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Dynamic infrared scene simulation using grayscale modulation of digital micro-mirror device 被引量:7
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作者 Zhang Kai Huang Yong +1 位作者 Yan Jie Sun Li 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期394-400,共7页
Dynamic infrared scene simulation is for discovering and solving the problems encountered in designing, developing and manufacturing infrared imaging guidance weapons. The infrared scene simulation is explored by usin... Dynamic infrared scene simulation is for discovering and solving the problems encountered in designing, developing and manufacturing infrared imaging guidance weapons. The infrared scene simulation is explored by using the digital grayscale modulation method. The infrared image modulation model of a digital micro-mirror device (DMD) is established and then the infrared scene simulator prototype which is based on DMD grayscale modulation is developed. To evaluate its main parameters such as resolution, contrast, minimum temperature difference, gray scale, various DMD subsystems such as signal decoding, image normalization, synchronization drive, pulse width modulation (PWM) and DMD chips are designed. The infrared scene simulator is tested on a certain infrared missile seeker. The test results show preliminarily that the infrared scene simulator has high gray scale, small geometrical distortion and highly resolvable imaging resolution and contrast and yields high-fidelity images, thus being able to meet the requirements for the infrared scene simulation inside a laboratory. 展开更多
关键词 Digital grayscale modulation Digital micro-mirror device Gray scale Image processing infrared scene simulation MODELS Pulse width modulation
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Infrared Indoor Wireless MIMO Communication System Using 1.2GHz OOK Modulation 被引量:1
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作者 Hao Du Guoning Xu 《China Communications》 SCIE CSCD 2019年第5期62-69,共8页
The multiple input multiple output(MIMO) systems using serial infrared(SIR),return to zero-inverted(RZI) and on off keying(OOK) modulation were studied. Also, by analyzing experimental results, curve fitting models we... The multiple input multiple output(MIMO) systems using serial infrared(SIR),return to zero-inverted(RZI) and on off keying(OOK) modulation were studied. Also, by analyzing experimental results, curve fitting models were established. Three infrared MIMO systems with 2X2, 2X4 and 4X4 MIMO channels using RZI and OOK modulation were designed and tested. Based on the experimental results, evaluations between BER, distance and displacement were discussed. 展开更多
关键词 infrared communication MIMO SYSTEM line of sight(LOS) RZI OOK modulATION
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Highly-sensitive NO,NO2,and NH3 measurements with an open-multipass cell based on mid-infrared wavelength modulation spectroscopy 被引量:7
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作者 Xiang Chen Chen-Guang Yang +9 位作者 Mai Hu Jian-Kang Shen Er-Chao Niu Zhen-Yu Xu Xue-Li Fan Min Wei Lu Yao Ya-Bai He Jian-Guo Liu Rui-Feng Kan 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第4期250-257,共8页
