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3,519 Results Found

  • Article
  • Open Access
168 Citations
9,704 Views
15 Pages

Design of Multi-Information Fusion Based Intelligent Electrical Fire Detection System for Green Buildings

  • Xiaogeng Ren,
  • Chunwang Li,
  • Xiaojun Ma,
  • Fuxiang Chen,
  • Haoyu Wang,
  • Ashutosh Sharma,
  • Gurjot Singh Gaba and
  • Mehedi Masud

19 March 2021

Building management systems are costly for small- to medium-sized buildings. A massive volume of data is collected on different building contexts by the Internet of Things (IoT), which is then further monitored. This intelligence is integrated into b...

  • Article
  • Open Access
7 Citations
2,313 Views
19 Pages

Multi-Information Fusion-Based Hierarchical Power Generation-Side Protection System

  • Xianggen Yin,
  • Yikai Wang,
  • Jian Qiao,
  • Wen Xu,
  • Xin Yin,
  • Lin Jiang and
  • Wei Xi

8 January 2021

With renewable power sources and new topology structures being widely introduced into the power system, the current local information-based power generation-side protection cannot fully guarantee the protection performance and the safety coordination...

  • Article
  • Open Access
14 Citations
5,337 Views
20 Pages

3 September 2018

The rapid development of electronic techniques in automobile has led to an increase of potential safety hazards, thus, a strong on-board diagnostic (OBD) system is desperately needed. To solve the problem of OBD insensitivity to manufacture errors or...

  • Article
  • Open Access
13 Citations
3,218 Views
11 Pages

A Substation Fire Early Warning Scheme Based on Multi-Information Fusion

  • Junjie Miao,
  • Bingyu Li,
  • Xuhao Du and
  • Haobin Wang

18 December 2022

In view of the substation fire early warning using a single information sensor monitoring, it is easy to make mistakes and omissions. Taking the cable in substation as the research object, a multi-information fusion fire prediction model based on bac...

  • Feature Paper
  • Article
  • Open Access
1 Citations
1,670 Views
19 Pages

With the rapid development of mobile application technology, the content and forms of comments disseminated on the internet are becoming increasingly complex. Various comments serve as users’ firsthand reference materials for understanding the...

  • Article
  • Open Access
25 Citations
3,453 Views
26 Pages

27 October 2022

Safety risk assessment is essential in ensuring the smooth construction of undersea tunnels. Obtaining reasonable safety risk assessment results requires multi-source information that enjoys static and dynamic attributes. However, acquiring and utili...

  • Article
  • Open Access
1 Citations
1,844 Views
14 Pages

16 May 2024

Single-crystal diamond tools occupy an important position in the field of optical processing as the basis and key to advanced optical manufacturing technology, such as grating manufacturing and optical mirror-turning processing. Single-crystal diamon...

  • Article
  • Open Access
29 Citations
5,446 Views
17 Pages

17 November 2017

As we move into the information age, the amount of data in various fields has increased dramatically, and data sources have become increasingly widely distributed. The corresponding phenomenon of missing data is increasingly common, and it leads to t...

  • Article
  • Open Access
5 Citations
1,919 Views
18 Pages

A Novel SINS/SRS/CNS Multi-Information Fusion Global Autonomous Navigation Method

  • Bin Zhao,
  • Qinghua Zeng,
  • Jianye Liu,
  • Chunlei Gao,
  • Xiaoling Zhu and
  • Wei Qiao

26 October 2022

In order to improve the continuity and smoothness of transpolar flight and optimize autonomous navigation performance, a SINS/SRS/CNS (strapdown inertial navigation system/spectral redshift navigation system/celestial navigation system) multi-informa...

  • Article
  • Open Access
23 Citations
3,762 Views
26 Pages

28 February 2021

As a prevalent existing post-transcriptional modification of RNA, N6-methyladenosine (m6A) plays a crucial role in various biological processes. To better radically reveal its regulatory mechanism and provide new insights for drug design, the accurat...

  • Article
  • Open Access
6 Citations
2,695 Views
12 Pages

6 November 2022

Multi-source information fusion technology is a kind of information processing technology which comprehensively processes and utilizes multi-source uncertain information. It is an effective scheme to solve complex pattern recognition and improve clas...

  • Article
  • Open Access
2 Citations
1,075 Views
26 Pages

Deep Ensemble Learning Based on Multi-Form Fusion in Gearbox Fault Recognition

  • Xianghui Meng,
  • Qingfeng Wang,
  • Chunbao Shi,
  • Qiang Zeng,
  • Yongxiang Zhang,
  • Wanhao Zhang and
  • Yinjun Wang

12 August 2025

Considering the problems of having insufficient fault identification from single information sources in actual industrial environments, and different information sensitivity in multi-information source data, and different sensitivity of artificial fe...

