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A mixture distributions analysis based feature selection approach for bearing remaining useful life estimation 基于混合分布分析的轴承剩余使用寿命特征选择方法
Q1 Engineering Pub Date : 2023-10-29 DOI: 10.1007/s42452-023-05518-1
Fei Huang, Alexandre Sava, Kondo H. Adjallah, Dongyang Zhang
Abstract Feature selection is a difficult but highly important preliminary step for bearings remaining useful life (RUL) estimation. To avoid the weights setting problem in hybrid metric, this work devotes to conduct feature selection by using a single metric. Due to noise and outliers, an existing feature selection metric, called monotonicity, used for estimating bearings RUL, requires data smoothing processing before adequate implementation. Such a smoothing process may remove significant part of meaningful information from data. To overcome this issue, a mixture distribution analysis-based feature selection metric is proposed. Moreover, based on this new metric, a feature selection approach for bearings RUL estimation is proposed. Numerical experiments benchmarking the proposed method and the existing metric monotonicity method on available real datasets highlight its effectiveness.
摘要特征选择是轴承剩余使用寿命估计的一个困难但又非常重要的步骤。为了避免混合度量中的权值设置问题,本文致力于使用单个度量进行特征选择。由于噪声和离群值,用于估计轴承RUL的现有特征选择度量称为单调性,在充分实现之前需要对数据进行平滑处理。这种平滑处理可能会从数据中去除重要的有意义的信息。为了克服这一问题,提出了一种基于混合分布分析的特征选择度量。在此基础上,提出了一种用于轴承RUL估计的特征选择方法。在实际数据集上对该方法和现有度量单调性方法进行了数值对比实验,验证了该方法的有效性。
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引用次数: 0
Free-matrix-based integral inequalities for sampled-data synchronization control of delayed complex networks 延迟复杂网络采样数据同步控制的自由矩阵积分不等式
Q1 Engineering Pub Date : 2023-10-29 DOI: 10.1007/s42452-023-05515-4
Qinjun Zeng, Minghui Jiang, Junhao Hu
Abstract The issue of synchronizing delayed and complicated dynamical networks (CDNs) using sampling data is examined in this research. First, modified free-matrix-based integral inequalities (MFMBIIs), respectively, are generated from the current free-matrix-based integral inequalities (FMBIIs) [36] and [37] to optimize CDNs’ sampled-data synchronizing control’s efficiency. Following that, the intended data sampling controller is put forth to asymptotically and exponentially synchronize the CDNs by deploying the time-associated Lyapunov functional technique and convexity-based combining approach, which fully utilize the acceptable information with respect to the actual sampling interval. Finally, computational instances verify the validity of the present outcomes and especially show that a larger upper bound of the sampling interval can be obtained from our results.
摘要本文研究了利用采样数据同步延迟和复杂动态网络的问题。首先,在现有的基于自由矩阵的积分不等式(fmbii)基础上[36]和[37]分别生成修正的基于自由矩阵的积分不等式(mfmbii),以优化cdn采样数据同步控制的效率。然后,利用时间相关Lyapunov函数技术和基于凸性的组合方法,充分利用相对于实际采样区间的可接受信息,提出预期的数据采样控制器,实现cdn的渐近和指数同步。最后,通过算例验证了所得结果的有效性,并特别指出,所得结果可以得到更大的抽样区间上界。
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引用次数: 0
Acacia decurrens tree plantations brought land use land cover change in northwestern of Ethiopia 非洲合欢人工林带来了埃塞俄比亚西北部土地利用和土地覆盖的变化
Q1 Engineering Pub Date : 2023-10-27 DOI: 10.1007/s42452-023-05523-4
Tesfahun Endalew, Mesfin Anteneh
Abstract Tree plantation-based land use in Ethiopia is a crucial sustainable approach to improving community income and reducing soil resource degradation in highland areas. The study aimed to evaluate land use and cover change and examine factors driving community transition from crop agriculture to tree plantation in Fagita Lekoma district. Landsat 1986, 2002 and 2020 images were used to generate the land use maps by using the maximum likelihood algorithm of supervised classification. This study utilized field observations, focus group discussions, and key informant interviews as crucial data collection tools for socioeconomic analysis. The change detection results show that cultivated land, grassland, and wetlands are significantly declining by 22.6, 20.1, and 63%, respectively. On the contrary, forestland and settlement areas are increasing by 210 and 1,665%, respectively. Forest cover was increased by 210% in the district’s study year, with the highest conversion rate of 15.1% from cultivated land to forest land in the overall study period. As a result, Acacia decurrens forestation is the main cause of the change of use from arable land to forest land systems. This tree plantation-based land use is also the main driving force behind shifting crop farming to tree plantation-based livelihoods because it increases economic benefits and employment opportunities, reduces soil erosion, and increases soil productivity in the area. To limit the negative consequences and raise the beneficial effects of tree plantations, systematic management of tree-based land use systems, integrated advanced land resource management, and increased economic and environmental benefits are suggested for the district.