A compact prototype based on mid-infrared wavelength modulation spectroscopy(WMS)is developed for the simul-taneous monitoring of NO,NO2,and NH3 in the urban area.Three quantum cascade lasers(QCLs)with central fre... A compact prototype based on mid-infrared wavelength modulation spectroscopy(WMS)is developed for the simul-taneous monitoring of NO,NO2,and NH3 in the urban area.Three quantum cascade lasers(QCLs)with central frequencies around 1900.0 cm^-1,1600.0 cm^-1,and 1103.4 cm^-1are used for NO,NO2,and NH3detections,respectively,by timedivision multiplex.An open-path multi-pass cell of 60-m optical path length is applied to the instrument for high sensitivity and reducing the response time to less than 1 s.The prototype achieves a sub-ppb detection limit for all the three target gases with an average time of about 100 s.The instrument is installed in the Jiangsu environmental monitoring center to conduct performance tests on ambient air.Continuous 24-hour measurements show good agreement with the results of a reference instrument based on the chemiluminescence technique. 展开更多
关键词 wavelength modulation spectroscopy optical sensing atmospheric monitoring time division multiplexing quantum cascade laser mid-infrared laser spectroscopy
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Design and implementation of an integrated and rapidly assembled infrared three-band optical system
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作者 Shuanglong Tan Yulin Wang +3 位作者 Guangwei Shi Shuaiwei Mu Xin Zhang Lin Ma 《Astronomical Techniques and Instruments》 2025年第2期88-99,共12页
Continuing advancement in astronomy,space exploration,and scientific detection,has increased demand for infrared multi-band detection systems.Traditional three-band optical systems,designed to simultaneously image at ... Continuing advancement in astronomy,space exploration,and scientific detection,has increased demand for infrared multi-band detection systems.Traditional three-band optical systems,designed to simultaneously image at infrared short-wave,mid-wave,and long-wave bands typically rely on dispersive elements,leading to bulky sizes,complex system architectures,low efficiency,and challenges in rapid assembly.To overcome these obstacles,in combination with the latest third-generation infrared detectors,we propose a design for a compact and lightweight three-band optical system,with infrared capabilities in all three required bands.The core of this approach is an integrated design philosophy that emphasizes the high steepness of mirror surfaces.This design achieves uniform correction and optimization of chromatic aberration and off-axis aberration across the spectral range.We introduce a novel integration of optical and mechanical elements to replace traditional assembly,reducing manufacturing and assembly errors,and degrees of freedom,associated with high-power optical elements.Confirming the effectiveness through a combination of simulations and experimental comparisons,the measured mid-wave full-field transfer function exceeds 0.405 at 17 lp/mm,satisfying the imaging requirements of the system.The optical system is lightweight and compact,with a total mass under 408 g and a compact volume of justΦ112 mm×117 mm.This serves as a valuable reference for the engineering application of high-performance,compact multi-band infrared composite detection systems for astronomy and space exploration. 展开更多
关键词 Three-band infrared INTEGRATED Rapid assembly modulation Transfer Function(MTF)
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Infrared Laser Stimulation of Purkinje Cells Primarily Depends on TRP Channel Activation