  • Article
  • Open Access
23 Citations
3,650 Views
18 Pages

12 February 2023

To solve the fault diagnosis difficulty of bearings with small data samples, a novel multi-information fusion vision transformer (ViT) model based on time–frequency representation (TFR) maps is proposed in this paper. The original vibration signal is...

  • Review
  • Open Access
46 Citations
9,020 Views
18 Pages

22 August 2019

The development of material science in the manufacturing industry has resulted in a huge amount of material data, which are often from different sources and vary in data format and semantics. The integration and fusion of material data can offer a un...

  • Article
  • Open Access
3 Citations
2,498 Views
14 Pages

17 August 2022

Depending on the type of information network, information network embedding is classified into homogeneous information network embedding and heterogeneous information network (HIN) embedding. Compared with the homogeneous network, HIN composition is...

  • Article
  • Open Access
12 Citations
9,385 Views
21 Pages

Multi-Unmanned Aerial Vehicle (UAV) Doppler-based target tracking has not been widely investigated, specifically when using modern nonlinear information filters. A high-degree Gauss–Hermite information filter, as well as a seventh-degree cubature inf...

  • Article
  • Open Access
3 Citations
1,442 Views
22 Pages

21 August 2025

Rotating machinery is essential to modern industrial systems, where rolling bearings play a critical role in ensuring mechanical stability and operational efficiency. Failures in bearings can result in serious safety risks and significant financial l...

  • Article
  • Open Access
5 Citations
3,625 Views
19 Pages

Using CNN with Multi-Level Information Fusion for Image Denoising

  • Shaodong Xie,
  • Jiagang Song,
  • Yuxuan Hu,
  • Chengyuan Zhang and
  • Shichao Zhang

Deep convolutional neural networks (CNN) with hierarchical architectures have obtained good results for image denoising. However, in some cases where the noise level is unknown and the image background is complex, it is challenging to obtain robust i...

  • Article
  • Open Access
3 Citations
1,642 Views
25 Pages

28 August 2024

As an important part of industrial equipment, the safe and stable operation of rolling bearings is an important guarantee for the performance of mechanical equipment. Aiming at the problem that it is difficult to characterize the running state of rol...

  • Article
  • Open Access
1 Citations
1,550 Views
26 Pages

6 January 2025

Graph data and multi-sensor information fusion have been integrated into the abnormal vibration type classification and the identification of the rolling mill for extracting spatial–temporal and robust features. However, most of the existing de...

  • Article
  • Open Access
6 Citations
1,904 Views
24 Pages

A Multi-Information Fusion Method for Repetitive Tunnel Disease Detection

  • Zhiyuan Gan,
  • Li Teng,
  • Ying Chang,
  • Xinyang Feng,
  • Mengnan Gao and
  • Xinwen Gao

19 May 2024

Existing tunnel defect detection methods often lack repeated inspections, limiting longitudinal analysis of defects. To address this, we propose a multi-information fusion approach for continuous defect monitoring. Initially, we utilized the You Only...

  • Article
  • Open Access
10 Citations
2,649 Views
21 Pages

27 December 2023

To address the issue of integrity monitoring for a multi-source information fusion navigation system, a theoretical framework of two-level integrity monitoring is proposed. Firstly, at the system level, a system-integrity-monitoring method based on t...

  • Article
  • Open Access
26 Citations
12,133 Views
34 Pages

Environmental perception is a key technology for autonomous driving, enabling vehicles to analyze and interpret their surroundings in real time to ensure safe navigation and decision-making. Multi-sensor information fusion, which integrates data from...

  • Article
  • Open Access
44 Citations
4,852 Views
12 Pages

2 November 2022

Dempster–Shafer evidence theory is widely used in modeling and reasoning uncertain information in real applications. Recently, a new perspective of modeling uncertain information with the negation of evidence was proposed and has attracted a lo...

  • Article
  • Open Access
4 Citations
2,922 Views
20 Pages

Adaptive Speckle Filter for Multi-Temporal PolSAR Image with Multi-Dimensional Information Fusion

  • Haoliang Li,
  • Xingchao Cui,
  • Mingdian Li,
  • Junwu Deng and
  • Siwei Chen

23 July 2023

Polarimetric synthetic aperture radar (PolSAR) is an important sensor for earth observation. Multi-temporal PolSAR images obtained by successive observations of the region of interest contain rich polarimetric–temporal–spatial information...

  • Article
  • Open Access
13 Citations
3,212 Views
17 Pages

10 November 2022

Multi-view information fusion can provide more accurate, complete and reliable data descriptions for monitoring objects, effectively improve the limitations and unreliability of single-view data. Existing multi-view information fusion based on deep l...