在埃塞俄比亚,以植树为基础的土地利用是提高社区收入和减少高原地区土壤资源退化的关键可持续途径。本研究旨在评价Fagita Lekoma地区的土地利用和覆被变化,并探讨推动社区从作物农业向人工林转变的因素。采用监督分类的最大似然算法,利用1986年、2002年和2020年的Landsat影像生成土地利用图。本研究利用实地观察、焦点小组讨论和关键信息者访谈作为社会经济分析的重要数据收集工具。变化检测结果显示,耕地、草地和湿地分别减少了22.6%、20.1%和63%。相反,林地和居民点面积分别增加了210和1665%。研究年度森林覆盖率增加210%,整个研究期间耕地向林地的转化率最高,达到15.1%。因此,滥伐金合欢是导致土地利用由耕地系统向林地系统转变的主要原因。这种以植树造林为基础的土地利用也是将作物种植转变为以植树造林为基础的生计的主要推动力,因为它增加了经济效益和就业机会,减少了土壤侵蚀,并提高了该地区的土壤生产力。为了限制人工林的负面影响,提高人工林的效益,建议对该地区进行以树木为基础的土地利用系统管理,综合先进的土地资源管理,提高经济效益和环境效益。
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引用次数: 0
Monitoring and controlling of the micro-environment in a special exhibition in the Shanghai Museum 上海博物馆专题展览中微环境的监测与控制
Q1 Engineering Pub Date : 2023-10-24 DOI: 10.1007/s42452-023-05521-6
Jingyi Shen
Abstract Monitoring and controlling of the showcase environment in a special exhibition in Shanghai Museum are described in this work. The long show time started on March 2022 and ended on January 2023. Various items were shown in this exhibition with different combination modes. Air conditioners, humidifiers and three kinds of passive humidity controlling methods were applied to this exhibition. Massive raw monitoring data are given and some series of data are transformed into specific values to conduct various analyses. Factors including outdoor climate, exhibition hall structure, attendance, showcase structure, tightness and volume, monitor position and object combination modes are discussed in order to assess their effect on monitoring and controlling of temperature and relative humidity. The relation between the average value of temperature (or relative humidity) fluctuation in the whole exhibition period and the corresponding range of maximum temperature (or relative humidity) fluctuation in any 24 h is analyzed in order to obtain the probability of abnormally high fluctuation. The results show that the temperature control target is reached in general, while some unreasonable showcase structures and settings are responsible for the difficulty in monitoring and controlling of relative humidity. By conducting the analysis of big continuous historical data and learning the average values and the ranges reached, it is possible to assess the current environmental risk and predict the future risk in a simple way.
