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Research status and challenges in the manufacturing of IR conformal optics 被引量:1
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作者 Jianbo Zhao Sheng Wang +2 位作者 Chunyu Zhang Jinhu Wang Qingliang Zhao 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第10期154-172,共19页
The infrared conformal window is one of the most critical components in aircraft.Conformal windows with high performance bring low aberrations,high aerodynamic performance,reliability in extreme working environments,a... The infrared conformal window is one of the most critical components in aircraft.Conformal windows with high performance bring low aberrations,high aerodynamic performance,reliability in extreme working environments,and added value for aircraft.Through the past decades,remarkable advances have been achieved in manufacturing technologies for conformal windows,where the machining accuracy approaches the nanometer level,and the surface form becomes more complex.These advances are critical to aircraft development,and these manufacturing technologies also have significant reference values for other directions of the ultra-precision machining field.In this review,the infrared materials suitable for manufacturing conformal windows are introduced and compared with insights into their performances.The remarkable advances and concrete work accomplished by researchers are reviewed.The challenges in manufacturing conformal windows that should be faced in the future are discussed. 展开更多
关键词 Conformal optics Window and dome Infrared material Ultra-precision grinding POLISHING Measurement
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Arbitrary azimuthal optical field manipulation by dual-spiral arrays
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作者 MA Li WANG Ying +2 位作者 LI Min ZHANG Ying ZHAO Bo 《中国光学(中英文)》 北大核心 2025年第4期921-930,共10页
Optical field manipulation,an emerging frontier in photonics,demonstrates significant potential in biomedical microscopy,quantum state engineering,and micro-nano fabrication.To address the critical limitations of curr... Optical field manipulation,an emerging frontier in photonics,demonstrates significant potential in biomedical microscopy,quantum state engineering,and micro-nano fabrication.To address the critical limitations of current optical modulation technologies in achieving full-parameter precision control,we proposed a novel approach for dynamic azimuthal optical field modulation based on dual-spiral arrays.By designing spatially interleaved spiral structures with different initial radii while maintaining identical periodic parameters,we achieved continuous optical modulation spanning the full 0-2πrange in azimuthal field distribution.Through rigorous numerical simulations,we systematically established a quantitative correlation between the structural parameters and azimuthal optical field patterns,revealing,for the first time,a quasi-linear relationship between the radius difference and the resultant optical distribution.This theoretical framework advances our fundamental understanding of structured optical field manipulation as well as provides a new paradigm for programmable photonic device design,with distinct technical advantages in super-resolution imaging and optical tweezer systems. 展开更多
关键词 optical manipulation topological charge spiral array
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High signal-to-noise ratio microwave signal generation based on SBS assisted optical heterodyne technology
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作者 LUO Qiaoxia ZHAO Zhongbin +3 位作者 HU Tianhao ZHOU Yong ZHENG Ziqi GAO Weiqing 《量子电子学报》 北大核心 2025年第5期677-685,共9页
In this work,the generation of high signal-to-noise ratio(SNR)single-frequency microwave signal without noise sidebands is demonstrated based on the interaction of integrated all-fiber lasers.The microwave signals are... In this work,the generation of high signal-to-noise ratio(SNR)single-frequency microwave signal without noise sidebands is demonstrated based on the interaction of integrated all-fiber lasers.The microwave signals are generated by the interference between a narrow linewidth Brillouin pump light from a single-frequency laser and the Stokes light generated by it.Firstly,the linewidths of the Stokes lights are compressed to~43 Hz based on the stimulated Brillouin scattering(SBS)effect,which ensures that the frequency noise is as low as possible.And then,the relative intensity noise(RIN)of the first order Stokes light is reduced by 21 dB/Hz based on the noise dynamics principle in cascaded SBS effect.By simultaneously reducing the frequency noise and the intensity noise of the coherent signals,the noise sidebands of microwave signals are completely suppressed.As result,the SNR of the microwave signal is improved from 48 dB to 84 dB at the first-order Brillouin frequency shift of 9.415 GHz.Meanwhile,a microwave signal with a SNR of 70 dB is generated at the second-order Brillouin frequency shift of 18.827 GHz.This kind of microwave signals with narrow linewidth and high SNR can provide higher detection resolution and higher transmission efficiency for applications on radar,satellite communication and so on. 展开更多