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作者 Bin-Bin Dong Chen Wang +6 位作者 Wan-Qi Huang Yu-Peng Bian Jun Liu Wei Chen Lin Zhou Ying Shen Luxi Wang 《Neuroscience Bulletin》 2025年第7期1261-1266,共6页
Dear Editor,It is now well established that optogenetic stimulation can achieve precise intervention and modulate the activity of local neurons or neural circuits in the brain.Although this technique holds promise for... Dear Editor,It is now well established that optogenetic stimulation can achieve precise intervention and modulate the activity of local neurons or neural circuits in the brain.Although this technique holds promise for clinical therapy for neurological and psychiatric disorders,it requires the expression of lightsensitive proteins(such as channel rhodopsin)or photoactivatable chemicals(such as caged neurotransmitters)in the targeted brain regions[1]. 展开更多
关键词 channel rhodopsin precise intervention photoactivatable chemicals such optogenetic stimulation Purkinje cells clinical therapy neurological psychiatric modulate activity infrared laser
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High-Performance Bilayer Sliding PtSe_(2) Infrared Photodetector
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作者 Zhihao Qu Yuhang Zhang +4 位作者 XinWei Zhao Yinan Wang Fang Yang Weiwei Zhao HongWei Liu 《Chinese Physics Letters》 2025年第5期220-238,共19页
The weak interlayer van der Waals(vdW) interactions in two-dimensional(2D) vdW materials enable sliding ferroelectricity as an effective strategy for modulating their intrinsic properties. In this work, we systematica... The weak interlayer van der Waals(vdW) interactions in two-dimensional(2D) vdW materials enable sliding ferroelectricity as an effective strategy for modulating their intrinsic properties. In this work, we systematically investigate the influence of interlayer sliding on the electronic behavior of PtSe_(2) using density functional theory(DFT) calculations. Our results demonstrate that interlayer sliding induces a pronounced photocurrent spanning the short-wavelength infrared to visible spectral ranges. Remarkably, under an applied gate voltage, the sliding ferroelectric PtSe_(2) exhibits anomalously enhanced photovoltaic performance and an ultrahigh extinction ratio.Transmission spectral analysis reveals that this phenomenon originates from band structure modifications driven by energy-level transitions. Furthermore, the observed photocurrent enhancement via sliding ferroelectricity demonstrates universality across diverse platinum-based optoelectronic devices. This study introduces a novel paradigm for tailoring the intrinsic characteristics of 2D vdW semiconductors, expanding the design space for next-generation ferroelectric materials in advanced optoelectronic applications. 展开更多
关键词 electronic behavior bilayer sliding infrared photodetector vdw materials PTSe weak interlayer van der waals interactions modulating their intrinsic properties high performance photodetector
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Pulse modulated microwave and infrared thermography for superficial hyperthermia
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作者 马国军 江国泰 陈志宏 《Journal of Central South University》 SCIE EI CAS 2012年第7期1927-1931,共5页