摘要:本作品描述了上海博物馆一个专题展览中展示环境的监测与控制。从2022年3月开始,到2023年1月结束。本次展览展示了各种各样的项目,并采用了不同的组合方式。本次展会采用了空调、加湿器和三种被动湿度控制方式。给出了大量的原始监测数据,并将一些序列数据转化为具体的数值进行各种分析。讨论了室外气候、展厅结构、参观人数、展柜结构、密闭性和容积、监视器位置和对象组合方式等因素,以评估其对温度和相对湿度监测与控制的影响。分析整个展期温度(或相对湿度)波动平均值与任意24 h内最高温度(或相对湿度)波动对应范围的关系,得出异常高波动的概率。结果表明,温度控制目标基本达到,但一些不合理的展柜结构和设置造成了相对湿度监测和控制的困难。通过对大的连续历史数据进行分析,学习平均值和达到的范围,可以简单地评估当前的环境风险,预测未来的风险。
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引用次数: 0
Design of a cable-driven parallel robot for landmine detection 缆索驱动地雷探测并联机器人的设计
Q1 Engineering Pub Date : 2023-10-24 DOI: 10.1007/s42452-023-05533-2
Assylbek Jomartov, Amandyk Tuleshov, Aziz Kamal, Azizbek Abduraimov
Abstract A cable-driven parallel robot (CDPR) for landmine detection, mounted on a vehicle is developed in this work. In the CDPR, the end effector (EE) is suspended on flexible cables, in contrast to the rigid links in traditional parallel robots. Compared to traditional parallel robots, the CDPR have lower inertial characteristics and higher payload-to-weight ratio, resulting in a high speed. The CDPR for landmine detection operates in search mode, lowers the end EE to the possible lower position and the metal detector scanning the minefield. After scanning the area of the minefield, limited by the workspace of the CDPR in the X, Y plane, the information received is transmitted to the sappers. Tests of a prototype of a CDPR for landmine detection showed good performance of its work for detecting landmine.
摘要研制了一种用于车载地雷探测的缆索驱动并联机器人。在CDPR中,末端执行器(EE)悬挂在柔性电缆上,与传统并联机器人的刚性链接相反。与传统的并联机器人相比,CDPR具有更低的惯性特性和更高的有效载荷重量比,从而获得更高的速度。用于地雷探测的CDPR以搜索模式工作,将末端EE降低到可能较低的位置,金属探测器扫描雷区。在扫描雷区区域后,受限于CDPR在X、Y平面的工作空间,将接收到的信息传送给工兵。地雷探测CDPR原型机的试验表明,其探测地雷的工作性能良好。
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引用次数: 0
Land use/land change detection and determination of land surface temperature variation in green belt (Nasirabad) district of Balochistan, Pakistan 巴基斯坦俾路支省(Balochistan)绿地(Nasirabad)地区土地利用/土地变化探测与地表温度变化
Q1 Engineering Pub Date : 2023-10-24 DOI: 10.1007/s42452-023-05520-7
Ali Raza, Neyha Rubab Syed, Romana Fahmeed, Siham Acharki, Sajjad Hussain, Muhammad Zubair, Hussein Almohamad, Joseph Omeiza Alao, Md. Naimur Rahman, Hazem Ghassan Abdo
Abstract The current study determined the changes in Land Use/Land Change (LU/LC) and variation in land surface temperature (LST) in the Green Belt (Nasirabad district) area of Balochistan, Pakistan. To achieve this, we used GIS software (ArcMap 10.7.1) to analyze remote sensing data acquired from Landsat imagery taken in 1993, 2003, 2013, and 2023. A supervised classification technique using the maximum likelihood algorithm (MLC) was applied to generate a ground-truth LU/LC classification. Based on our findings, almost 415.28 km 2 (− 12.89%) of formerly undeveloped land has been transformed into urban neighborhoods and green spaces during the last three decades. Between 1993 and 2023, the study area gained 288.29 km 2 (8.94%) of vegetation and 136.10 km 2 (4.22%) of settled land. Minimum, maximum, and average LST changes were recorded as 7.50, − 5.06, and 1.22 °C for the whole thirty years. Overall, the analysis data showed that an increase in human settlements in the area investigated led to a rise in mean LST (1.22 °C). Finally, GIS and RS may be used together to track land usage over time, a crucial piece of data for eco-friendly planning. While the LU/LC and LST provide valuable insights into the rational and optimal use of land resources, the implications of policy remain constrained.