关键词 laser techniques fiber lasers microwave photonics optical heterodyne technology noise suppression
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Optical memory behavior of MoS_(2) nanoflakes doped liquid crystals hybrid
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作者 GONG Xiaohui ZHANG Hao +1 位作者 YANG Dongfang LIU Yang 《液晶与显示》 北大核心 2025年第5期665-673,共9页
The memory behavior in liquid crystals(LCs)that is characterized by low cost,large area,high speed,and high-density memory has evolved from a mere scientific curiosity to a technology that is being applied in a variet... The memory behavior in liquid crystals(LCs)that is characterized by low cost,large area,high speed,and high-density memory has evolved from a mere scientific curiosity to a technology that is being applied in a variety of commodities.In this study,we utilized molybdenum disulfide(MoS_(2))nanoflakes as the guest in a homotropic LCs host to modulate the overall memory effect of the hybrid.It was found that the MoS₂nanoflakes within the LCs host formed agglomerates,which in turn resulted in an accelerated response of the hybrids to the external electric field.However,this process also resulted in a slight decrease in the threshold voltage.Additionally,it was observed that MoS₂nanoflakes in a LCs host tend to align homeotropically under an external electric field,thereby accelerating the refreshment of the memory behavior.The incorporation of a mass fraction of 0.1%2μm MoS₂nanoflakes into the LCs host was found to significantly reduce the refreshing memory behavior in the hybrid to 94.0 s under an external voltage of 5 V.These findings illustrate the efficacy of regulating the rate of memory behavior for a variety of potential applications. 展开更多
关键词 optical memory behavior MoS_(2)nanoflake liquid crystal
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Optimizing the generation of second harmonic optical vortices from nonlinear photonic crystals
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作者 LIU Shiqiang ZHANG Xinyu +4 位作者 CHEN Yan LI Shifeng ZHAO Gang ZHU Shining HU Xiaopeng 《物理学进展》 北大核心 2025年第4期161-168,共8页
The generation of optical vortices from nonlinear photonic crystals(NPCs)with spatially modulated second-order nonlinearity offers a promising approach to extend the working wavelength and topological charge of vortex... The generation of optical vortices from nonlinear photonic crystals(NPCs)with spatially modulated second-order nonlinearity offers a promising approach to extend the working wavelength and topological charge of vortex beams for various applications.In this work,the second harmonic(SH)optical vortex beams generated from nonlinear fork gratings under Gaussian beam illumination are numerically investigated.The far-field intensity and phase distributions,as well as the orbital angular momentum(OAM)spectra of the SH beams,are analyzed for different structural topological charges and diffraction orders.Results reveal that higher-order diffraction and larger structural topological charges lead to angular interference patterns and non-uniform intensity distributions,deviating from the standard vortex profile.To optimize the SH vortex quality,the effects of the fundamental wave beam waist,crystal thickness,and grating duty cycle are explored.It is shown that increasing the beam waist can effectively suppress diffraction order interference and improve the beam’s quality.This study provides theoretical guidance for enhancing the performance of nonlinear optical devices based on NPCs. 展开更多
关键词 optical vortex nonlinear photonic crystal second harmonic generation orbital angular momentum
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Study on correlation of thermal model to in-orbit data for infrared optical payloads on FY-3E/HIRAS-Ⅱ
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作者 LI Yu-Han YANG Bao-Yu +4 位作者 ZHANG Qiang GUO Zhi-Peng WU Yi-Nong TANG Xiao LI Shang-Ju 《红外与毫米波学报》 北大核心 2025年第3期394-405,共12页