A 3D temperature field distribution of biological tissue for superficial hyperthermia using a pulse modulated microwave (PMMW) was presented. A 3D sliced homogeneous phantom was radiated by the PMMW and an infrared ... A 3D temperature field distribution of biological tissue for superficial hyperthermia using a pulse modulated microwave (PMMW) was presented. A 3D sliced homogeneous phantom was radiated by the PMMW and an infrared thermal imager was applied to image temperature distribution throughout the phantom. The period of the PMMW is 3 s and the output power is 35 W. The temperature rises by at least 3 ℃ in the phantom when the duty cycle varies from 1/3, 1/2, 2/3 to 1 (denoted by scenarios 1-4). Both the accumulative temperature-volume histogram and the relative depth-area ratio histogram show that the maximum temperature rise (MTR) is 6.6 and 8 ℃ in scenarios 2 and 3, and they are superior to scenarios 1 and 4. Furthermore, the PMMW can control temperature field distribution of biological tissue. It provides both preliminary basis for thermal volume control and new technology for temperature control and monitor in superficial hyperthermia. 展开更多
关键词 3D temperature field distribution pulse modulated microwave (PMMW) infrared thermography superficialhyperthermia
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PF-YOLOv4-Tiny: Towards Infrared Target Detection on Embedded Platform 被引量:1
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作者 Wenbo Li Qi Wang Shang Gao 《Intelligent Automation & Soft Computing》 SCIE 2023年第7期921-938,共18页
Infrared target detection models are more required than ever before to be deployed on embedded platforms,which requires models with less memory consumption and better real-time performance while considering accuracy.T... Infrared target detection models are more required than ever before to be deployed on embedded platforms,which requires models with less memory consumption and better real-time performance while considering accuracy.To address the above challenges,we propose a modified You Only Look Once(YOLO)algorithm PF-YOLOv4-Tiny.The algorithm incorpo-rates spatial pyramidal pooling(SPP)and squeeze-and-excitation(SE)visual attention modules to enhance the target localization capability.The PANet-based-feature pyramid networks(P-FPN)are proposed to transfer semantic information and location information simultaneously to ameliorate detection accuracy.To lighten the network,the standard convolutions other than the backbone network are replaced with depthwise separable convolutions.In post-processing the images,the soft-non-maximum suppression(soft-NMS)algorithm is employed to subside the missed and false detection problems caused by the occlusion between targets.The accuracy of our model can finally reach 61.75%,while the total Params is only 9.3 M and GFLOPs is 11.At the same time,the inference speed reaches 87 FPS on NVIDIA GeForce GTX 1650 Ti,which can meet the requirements of the infrared target detection algorithm for the embedded deployments. 展开更多
关键词 infrared target detection visual attention module spatial pyramid pooling dual-path feature fusion depthwise separable convolution soft-NMS
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Efficient combination and enhancement of high-power mid-infrared pulses in plasmas
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作者 朱兴龙 《Plasma Science and Technology》 SCIE EI CAS CSCD 2023年第2期1-5,共5页