研究了巴基斯坦俾路支省纳西拉巴德绿带地区土地利用/土地变化(LU/LC)和地表温度(LST)的变化。为了实现这一目标,我们使用GIS软件(ArcMap 10.7.1)分析了1993年、2003年、2013年和2023年从Landsat图像中获取的遥感数据。利用最大似然算法(MLC)的监督分类技术生成了一个真实的LU/LC分类。根据我们的研究结果,在过去的三十年中,近415.28平方公里(- 12.89%)的未开发土地已经转变为城市社区和绿地。1993 - 2023年,研究区植被面积增加288.29 km2(8.94%),居民点面积增加136.10 km2(4.22%)。整个30年的最小、最大和平均地表温度变化分别为7.50、- 5.06和1.22°C。总体而言,分析数据表明,调查地区人类住区的增加导致平均地表温度上升(1.22°C)。最后,GIS和RS可以一起用于跟踪土地的长期使用情况,这是生态友好型规划的关键数据。虽然土地用途分析/土地用途分析和土地用途分析为土地资源的合理和最佳利用提供了宝贵的见解,但政策的影响仍然有限。
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引用次数: 0
Seamless real-time thermal imaging system with ESP8266: wireless data transfer and display using UDP 无缝实时热成像系统与ESP8266:无线数据传输和显示使用UDP
Q1 Engineering Pub Date : 2023-10-23 DOI: 10.1007/s42452-023-05529-y
Md. Abdul Muttalib Moon, Md. Kaimujjaman, Md. Mahabub Hossain, Md. Mehedi Islam, Md. Selim Hossain
Abstract Thermal imaging technology has become increasingly popular for various applications, including industrial monitoring, building automation, and medical diagnostics. However, existing thermal imaging systems often come with high costs and limited connectivity options. In this paper, we propose a method to address these challenges by utilizing the ESP8266 microcontroller to create a thermal imaging system that can measure thermal pixel values, transfer the data wirelessly using the ESP8266’s networking capabilities and display the pixel data in real-time on a Thin-film-transistor liquid-crystal (TFT) display. The objective is to establish a seamless and real-time transfer of thermal images within a local network environment. User datagram protocol (UDP) supports transmission via broadcast and multicast, making it highly efficient for delivering data to multiple clients or devices on a network. It allows a single UDP packet to be simultaneously sent to multiple destinations, enhancing its effectiveness. This feature simplifies the implementation of network protocols and applications, reducing their overall complexity. UDP is particularly well-suited for devices with limited resources, such as microcontrollers or embedded systems, where memory and computing power are constrained. Experimental results demonstrate the successful transmission and display of thermal pixel data between the ESP8266 microcontrollers using the UDP protocol. The project utilizes the Arduino framework along with ESP8266WiFi and UDP libraries to enable network connectivity and UDP communication. The sender and receiver devices are connected to the same local network, guaranteeing efficient and low-latency transmission of thermal pixel data. The system achieves real-time communication within a radius of approximately 15–18 m, ensuring immediate visualization of thermal images on connected displays. By minimizing latency, the system enables a seamless and instantaneous viewing experience offering seamless and instantaneous image visualization for the users.