The Infrared Hyperspectral Atmospheric SounderⅡ(HIRAS-Ⅱ)is the key equipment on FengYun-3E(FY-3E)satellite,which can realize vertical atmospheric detection,featuring hyper spectral,high sensitivity and high precisio... The Infrared Hyperspectral Atmospheric SounderⅡ(HIRAS-Ⅱ)is the key equipment on FengYun-3E(FY-3E)satellite,which can realize vertical atmospheric detection,featuring hyper spectral,high sensitivity and high precision.To ensure its accuracy of detection,it is necessary to correlate their thermal models to in-orbit da⁃ta.In this work,an investigation of intelligent correlation method named Intelligent Correlation Platform for Ther⁃mal Model(ICP-TM)was established,the advanced Kriging surrogate model and efficient adaptive region opti⁃mization algorithm were introduced.After the correlation with this method for FY-3E/HIRAS-Ⅱ,the results indi⁃cate that compared with the data in orbit,the error of the thermal model has decreased from 5 K to within±1 K in cold case(10℃).Then,the correlated model is validated in hot case(20℃),and the correlated model exhibits good universality.This correlation precision is also much superiors to the general ones like 3 K in other similar lit⁃erature.Furthermore,the process is finished in 8 days using ICP-TM,the efficiency is much better than 3 months based on manual.The results show that the proposed approach significantly enhances the accuracy and efficiency of thermal model,this contributes to the precise thermal control of subsequent infrared optical payloads. 展开更多
关键词 thermal model intelligent correlation method surrogate model infrared optical payload FY-3E
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Yb:Sc_(2)O_(3) Transparent Ceramics Fabricated from Co-precipitated Nano-powders:Microstructure and Optical Property
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作者 YE Junhao ZHOU Zhenzhen +8 位作者 HU Chen WANG Yanbin JING Yanqiu LI Tingsong CHENG Ziqiu WU Junlin IVANOV Maxim HRENIAK Dariusz LI Jiang 《无机材料学报》 北大核心 2025年第2期215-224,共10页
Sc_(2)O_(3),as a host for solid-state laser gain materials,has advantage of high thermal conductivity and easy matching with activating ions,which is promising in high-power laser applications.Currently,Yb-doped Sc_(2... Sc_(2)O_(3),as a host for solid-state laser gain materials,has advantage of high thermal conductivity and easy matching with activating ions,which is promising in high-power laser applications.Currently,Yb-doped Sc_(2)O_(3) ceramics have been fabricated at very high sintering temperatures,but their optical quality and sintering process still need further improvement.In this work,5%Yb:Sc_(2)O_(3)(in mass)nano-powders were obtained by co-precipitation,and then transparent ceramics were fabricated by vacuum pre-sintering and hot isostatic pressing(HIP)post-treatment.The cubic Yb:Sc_(2)O_(3) nano-powders with good dispersity and an average crystallite of 29 nm were obtained.Influence of pre-sintering temperatures(1500-1700℃)on densification process,microstructure changes,and optical transmittance of Yb:Sc_(2)O_(3) ceramics was detected.Experimental data revealed that all samples have a uniform microstructure,while the average grain sizes increase with the increase of the sintering temperatures.Impressively,the optimum in-line transmittance of Yb:Sc_(2)O_(3) ceramics,pre-sintered at 1550℃after HIP post-treatment,reaches 78.1%(theoretical value of 80%)at 1100 nm.Spectroscopic properties of the Yb:Sc_(2)O_(3) ceramics reveal that the minimum population inversion parameterβ2 and the luminescence decay time of 5%Yb:Sc_(2)O_(3) ceramics are 0.041 and 0.49 ms,respectively,which demonstrate that the optical quality of the Yb:Sc_(2)O_(3) has been improved.Meanwhile,their best vacuum sintering temperature can be controlled down to a lower temperature(1550℃).In conclusion,Yb:Sc_(2)O_(3) nano-powders are successfully synthesized by co-precipitation method,and good optical quality transparent ceramics are fabricated by vacuum pre-sintering at 1550℃and HIP post-treatment. 展开更多
关键词 NANO-POWDER Yb:Sc_(2)O_(3) transparent ceramic hot isostatic pressing optical property
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Bismuth's role in quaternary thulium doped tellurite glasses:Achieving optical clarity and radiation shielding
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作者 N.A.M.Rusni N.A.Abdul-Manaf +3 位作者 N.Ahmad L.Hasnimulyati W.Y.W.Yusoff A.Azuraida 《Defence Technology(防务技术)》 2025年第9期134-144,共11页
This study explores the impact of bismuth oxide(Bi_(2)O_(3))on the optical and radiation shielding properties of transparent,lead-free thulium-doped bismuth borotellurite radiation shielding glass.The investigated gla... This study explores the impact of bismuth oxide(Bi_(2)O_(3))on the optical and radiation shielding properties of transparent,lead-free thulium-doped bismuth borotellurite radiation shielding glass.The investigated glass composition follows the formula[(TeO_(2))_(75)(B_(2)O_(3))_(25)]_(98-x)(Bi_(2)O_(3))_x[Tm_(2)O_(3)]_(2),where x=0 mol%,5 mol%,10 mol%,15 mol%,20 mol%,25 mol%,and 30 mol%.All glass samples remain transparent,with an optical bandgap(E_(opt))exceeding 3.1 e V,ensuring visible light transmission.Radiation shielding data from Phy-X and XCom reveal interactions of the photoelectric effect,Compton scattering,and pair production,with minimal relative difference in mass attenuation coefficient(MAC)which is between0.05 and 0.56.At 0.662 Me V photon energy,the 20 mol%and 25 mol%Bi_(2)O_(3)glasses exhibit significantly higher Phy-X MAC values than other samples,except RS 520 glass,which contains 71%Pb O.Despite incorporating only up to 25 mol%Bi_(2)O_(3),these glasses outperform others in density,half-value layer(HVL),and mean free path(MFP).Correlating E_(opt)and MAC,the 20 mol%Bi_(2)O_(3)glass is the best candidate for transparent radiation shielding glass due to its wide optical bandgap which prevents ionization of trapped holes.Significantly,the linkage between MFP and molar refraction was also discovered based on the particle size influence on both parameters. 展开更多