  • Article
  • Open Access
1 Citations
1,809 Views
16 Pages

Cervical Intervertebral Disc Segmentation Based on Multi-Scale Information Fusion and Its Application

  • Yi Yang,
  • Ming Wang,
  • Litai Ma,
  • Xiang Zhang,
  • Kerui Zhang,
  • Xiaoyao Zhao,
  • Qizhi Teng and
  • Hao Liu

The cervical intervertebral disc, a cushion-like element between the vertebrae, plays a critical role in spinal health. Investigating how to segment these discs is crucial for identifying abnormalities in cervical conditions. This paper introduces a...

  • Article
  • Open Access
1 Citations
2,397 Views
18 Pages

DeployFusion: A Deployable Monocular 3D Object Detection with Multi-Sensor Information Fusion in BEV for Edge Devices

  • Fei Huang,
  • Shengshu Liu,
  • Guangqian Zhang,
  • Bingsen Hao,
  • Yangkai Xiang and
  • Kun Yuan

31 October 2024

To address the challenges of suboptimal remote detection and significant computational burden in existing multi-sensor information fusion 3D object detection methods, a novel approach based on Bird’s-Eye View (BEV) is proposed. This method util...

  • Article
  • Open Access
7 Citations
2,261 Views
20 Pages

1 February 2023

The use of deep learning for fault diagnosis is already a common approach. However, integrating discriminative information of fault types and scales into deep learning models for rich multitask fault feature diagnosis still deserves attention. In thi...

  • Article
  • Open Access
21 Citations
4,565 Views
16 Pages

3 April 2023

Compared to traditional measurement devices, the micro-synchrophasor measurement unit (D-PMU or μPMU) in the distribution power system has great differences in data acquisition frequency, data format, data dimension, time-stamped information, etc....

  • Article
  • Open Access
2 Citations
3,351 Views
14 Pages

Evaluation of Withering Quality of Black Tea Based on Multi-Information Fusion Strategy

  • Ting An,
  • Yongwen Jiang,
  • Hanting Zou,
  • Xuan Xuan,
  • Jian Zhang and
  • Haibo Yuan

22 April 2025

The intelligent perception of moisture content (MC) for tea leaves during the black tea withering process is an unsolved task because of the acquisition of limited sample characteristic information. In this study, both the external and internal featu...

  • Article
  • Open Access
6 Citations
3,536 Views
18 Pages

A Near-Field Area Object Detection Method for Intelligent Vehicles Based on Multi-Sensor Information Fusion

  • Yanqiu Xiao,
  • Shiao Yin,
  • Guangzhen Cui,
  • Lei Yao,
  • Zhanpeng Fang and
  • Weili Zhang

In order to solve the difficulty for intelligent vehicles in detecting near-field targets, this paper proposes a near-field object detection method based on multi-sensor information fusion. Firstly, the F-CenterFusion method is proposed to fuse the i...

  • Article
  • Open Access
22 Citations
4,015 Views
15 Pages

Gear Fault Diagnosis Method Based on Multi-Sensor Information Fusion and VGG

  • Dongyue Huo,
  • Yuyun Kang,
  • Baiyang Wang,
  • Guifang Feng,
  • Jiawei Zhang and
  • Hongrui Zhang

6 November 2022

The gearbox is an important component in the mechanical transmission system and plays a key role in aerospace, wind power and other fields. Gear failure is one of the main causes of gearbox failure, and therefore it is very important to accurately di...

  • Article
  • Open Access
840 Views
20 Pages

26 February 2025

Efficiently extracting effective information from the massive experimental data from physical mechanics and accurately identifying the premonitory failure information from coal rock are key and difficult points of intelligent research on rock mechani...

  • Article
  • Open Access
24 Citations
6,198 Views
14 Pages

Semi-Global Stereo Matching Algorithm Based on Multi-Scale Information Fusion

  • Changgen Deng,
  • Deyuan Liu,
  • Haodong Zhang,
  • Jinrong Li and
  • Baojun Shi

12 January 2023

Semi-global matching (SGM) has been widely used in binocular vision. In spite of its good efficiency, SGM still has difficulties in dealing with low-texture regions. In this paper, an SGM algorithm based on multi-scale information fusion (MSIF), name...

  • Article
  • Open Access
7 Citations
3,686 Views
23 Pages

17 September 2021

Dempster–Shafer theory (DST), which is widely used in information fusion, can process uncertain information without prior information; however, when the evidence to combine is highly conflicting, it may lead to counter-intuitive results. Moreover, th...

  • Article
  • Open Access
13 Citations
2,195 Views
10 Pages

19 December 2022

The existing motor fault classification methods mostly use sensors to detect a single fault feature, which makes it difficult to ensure high diagnostic accuracy. In this paper, a motor fault classification method based on multi-source information fus...