热成像技术在工业监控、楼宇自动化和医疗诊断等领域的应用越来越广泛。然而,现有的热成像系统往往成本高昂,连接选项有限。在本文中,我们提出了一种解决这些挑战的方法,即利用ESP8266微控制器创建一个热成像系统,该系统可以测量热像素值,利用ESP8266的网络功能无线传输数据,并在薄膜晶体管液晶(TFT)显示器上实时显示像素数据。目标是在本地网络环境中建立热图像的无缝实时传输。用户数据报协议UDP (User datagram protocol)支持广播和组播两种传输方式,可以高效地向网络中的多个客户端或设备传输数据。它允许一个UDP数据包同时发送到多个目的地,提高了它的有效性。该特性简化了网络协议和应用程序的实现,降低了它们的整体复杂性。UDP特别适合于资源有限的设备,如微控制器或嵌入式系统,其中内存和计算能力受到限制。实验结果表明,利用UDP协议在ESP8266单片机之间成功地传输和显示了热像元数据。该项目利用Arduino框架以及ESP8266WiFi和UDP库来实现网络连接和UDP通信。发送端和接收端设备连接到同一本地网络,保证热像元数据的高效、低延迟传输。该系统在大约15-18米的半径范围内实现实时通信,确保在连接的显示器上立即显示热图像。通过最大限度地减少延迟,该系统为用户提供无缝和即时的图像可视化,从而实现无缝和即时的观看体验。
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引用次数: 0
A low power varactor based digitally controlled oscillator design in 180 nm CMOS technology 基于180nm CMOS技术的低功耗变容数字控制振荡器设计
Q1 Engineering Pub Date : 2023-10-20 DOI: 10.1007/s42452-023-05519-0
Shweta Dabas, Manoj Kumar
Abstract This paper reports two distinct architectures for digitally-controlled oscillators (DCOs) utilizing MOS varactor, designed in TSMC 180 nm CMOS technology. The first DCO design employs a CMOS inverter, while the second design features a Three-Transistors (3T) NAND gate as a delay stage inverter. Using these delay stages, three-bit, five-bit, and seven-bit controlled DCO circuits have been designed. For the inverter-based DCO circuit, the frequency spans from 4.844 to 2.708 GHz, 2.523 to 0.853 GHz, and 1.364 to 0.253 GHz, with a power consumption of 0.958 mW, 1.597 mW, and 2.236 mW for three-bit, five-bit, and seven-bit DCO variants, respectively. Further, the 3T-NAND gate-based DCO circuit exhibits oscillation frequencies ranging from 2.024 to 0.517 GHz, 0.867 to 0.131 GHz, and 0.341 to 0.033 GHz, with the resulting power consumption of 0.335 mW, 0.559 mW, and 0.782 mW. Equally significant, the proposed inverter-based DCO attains phase noise of − 102.61 dBc/Hz@1MHz, − 99.65 dBc/Hz@1MHz, and − 117.54 dBc/Hz@1MHz, accompanied by corresponding figures of merit (FoM) 174.94 dBc/Hz, 161.27 dBc/Hz, and 165.10 dBc/Hz for three-bit, five-bit, and seven-bit control words, respectively. For the 3T-NAND gate-based DCO, phase noise levels register at − 93.51 dBc/Hz@1MHz, − 113.07 dBc/Hz@1MHz, and − 106.96 dBc/Hz@1MHz, with FoM values of 160.23 dBc/Hz, 166.70 dBc/Hz, and 150.30 dBc/Hz for three-bit, five-bit, and seven-bit DCO variants, respectively. The comprehensive analysis of the proposed DCOs demonstrates the power supply variations, phase noise deviations, and frequency variations. The reported DCOs perform better with regard to output frequency range, power consumption, and overall FoM.