High-power intense optical sources in the mid-to-long wavelength infrared region are very attractive for a wide range of fields from fundamental research to materials science and biology applications.However,there are... High-power intense optical sources in the mid-to-long wavelength infrared region are very attractive for a wide range of fields from fundamental research to materials science and biology applications.However,there are still significant challenges in extending long-wavelength infrared pulses into the relativistic regime using conventional optical techniques.Here,based upon a new type of plasma-based optical method,we present an efficient scheme capable of combining several high-power long-wavelength infrared laser pulses into one single,more intense pulse,thus bringing the intensity of the output pulse to the relativistic regime.Such intense infrared pulses will open up new possibilities for strong-field physics and ultrafast applications.Furthermore,this is beneficial to understand the underlying physics and nonlinear processes of modulation,propagation and energy transfer of high-power intense laser pulses in plasmas. 展开更多
关键词 laser plasma interaction infrared pulses plasma optics pulse modulation energy transfer
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A Novel Multiple Component Gas Infrared Ray Sensor 被引量:2
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作者 张永怀 周金林 +1 位作者 林继鹏 刘君华 《成组技术与生产现代化》 2003年第1期51-54,57,共5页
In this paper, The principle, structure and practical application of a novel multiple component gas infrared ray sensor are discussed. The optical gas sensor, which has infrared radiation impulses input and electric s... In this paper, The principle, structure and practical application of a novel multiple component gas infrared ray sensor are discussed. The optical gas sensor, which has infrared radiation impulses input and electric single output, is composed of narrow band light filter, optical taper and pyroelectric detector array. An infrared gas analyzer with multiple component gas tested synchronously consists of the sensor, single middle infrared source, single gas cell and computer data acquire system. As compared with sensor in other infrared gas analyzer, it has many merits such as novel structure, strong anti\|oscillate performance and low cost. Different gas in different measurement area can be analyzed quantitatively by replacing optical filter module easily. 展开更多
关键词 多组分气体 气体分析 红外线传感器 光学传感器
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Optical Probe for Near-Infrared (NIR) Fluorescence Signal Detection with High Optical Performance and Thermal Stability
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作者 In Hee Shin Joo Beom Eom +2 位作者 Jae Seok Park Hyeong Ju Park Byeong-Il Lee 《Journal of Biomedical Science and Engineering》 2014年第10期792-798,共7页
We propose a new optical probe for near-infrared (NIR) fluorescence signal detection with high optical performance and thermal stability. The optical probe is composed of an optical source part for efficient excitatio... We propose a new optical probe for near-infrared (NIR) fluorescence signal detection with high optical performance and thermal stability. The optical probe is composed of an optical source part for efficient excitation of NIR fluorescence signal, a heat dissipation part for stable operation of the NIR fluorescence probe, and an optical detection part for efficient detection of NIR fluorescence signal. From a simulation by use of an optical simulation tool, Light ToolsTM, we could confirm that the optical probe has optical propagation efficiency of 79.6% in