关键词 Thulium-doped bismuth borotellurite glasses opticAL Radiation shielding LEAD-FREE Phy-X XCom
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Vibration-induced bias error reduction using loop gain compensation for high-precision fiber optic gyroscopes
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作者 CHEN Heyu QIN Xuexin +2 位作者 XIE Huan KONG Linghai ZHENG Yue 《Journal of Systems Engineering and Electronics》 2025年第1期224-232,共9页
Vibration-induced bias deviation,which is generated by intensity fluctuations and additional phase differences,is one of the vital errors for fiber optic gyroscopes(FOGs)operating in vibration environment and has seve... Vibration-induced bias deviation,which is generated by intensity fluctuations and additional phase differences,is one of the vital errors for fiber optic gyroscopes(FOGs)operating in vibration environment and has severely restricted the applications of high-precision FOGs.The conventional methods for suppressing vibration-induced errors mostly concentrate on reinforcing the mechanical structure and optical path as well as the compensation under some specific operation parameters,which have very limited effects for high-precision FOGs maintaining performances under vibration.In this work,a technique of suppressing the vibration-induced bias deviation through removing the part related to the varying gain from the rotation-rate output is put forward.Particularly,the loop gain is extracted out by adding a gain-monitoring wave.By demodulating the loop gain and the rotation rate simultaneously under distinct frequencies and investigating their quantitative relationship,the vibrationinduced bias error is compensated without limiting the operating parameters or environments,like the applied modulation depth.The experimental results show that the proposed method has achieved the reduction of bias error from about 0.149°/h to0.014°/h during the random vibration with frequencies from20 Hz to 2000 Hz.This technique provides a feasible route for enhancing the performances of high-precision FOGs heading towards high environmental adaptability. 展开更多
关键词 vibration-induced error fiber optic gyroscope(FOG) loop gain
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Temperature error compensation method for fiber optic gyroscope based on a composite model of k-means,support vector regression and particle swarm optimization
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作者 CAO Yin LI Lijing LIANG Sheng 《Journal of Systems Engineering and Electronics》 2025年第2期510-522,共13页
As the core component of inertial navigation systems, fiber optic gyroscope (FOG), with technical advantages such as low power consumption, long lifespan, fast startup speed, and flexible structural design, are widely... As the core component of inertial navigation systems, fiber optic gyroscope (FOG), with technical advantages such as low power consumption, long lifespan, fast startup speed, and flexible structural design, are widely used in aerospace, unmanned driving, and other fields. However, due to the temper-ature sensitivity of optical devices, the influence of environmen-tal temperature causes errors in FOG, thereby greatly limiting their output accuracy. This work researches on machine-learn-ing based temperature error compensation techniques for FOG. Specifically, it focuses on compensating for the bias errors gen-erated in the fiber ring due to the Shupe effect. This work pro-poses a composite model based on k-means clustering, sup-port vector regression, and particle swarm optimization algo-rithms. And it significantly reduced redundancy within the sam-ples by adopting the interval sequence sample. Moreover, met-rics such as root mean square error (RMSE), mean absolute error (MAE), bias stability, and Allan variance, are selected to evaluate the model’s performance and compensation effective-ness. This work effectively enhances the consistency between data and models across different temperature ranges and tem-perature gradients, improving the bias stability of the FOG from 0.022 °/h to 0.006 °/h. Compared to the existing methods utiliz-ing a single machine learning model, the proposed method increases the bias stability of the compensated FOG from 57.11% to 71.98%, and enhances the suppression of rate ramp noise coefficient from 2.29% to 14.83%. This work improves the accuracy of FOG after compensation, providing theoretical guid-ance and technical references for sensors error compensation work in other fields. 展开更多
关键词 fiber optic gyroscope(FOG) temperature error com-pensation composite model machine learning CLUSTERING regression.