摘要:本文报道了两种不同的基于TSMC 180 nm CMOS技术的MOS变容管数字控制振荡器(DCOs)架构。第一种DCO设计采用CMOS逆变器,而第二种设计采用三晶体管(3T) NAND门作为延迟级逆变器。利用这些延迟级,设计了3位、5位和7位控制的DCO电路。对于基于逆变器的DCO电路,频率范围为4.844 ~ 2.708 GHz、2.523 ~ 0.853 GHz和1.364 ~ 0.253 GHz, 3位、5位和7位DCO型号的功耗分别为0.958 mW、1.597 mW和2.236 mW。此外,基于3T-NAND门的DCO电路的振荡频率范围为2.024至0.517 GHz、0.867至0.131 GHz和0.341至0.033 GHz,功耗分别为0.335 mW、0.559 mW和0.782 mW。同样重要的是,本文提出的基于逆变器的DCO在3位、5位和7位控制字上的相位噪声分别为- 102.61 dBc/Hz@1MHz、- 99.65 dBc/Hz@1MHz和- 117.54 dBc/Hz@1MHz,相应的优点值(FoM)分别为174.94 dBc/Hz、161.27 dBc/Hz和165.10 dBc/Hz。对于基于3T-NAND门的DCO,相位噪声电平分别为−93.51 dBc/Hz@1MHz、−113.07 dBc/Hz@1MHz和−106.96 dBc/Hz@1MHz,对于3位、5位和7位DCO, FoM值分别为160.23 dBc/Hz、166.70 dBc/Hz和150.30 dBc/Hz。对所提出的dco的综合分析显示了电源变化、相位噪声偏差和频率变化。所报告的dco在输出频率范围、功耗和总体FoM方面表现更好。
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引用次数: 0
Assessing the air pollution tolerance index (APTI) of trees in residential and roadside sites of Lahore, Pakistan 评估巴基斯坦拉合尔居民区和路边树木的空气污染耐受指数(APTI)
Q1 Engineering Pub Date : 2023-10-17 DOI: 10.1007/s42452-023-05470-0
Adnan Zahid, Sajid Ali, Waheed Anwar, Ammara Fatima, Muhammad Bilal Chattha, Asma Ayub, Ahmad Raza, Kashif Ali, Maroof Siddique
Abstract Industrialization and extensive use of automobiles cause air pollution which indicates the inability of trees plants due to changes in their biochemical and physiological processes for absorbing the air pollutants. Air Pollution Tolerance Index (APTI) is an important indicator for determining the ability of trees plants for their efficient ability for controlling air pollution. To estimate it and its effects a comparitive study of the air pollution tolerance index was examined in 14 species of plants between residential areas (University of the Punjab) and roadside areas (orange train line). To calculate the APTI value, four physiological and biochemical parameters—ascorbic acid, relative water content (RWC), pH, and chlorophyll concentration of leaf samples—were integrated. Present study results reveal that the plant tolerance against pollution is site specific, and that integrating a number of biochemical parameters give more accurate results as compared to single. Results show that Alstonia scholaris show maximum and Magnifera indica show minimum APTI values in residential areas while Magnifera indica shows maximum and Bougainvillea glabra shows minimum APTI value in roadside areas. Present study results show that plants with higher APTI values are tolerant of pollution, whereas those with lower APTI values are susceptible to it. Thus Plants with more APTI values are tolerant and use as a sink to control pollution in urban and industrial sites.
