors that incorporate 3D-printed nanocomposite electrodes","authors":"Stefanos Matsalis ,&nbsp;George Paterakis ,&nbsp;Nikos Koutroumanis ,&nbsp;George Anagnostopoulos ,&nbsp;Costas Galiotis","doi":"10.1016/j.sintl.2023.100272","DOIUrl":"https://doi.org/10.1016/j.sintl.2023.100272","url":null,"abstract":"<div><p>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.</p><p>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%.</p><p>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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351123000463/pdfft?md5=c7ef57bf23c7d5c0e5d05b7f92cee431&pid=1-s2.0-S2666351123000463-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139108815","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}
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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100290
{"title":"Highly efficient enzyme less glucose sensor based on cross-linked nitrogen-doped graphene aerogel incorporated with ytterbium oxide and decorated with nickel nitride nanoparticles","authors":"","doi":"10.1016/j.sintl.2024.100290","DOIUrl":"10.1016/j.sintl.2024.100290","url":null,"abstract":"<div><p>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 Yb<sub>2</sub>O<sub>3</sub> nanoparticles (GA:N–Yb<sub>2</sub>O<sub>3</sub>) 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 (Ni<sub>3</sub>N) nanoparticles (NPs). Electrochemical investigation confirmed the beneficial role of GA:N–Yb<sub>2</sub>O<sub>3</sub> for enhancing Ni<sub>3</sub>N 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–Yb<sub>2</sub>O<sub>3</sub>/Ni<sub>3</sub>N 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<sup>−1</sup>cm<sup>−2</sup>. 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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351124000123/pdfft?md5=71b3847bd22a899b5978fff2d68597b8&pid=1-s2.0-S2666351124000123-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141978972","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}
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
Sensors International 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
{"title":"Efficiency of three dimension Au–MnO2 nanostructure as visible adsorption based detector of histamine sensing","authors":"Siti Febtria Asrini Sugito ,&nbsp;Mochamad Zakki Fahmi ,&nbsp;Miratul Khasanah ,&nbsp;Septianti Putri Sophiar ,&nbsp;Jia-yaw Chang ,&nbsp;Gasidit Panomsuwan","doi":"10.1016/j.sintl.2023.100275","DOIUrl":"https://doi.org/10.1016/j.sintl.2023.100275","url":null,"abstract":"<div><p>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 MnO<sub>2</sub> 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–MnO<sub>2</sub> nanostructure synthesis process produced a yellow-green solution, which produced a crystalline solid with a particle size &lt;100 nm by evaporation. These nanoparticles comprise AuNPs and MnO<sub>2</sub> components, which still perform their original properties. Application of Au–MnO<sub>2</sub> 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–MnO<sub>2</sub> 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–MnO<sub>2</sub> nanostructures. Therefore, further investigation on the composition of the Mn metal or the selection of other metals is needed to use Au–MnO<sub>2</sub> as candidate histamine biosensors.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351123000499/pdfft?md5=e517f7eb23a6be945a661be6ad79921c&pid=1-s2.0-S2666351123000499-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139099872","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}
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
Sensors International 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
{"title":"Microbial biotechnology alchemy: Transforming bacterial cellulose into sensing disease- A review","authors":"Ali Jawad Akki ,&nbsp;Pratheek Jain ,&nbsp;Ravindra Kulkarni ,&nbsp;Raghavendra Rao Badkillaya ,&nbsp;Raghavendra V. Kulkarni ,&nbsp;Farhan Zameer ,&nbsp;V Raghu Anjanapura ,&nbsp;Tejraj M. Aminabhavi","doi":"10.1016/j.sintl.2023.100277","DOIUrl":"10.1016/j.sintl.2023.100277","url":null,"abstract":"<div><p>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 <em>S. aureus</em> 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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351123000517/pdfft?md5=0a29febd19392e655bf105d6de924aba&pid=1-s2.0-S2666351123000517-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139394471","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}
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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100287
{"title":"Green synthesis of metal nanoparticles, characterization, and biosensing applications","authors":"","doi":"10.1016/j.sintl.2024.100287","DOIUrl":"10.1016/j.sintl.2024.100287","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351124000093/pdfft?md5=57bfca1c9b467e34681fe771783aab61&pid=1-s2.0-S2666351124000093-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141961170","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}
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
Sensors International 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
{"title":"Synthesis of rhodamine-helicin fluorescent probe for colorimetric detection of Cu2+ and fluorescent recognition of Fe3+","authors":"Jingxuan Sun ,&nbsp;Yuxin Shao ,&nbsp;Peng Li ,&nbsp;Yang Yang ,&nbsp;Chao-Ying Gao ,&nbsp;Jinglin Liu","doi":"10.1016/j.sintl.2024.100282","DOIUrl":"https://doi.org/10.1016/j.sintl.2024.100282","url":null,"abstract":"<div><p>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 Cu<sup>2+</sup> and Fe<sup>3+</sup> ions in 80% acetonitrile solution. Spectral titration analysis revealed a linear relationship between the intensity and the concentration of Cu<sup>2+</sup>/Fe<sup>3+</sup>. The formation of complex between Cu<sup>2+</sup>/Fe<sup>3+</sup> and RbHC was confirmed to be 1:1, and it was further confirmed by ESI mass spectroscopy and DFT calculations. The coordination with Cu<sup>2+</sup>/Fe<sup>3+</sup> 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–Cu<sup>2+</sup> 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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351124000044/pdfft?md5=fc1611caf511047a0148e34c1a5033a1&pid=1-s2.0-S2666351124000044-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140308898","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}
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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100291
{"title":"Macro world in nano hands: Nano revolutions in medicine and food processing with the aid of nanosensors","authors":"","doi":"10.1016/j.sintl.2024.100291","DOIUrl":"10.1016/j.sintl.2024.100291","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351124000135/pdfft?md5=8175decfa8146c3398fa283f37d48746&pid=1-s2.0-S2666351124000135-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142011597","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}
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
Sensors International 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
{"title":"Graphene-metal sulfide composite based gas sensors for environmental sustainability: A review","authors":"Deepak Balram ,&nbsp;Kuang-Yow Lian ,&nbsp;Neethu Sebastian ,&nbsp;Vineet Kumar ,&nbsp;Virendra Kumar Yadav ,&nbsp;Ashish Patel ,&nbsp;Kulvinder Singh","doi":"10.1016/j.sintl.2023.100269","DOIUrl":"10.1016/j.sintl.2023.100269","url":null,"abstract":"<div><p>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 (MoS<sub>2</sub>), tin sulfide (SnS<sub>2</sub>), tungsten sulfide (WS<sub>2</sub>), 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 NO<sub>x</sub>, NH<sub>3</sub>, H<sub>2</sub>S, SO<sub>2,</sub> HCHO, CO<sub>2</sub>, CO, CH<sub>4</sub>, C<sub>3</sub>H<sub>6</sub>O 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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351123000438/pdfft?md5=0fd9521127c3135cfe372b01b08735e3&pid=1-s2.0-S2666351123000438-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138992850","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}
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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100289
{"title":"Machine learning for QoS and security enhancement of RPL in IoT-Enabled wireless sensors","authors":"","doi":"10.1016/j.sintl.2024.100289","DOIUrl":"10.1016/j.sintl.2024.100289","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":21733,"journal":{"name":"Sensors International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666351124000111/pdfft?md5=8afdc69da9838ca522505371879548fa&pid=1-s2.0-S2666351124000111-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141992689","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}
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
Sensors International Pub Date : 2024-01-01 DOI: 10.1016/j.sintl.2024.100292
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