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一种基于网格与加权信息熵的OPTICS改进算法 被引量:11
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作者 安建瑞 张龙波 +3 位作者 王雷 金超 怀浩 王晓丹 《计算机工程》 CAS CSCD 北大核心 2017年第2期206-209,共4页
针对现有OPTICS算法时间复杂度高且不适用于数据密集型环境的问题,提出一种基于网格与加权信息熵的改进算法。将数据集合划分为一定数量的网格单元,引入加权信息熵,自适应计算每个网格单元的最小密度阈值。对满足最小密度阈值的网格单... 针对现有OPTICS算法时间复杂度高且不适用于数据密集型环境的问题,提出一种基于网格与加权信息熵的改进算法。将数据集合划分为一定数量的网格单元,引入加权信息熵,自适应计算每个网格单元的最小密度阈值。对满足最小密度阈值的网格单元定义密集格的概念,利用质心点代替网格数据点集的方法对数据点进行压缩。采用Geolife Trajectories数据集对算法性能进行测试,从理论分析和实验结果两方面证明了改进算法的有效性。 展开更多
关键词 数据密集型环境 加权信息熵 optics算法 密度阈值 质心点
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OPTICS算法在雷电临近预报中的应用 被引量:13
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作者 侯荣涛 路郁 +2 位作者 王琴 袁程胜 王军 《计算机应用》 CSCD 北大核心 2014年第1期297-301,共5页
针对密度分布不均的雷电定位资料,提出了一种基于OPTICS聚类算法的雷电临近预警模型。该模型运用OPTICS算法对雷暴天气连续时段的雷电定位资料进行聚类分析,有效剔除了影响雷暴云分布的稀疏点。在聚类分析结果基础上,利用"膨胀-侵... 针对密度分布不均的雷电定位资料,提出了一种基于OPTICS聚类算法的雷电临近预警模型。该模型运用OPTICS算法对雷暴天气连续时段的雷电定位资料进行聚类分析,有效剔除了影响雷暴云分布的稀疏点。在聚类分析结果基础上,利用"膨胀-侵蚀"算法还原雷暴云真实分布,根据雷暴云的移动趋势进行雷电落区预报。此外,针对传统预测算法运行时间长的缺陷,运用邻接表改进了OPTICS算法,且优化了可达队列更新策略。实验结果表明,基于改进的OPTICS算法所构建的雷电临近预报模型降低了算法运行时间,同时提高了雷电预报模型适应能力及预测的准确率。 展开更多
关键词 雷电临近预报 定位资料 聚类分析 optics算法 移动趋势
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改进的OPTICS算法及其在文本聚类中的应用 被引量:29
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作者 曾依灵 许洪波 白硕 《中文信息学报》 CSCD 北大核心 2008年第1期51-55,60,共6页
基于密度的OPTICS聚类算法以可视化的结果输出方式直观呈现语料结构,但由于其结果组织策略在处理稀疏点时的局限性,算法实际性能未能得到充分发挥。本文针对此缺陷提出一种有效的结果重组织策略以辅助稀疏点的重新定位,并针对文本领域... 基于密度的OPTICS聚类算法以可视化的结果输出方式直观呈现语料结构,但由于其结果组织策略在处理稀疏点时的局限性,算法实际性能未能得到充分发挥。本文针对此缺陷提出一种有效的结果重组织策略以辅助稀疏点的重新定位,并针对文本领域的特点改变距离度量方法,形成了OPTICS-Plus文本聚类算法。在真实文本分类语料上的实验表明,我们的结果重组织策略能够辅助算法产生更为清晰反映语料结构的可达图,与K-means算法的比较则证实了OPTICS-Plus具有较为良好的聚类性能。 展开更多
关键词 计算机应用 中文信息处理 optics算法 密度聚类 文本挖掘
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不确定NNSB-OPTICS聚类算法在滑坡危险性预测中的研究与应用 被引量:3
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作者 毛伊敏 陈华彬 +1 位作者 李忠利 张灿龙 《计算机应用研究》 CSCD 北大核心 2019年第1期127-131,15,共6页
针对滑坡危险性预测中降雨等不确定因素不能有效刻画及处理和现有的OPTICS-PLUS聚类算法需要设置密度阈值、时间复杂度高等问题进行了研究,为了提高滑坡危险性预测准确率,提出一种不确定NNSB-OPTICS聚类算法并应用于滑坡预测中。首先对O... 针对滑坡危险性预测中降雨等不确定因素不能有效刻画及处理和现有的OPTICS-PLUS聚类算法需要设置密度阈值、时间复杂度高等问题进行了研究,为了提高滑坡危险性预测准确率,提出一种不确定NNSB-OPTICS聚类算法并应用于滑坡预测中。首先对OPTICS-PLUS算法扩张策略进行优化,避免了人工设置密度阈值,提高了算法效率;然后根据降雨量数据的分布特征,综合EW型距离公式和云模型理论,提出EC型距离公式,有效处理不确定数据降雨量;最后将不确定NNSB-OPTICS聚类算法应用于延安市宝塔区滑坡危险性预测中,建立滑坡危险性预测模型,滑坡预测精度达到89. 7%。实验结果表明,该方法能够有效提高滑坡危险性预测精度,具有较高的可行性。 展开更多