case of using a circular detector with 20 cm in diameter located at 20 cm in distance from the optical source. From a measurement of temperature variation of the optical probe, we could also confirm that the optical probe has thermal stability with a standard deviation of 2.19&deg;C under room temperature condition. Finally, from an evaluation of fluorescence image quality, we could confirm that an optical noise which can bring on by overlapped band between optical spectrum of the optical source for fluorescence excitation and optical spectrum of the emitted fluorescence signal decreased effectively in the optical probe. 展开更多
关键词 NEAR-infrared FLUORESCENCE LEDS Liquid CIRCULATION module
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基于双重信息注意力机制的电力设备热成像超分辨率重建
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作者 赵洪山 李忠航 +2 位作者 林诗雨 王晓盼 杨伟新 《中国电机工程学报》 北大核心 2026年第4期1384-1395,I0007,共13页
针对当前电力设备红外图像分辨率低和温度分布模糊问题,提出一种基于局部和全局信息注意力生成对抗网络(local and global information attention generative adversarial network,LGIA-GAN)的超分辨率重建方法。首先,使用门控权重单元... 针对当前电力设备红外图像分辨率低和温度分布模糊问题,提出一种基于局部和全局信息注意力生成对抗网络(local and global information attention generative adversarial network,LGIA-GAN)的超分辨率重建方法。首先,使用门控权重单元融合多种卷积输出构建细节增强融合卷积,增加重要信息在输出特征图的占比;其次,搭建双注意力模块,对图像长距离像素依赖关系建模并捕获空间和通道维度信息;然后,构造生成对抗网络,使网络关注电力设备红外图像局部纹理细节和全局轮廓信息;最后,通过实验证明,LGIA-GAN在数据集上的峰值信噪比和结构相似度分别为30.266dB和0.9197,重建时间为0.120s,明显优于其他几种GAN算法,并在主观视觉上重建效果更好。所提方法能够有效提升电力设备热成像分辨率,对电力设备故障诊断具有支撑作用。 展开更多
关键词 电力设备红外图像 超分辨率重建 细节增强融合卷积 双注意力模块 局部和全局信息
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基于改进YOLOv10的多尺度舰船目标图像检测算法
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作者 刘兆华 王中训 +2 位作者 贺鹏飞 刘宁波 孙艳丽 《海军工程大学学报》 北大核心 2026年第1期45-52,共8页
针对红外与可见光舰船图像分辨率低、纹理细节欠佳以及舰船目标尺度变化大等问题,本文提出了一种基于改进YOLOv10的多尺度舰船目标图像检测算法。首先,为了提高模型的特征提取能力,在骨干网络中加入了大型可分离核注意力模块;然后,为了... 针对红外与可见光舰船图像分辨率低、纹理细节欠佳以及舰船目标尺度变化大等问题,本文提出了一种基于改进YOLOv10的多尺度舰船目标图像检测算法。首先,为了提高模型的特征提取能力,在骨干网络中加入了大型可分离核注意力模块;然后,为了适应舰船目标尺寸变化大的问题,在颈部网络中添加了多尺度扩张注意力模块,提高了模型的多尺度检测能力;最后,引入了考虑边界框形状的损失函数,提高了模型对小目标的检测能力。在采集的红外与可见光舰船图像数据集上实验结果表明:改进后的算法在增加较少参数量的基础上平均精度均值较原有模型提高了1.2%,平均精度提高了1.9%,显著提高了模型的多尺度目标检测能力。 展开更多
关键词 多尺度目标检测 红外与可见光图像 YOLOv10 大型可分离核注意力模块 多尺度扩张注意力模块
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基于改进YOLOv8的红外光伏组件缺陷检测方法
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作者 孙廨尧 孙俊海 +1 位作者 朱先远 李春秋 《太阳能学报》 北大核心 2026年第2期148-154,共7页
针对传统红外光伏组件缺陷检测精确低、速度慢问题,提出一种基于改进YOLOv8的红外光伏组件缺陷检测方法WD_YOLOv8。首先引入Wise-IoU v2损失函数替换原算法中的CIoU损失,提升检测精确率,同时提高精确率P和召回率R之间的平衡;其次,在特... 针对传统红外光伏组件缺陷检测精确低、速度慢问题,提出一种基于改进YOLOv8的红外光伏组件缺陷检测方法WD_YOLOv8。首先引入Wise-IoU v2损失函数替换原算法中的CIoU损失,提升检测精确率,同时提高精确率P和召回率R之间的平衡;其次,在特征融合网络Neck中采用DySample上采样,保持较好的检测帧率。实验表明,改进后模型在红外伪彩色光伏组件缺陷检测场景下指标P、mAP@0.5和F1-score分别提高0.3、1.5和2.6个百分点;在红外灰度光伏组件缺陷检测场景下指标P、mAP@0.5和F1-score分别提高18.6、7.7和5.1个百分点。改进后算法在红外场景下具有良好的鲁棒性和适应性。 展开更多
关键词 光伏组件 红外热成像 表面缺陷 损伤检测 目标检测 转换效率 太阳电池
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改进Faster R-CNN的光伏组件热斑缺陷识别方法
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作者 谭小瑶 雷亮 +2 位作者 杨泛舟 李斌 易灿灿 《红外技术》 北大核心 2026年第1期105-112,共8页
光伏组件热斑缺陷直接导致光伏电站发电效率低下,甚至引发火灾。针对光伏组件热斑缺陷识别精度低的问题,提出了改进Faster R-CNN的光伏组件热斑缺陷识别方法。首先,在Faster R-CNN目标检测模型的基础上,引入ResNet101与EFPN特征金字塔... 光伏组件热斑缺陷直接导致光伏电站发电效率低下,甚至引发火灾。针对光伏组件热斑缺陷识别精度低的问题,提出了改进Faster R-CNN的光伏组件热斑缺陷识别方法。首先,在Faster R-CNN目标检测模型的基础上,引入ResNet101与EFPN特征金字塔融合网络代替VGG16,用于提升模型对小目标缺陷的检测精度;其次,使用全局平均池化代替全连接层,减少Faster R-CNN模型计算的参数量。最后,采用热重启余弦退火策略更新学习率,提升模型在训练过程中的收敛速度。经过实验验证并与其他模型对比,改进Faster R-CNN模型在光伏组件热斑缺陷识别任务中精确率达94.8%。结果表明,改进的Faster R-CNN相较于其他模型如YOLOv5和SSD,对于光伏组件热斑缺陷识别任务有良好的实用性和准确率。 展开更多