  • Article
  • Open Access
1 Citations
1,499 Views
12 Pages

22 March 2025

With the rapid advancement of intelligent driving technology, multi-source information fusion has become a vital topic in the field of environmental perception. To address the fusion deviation resulting from changes in sensor performance due to envir...

  • Article
  • Open Access
937 Views
22 Pages

Two-Level Distributed Multi-Source Information Fusion Model for Aphid Monitoring and Forecasting in the Greenhouse

  • Xiaoyin Li,
  • Lixing Wang,
  • Min Dai,
  • Yongji Zhang,
  • Wei Su,
  • Mingyou Wang and
  • Hong Miao

26 April 2025

Aphids are the main agricultural pests that affect the quality and yield of peppers in the greenhouse. Efficient early prediction of aphid occurrence is of great significance for the development of digitization and information technology in intellige...

  • Article
  • Open Access
5 Citations
1,951 Views
16 Pages

29 July 2024

To address the limitations in predictive capabilities of thermal error models built from single-source, single-structure data, this paper proposes a thermal error prediction model based on decision-level fusion of multi-source heterogeneous informati...

  • Article
  • Open Access
1 Citations
946 Views
15 Pages

21 April 2025

Achieving accurate positioning of maglev trains is one of the key technologies for the safe operation of maglev trains and train schedules. Aiming at magnetic levitation train positioning, there are problems such as being easily interfered with by ex...

  • Article
  • Open Access
1 Citations
1,473 Views
28 Pages

15 January 2025

Low-spatial-resolution measurements from contact sensors and excessive measurement noise have impeded the implementation of vibration-based damage detection. To tackle these challenges, we propose a novel vision-based damage detection method combinin...

  • Article
  • Open Access
1 Citations
1,023 Views
15 Pages

Research on Fault Diagnosis of Vertical Centrifugal Pump Based on Multi-Channel Information Fusion

  • Yifan Zhi,
  • Qian Huang,
  • Fudong Tao,
  • Huairui Li,
  • Da Hao,
  • Haoyang Qin and
  • Qiang Fu

10 April 2025

Aiming at the mechanical failures of vertical centrifugal pumps generated under the combined effects of centrifugal force and fluid power, which are difficult to be accurately recognized by traditional diagnostic methods, a vertical centrifugal pump...

  • Article
  • Open Access
1 Citations
1,130 Views
24 Pages

1 October 2025

With the rapid advancement of image processing techniques, digital image forgery detection has emerged as a critical research area in information forensics. This paper proposes a novel deep learning model based on Multi-view Multi-dimensional Forgery...

  • Article
  • Open Access
2 Citations
904 Views
24 Pages

25 June 2025

To address the challenges posed by the difficulty of extracting fault features from rotating machinery with weak fault features, this paper proposes a rotating machinery structural faults feature enhancement and diagnosis method based on multi-sensor...

  • Article
  • Open Access
19 Citations
6,837 Views
24 Pages

21 April 2024

The intelligent monitoring of cutting tools used in the manufacturing industry is steadily becoming more convenient. To accurately predict the state of tools and tool breakages, this study proposes a tool wear prediction technique based on multi-sens...

  • Article
  • Open Access
2 Citations
1,744 Views
14 Pages

28 February 2025

As intelligent mining develops, utilizing coal mine production monitoring data for early warnings has become a crucial means of ensuring safety in mining operations. Assisting decision-makers in making scientific choices through multi-source and mass...

  • Article
  • Open Access
3 Citations
2,943 Views
25 Pages

21 August 2022

Multi-source information fusion is widely used because of its similarity to practical engineering situations. With the development of science and technology, the sources of information collected under engineering projects and scientific research are...

  • Article
  • Open Access
10 Citations
2,879 Views
21 Pages

Intelligent Sensing of Thermal Error of CNC Machine Tool Spindle Based on Multi-Source Information Fusion

  • Zeqing Yang,
  • Beibei Liu,
  • Yanrui Zhang,
  • Yingshu Chen,
  • Hongwei Zhao,
  • Guofeng Zhang,
  • Wei Yi and
  • Zonghua Zhang

3 June 2024

Aiming at the shortcomings of single-sensor sensing information characterization ability, which is easily interfered with by external environmental factors, a method of intelligent perception is proposed in this paper. This method integrates multi-so...

  • Article
  • Open Access
3 Citations
2,195 Views
15 Pages

BearingCog: A Bearing Fault Diagnosis Method under Variable Operational Conditions

  • Lei Fu,
  • Zepeng Ma,
  • Debin Wu,
  • Jia Liu,
  • Fang Xu,
  • Qi Zhong and
  • Tiantian Zhu

22 May 2022

Rolling bearing is a pivotal component for rotating equipment, which has high failure rates. Bearing failure can cause the equipment to lose control or even casualties, resulting in significant economic losses. This article diagnoses the bearings in...

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