工业化和汽车的广泛使用造成了大气污染,这表明树木和植物由于其生化和生理过程的变化而无法吸收空气污染物。大气污染耐受指数(APTI)是衡量树木和植物有效控制大气污染能力的重要指标。为了评估它及其影响,对14种植物的空气污染耐受指数进行了比较研究,这些植物分布在居民区(旁遮普大学)和路边地区(橙色火车线)。综合抗坏血酸、相对含水量(RWC)、pH和叶绿素浓度4个生理生化参数计算APTI值。目前的研究结果表明,植物对污染的耐受性具有位点特异性,综合多种生化参数的结果比单一的结果更准确。结果表明:居民点区Alstonia scholaris的APTI值最大,Magnifera indica的APTI值最小;路边区Magnifera indica的APTI值最大,三角梅glabra的APTI值最小。目前的研究结果表明,高APTI值的植物对污染具有耐受性,而低APTI值的植物对污染敏感。因此,APTI值较高的植物具有较强的耐受性,并被用作控制城市和工业场所污染的汇。
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引用次数: 0
Application of sensor technology in grasping and preprocessing of network hotspot information propagation 传感器技术在网络热点信息传播抓取与预处理中的应用
Q1 Engineering Pub Date : 2023-10-17 DOI: 10.1007/s42452-023-05514-5
Chao Yang
Abstract The rapid dissemination of hot information on the Internet has become a common phenomenon in today's society. Traditional methods of information capture and preprocessing often require a lot of manpower and material resources, and the captured information has low timeliness and accuracy. The purpose of this paper was to use sensor technology to find and locate network hotspots in time. By collecting user generated content, social media data, news reports, etc., the data is analyzed and mined to identify popular topics and events. In terms of information capture, sensor technology can monitor and understand user activities, the popularity of posts, emotional tendencies, user attention, user interaction, etc., through information monitoring. Network data was collected, such as network latency, data loss rate, and bandwidth utilization. Sensor technology was used to collect social media data to understand the level of public attention to hot events. In information preprocessing, sensor technology was used to remove noise and redundant information in data to ensure data quality. The data were labeled and classified, and the information dissemination rules of network hotspot were analyzed in depth. The average capture accuracy of Method 1 for Hotspot 1, Hotspot 2, and Hotspot 3 was 72.11%, 71.81%, and 72.54%, respectively. The average capture accuracy of Method 2 for Hotspot 1, Hotspot 2, and Hotspot 3 was 82.55%, 83.14%, and 82.91%, respectively. When the data was 40, 80, and 120, the preprocessing times of Method 1 for Post 1 were 8.81 s, 15.47 s, and 18.77 s, respectively. The preprocessing times of Method 2 for Post 1 were 5.97 s, 7.80 s, and 9.25 s, respectively. The application of sensor technology in the capture and preprocessing of network hot information dissemination has brought a variety of innovations, including multi-modal data acquisition, real-time monitoring and analysis, user behavior analysis, data cleaning and integration, anomaly detection and early warning, intelligent recommendation and personalized service, etc., thus improving the accuracy, real-time and personalized degree of information acquisition.
网络热点信息的快速传播已经成为当今社会的普遍现象。传统的信息捕获和预处理方法往往需要大量的人力和物力,捕获的信息时效性和准确性较低。本文的目的是利用传感器技术及时发现和定位网络热点。通过收集用户生成内容、社交媒体数据、新闻报道等,对数据进行分析和挖掘,识别热门话题和事件。在信息捕获方面,传感器技术可以通过信息监测,监测和了解用户的活动、帖子的受欢迎程度、情绪倾向、用户关注、用户互动等情况。收集网络数据,如网络时延、数据丢失率、带宽利用率等。利用传感器技术收集社交媒体数据,了解公众对热点事件的关注程度。在信息预处理中,采用传感器技术去除数据中的噪声和冗余信息,保证数据质量。对数据进行了标记和分类,深入分析了网络热点的信息传播规律。方法1对热点1、热点2和热点3的平均捕获精度分别为72.11%、71.81%和72.54%。方法2对热点1、热点2和热点3的平均捕获准确率分别为82.55%、83.14%和82.91%。当数据为40、80和120时,Method 1对Post 1的预处理时间分别为8.81 s、15.47 s和18.77 s。方法2对Post 1的预处理时间分别为5.97 s、7.80 s和9.25 s。传感器技术在网络热点信息传播捕获与预处理中的应用带来了多种创新,包括多模态数据采集、实时监控与分析、用户行为分析、数据清洗与整合、异常检测与预警、智能推荐和个性化服务等,从而提高了信息采集的准确性、实时性和个性化程度。
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引用次数: 0
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SN Applied Sciences
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