关键词 Faster R-CNN 红外目标检测 热斑 光伏组件 故障诊断 ResNet101
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基于温度概率密度的柔直换流阀功率模块故障热红外图像识别方法
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作者 盛宇军 孙杰 +3 位作者 李国强 解晓东 周凯 张笑迪 《高压电器》 北大核心 2026年第2期207-213,共7页
为了准确识别柔直换流阀功率模块故障,保证高压直流输电安全、稳定地运转,提出基于温度概率密度的柔直换流阀功率模块故障热红外图像识别方法。通过热红外图像中目标约束区域和背景采样区域的核密度估计,提取柔直换流阀功率模块热红外... 为了准确识别柔直换流阀功率模块故障,保证高压直流输电安全、稳定地运转,提出基于温度概率密度的柔直换流阀功率模块故障热红外图像识别方法。通过热红外图像中目标约束区域和背景采样区域的核密度估计,提取柔直换流阀功率模块热红外图像目标区域;基于核密度估计提取温度概率密度,将其作为区分热红外图像目标区域中正常运行区域和故障区域的特征,结合热红外图像中目标区域内阈值,初步划分故障区域,将初步划分结果作为K-means聚类算法的先验知识,通过不断聚类故障区域簇类,达到识别故障的目的。实验验证:所提方法通过集成灰度、空间关系和局部标准差的核密度估计可更精准提取热红外图像目标,准确地识别到柔直换流阀功率模块的故障位置。 展开更多
关键词 概率密度 柔直换流阀 功率模块 热红外图像 核密度估计 K-MEANS聚类算法
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基于红外热成像的煤矿电气设备故障检测系统研究
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作者 龙昊 《计算机应用文摘》 2026年第2期104-106,共3页
针对现有系统红外图像处理性能不足、故障检测率较低等问题,文章开展了基于红外热成像的煤矿电气设备故障检测系统研究。系统硬件部分包括红外热成像仪及核心控制器的选型与配置;软件模块涵盖红外图像采集和增强,以及电气设备故障检测... 针对现有系统红外图像处理性能不足、故障检测率较低等问题,文章开展了基于红外热成像的煤矿电气设备故障检测系统研究。系统硬件部分包括红外热成像仪及核心控制器的选型与配置;软件模块涵盖红外图像采集和增强,以及电气设备故障检测两大功能。通过软硬件协同工作,实现了对煤矿电气设备故障的精确识别。实验结果表明,该系统能有效去除红外图像噪点,图像均匀性良好,整体质量显著提升,电气设备故障检测率达到99.71%,验证了系统的有效性与可靠性。 展开更多
关键词 故障检测 煤矿电气设备 改进YOLOv7模型 红外热成像 注意力机制SE模块
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基于改进YOLOv7的变电站设备红外图像识别 被引量:4
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作者 刘昕明 李玮 +1 位作者 吉建光 石光磁 《红外技术》 北大核心 2025年第1期63-71,共9页
高效快速地识别变电站设备是变电站安全状态检测中至关重要的一个环节。针对变电站场景复杂且目标设备尺度不同的特点,在YOLOv7的基础上引入PSA模块,实现局部和全局通道之间的信息交互,提高模型对不同尺度设备的识别精度。再结合PConv和... 高效快速地识别变电站设备是变电站安全状态检测中至关重要的一个环节。针对变电站场景复杂且目标设备尺度不同的特点,在YOLOv7的基础上引入PSA模块,实现局部和全局通道之间的信息交互,提高模型对不同尺度设备的识别精度。再结合PConv和GSConv,建立轻量化网络,在确保模型精度的同时提升检测速度。使用Dyhead将3个感知嵌入一个目标检测头中,提升了目标的检测能力。构建变电站设备红外图像数据集,并进行训练、测试和验证,与原来的YOLOv7算法对比,准确率提升了3%,模型减小了10%,满足高效快速识别变电设备的要求,为后续变电设备故障诊断提供了基础。 展开更多
关键词 变电站设备 红外图像识别 YOLOv7 PSA模块 轻量化网络 Dyhead
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动态时序扩散和多层级细化的红外与可见光图像融合网络 被引量:1
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作者 邸敬 李涵 +2 位作者 石淑慧 刘冀钊 廉敬 《通信学报》 北大核心 2025年第10期233-246,共14页
针对现有扩散模型进行红外与可见光图像融合时出现的时序梯度失稳、图像细节保留不充分等问题,提出了一种动态时序扩散和多层级细化的红外与可见光图像融合网络。首先,在动态去噪时序扩散融合模块中,使用图神经网络中间模块精准捕捉局... 针对现有扩散模型进行红外与可见光图像融合时出现的时序梯度失稳、图像细节保留不充分等问题,提出了一种动态时序扩散和多层级细化的红外与可见光图像融合网络。首先,在动态去噪时序扩散融合模块中,使用图神经网络中间模块精准捕捉局部特征并建模特征区域间的复杂关系。然后,使用动态去噪路径规划方法对反向去噪过程进行最优去噪路径划分。接着,根据最优动态去噪路径使用分段解码器进行针对性优化去噪。最后,构建了跨层级特征拼接的多层级细化模块,再次提取源图像特征与初步融合图像实现进一步的细化融合。与9种代表性融合方法进行主客观分析比较,在MSRS、M3FD和RoadScene数据集上的实验结果表明,所提方法在7个客观评价指标上都有一定的提升,在各种复杂的场景下表现优异,图像细节保留更加充分,符合人眼视觉特征。此外,目标检测下游实验也展现出所提方法的实际应用潜力。 展开更多
关键词 图像融合 红外与可见光 动态时序扩散 图神经网络 多层级细化模块
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基于改进RT-DETR模型的光伏组件热斑缺陷检测 被引量:1
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作者 张妍 赵春泓 +1 位作者 李冰 刘溢槟 《红外技术》 北大核心 2025年第8期1018-1026,共9页
针对无人机航拍光伏组件红外图像的背景复杂、热斑缺陷的形状大小各异、反光干扰导致目标特征显著度较低等问题,提出了基于改进RT-DETR模型的光伏组件热斑缺陷检测模型RT-DETRSRC。首先,以RT-DETR为基础模型,利用细粒化卷积SPD-Conv改... 针对无人机航拍光伏组件红外图像的背景复杂、热斑缺陷的形状大小各异、反光干扰导致目标特征显著度较低等问题,提出了基于改进RT-DETR模型的光伏组件热斑缺陷检测模型RT-DETRSRC。首先,以RT-DETR为基础模型,利用细粒化卷积SPD-Conv改进主干网络中的深度可分离卷积模块,精细化地提取缺陷的特征,提高模型的特征提取能力。在颈部网络中,提出RepBi-PANCARAFE结构来提升模型的检测精度。采用双向级联特征融合结构RepBi-PAN,增强深层特征和浅层特征之间的信息交互和特征融合;引入特征上采样算子CARAFE,在更大的感受野范围内捕获和整合上下文语义信息。实验结果表明,RT-DETR-SRC模型的mAP50和mAP50:95相较于基线模型分别提升了4.5%和4.1%,能够有效地识别红外图像中的热斑缺陷。 展开更多
关键词 光伏组件 红外图像 目标检测 热斑检测 RT-DETR
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