关键词 滑坡 危险性预测 不确定数据 optics算法
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Novel optimization techniques for underwater wireless optical communication links:using Monte Carlo simulation
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作者 Intesar Ramley Hamdah MAlzayed +2 位作者 Yas Al-Hadeethi Abeer ZBarasheed Mingguang Chen 《Defence Technology(防务技术)》 2025年第8期386-411,共26页
The Underwater Communication Link(UCL)is a crucial component of Underwater Wireless Optical Communication(UWOC)systems,requiring optimised design to mitigate the high power attenuation inherent in seawater.To ensure t... The Underwater Communication Link(UCL)is a crucial component of Underwater Wireless Optical Communication(UWOC)systems,requiring optimised design to mitigate the high power attenuation inherent in seawater.To ensure the reliability of an optimal UCL design,it is essential to account for the three primary scattering regimes:forward scattering(FSC),backward scattering(BSC),and isotropic scattering(ISC)in seawater channels.This study introduces a new photon-tracking model based on a discrete equation,facilitating Monte Carlo Simulation(MCS)to evaluate how different scattering regimes influence received photon distribution.Three distinct Scattering Regime Contribution Weight(SRCW)probability sets were employed,each representing different UCL operational configurations dominated by specific scattering regimes.The proposed modeling approach enables a comprehensive assessment of the temporal characteristics of received optical pulses,channel loss,and time spread-ultimately defining the optimal UCL design parameters.The key findings of this study include:(1)Enhancing the FSC regime dominance leads to a quasi-light waveguide effect over link spans and small Fields of View(FOV)<25°,significantly improving channel performance in Harbor seawater compared to Coastal seawater.(2)A well-designed UCL with a small FOV(<25°)can minimise channel loss and time spread,ensuring high capacity and efficient performance in both Coastal and Harbor seawaters.(3)When BSC and ISC contributions exceed FSC dominance,the received optical pulse undergoes significant temporal broadening,particularly for larger FOV angles(>25°)and extended link spans.(4)The developed novel MCS-based discrete equation provides a simple yet robust model for simulating photon propagation in both homogeneous and inhomogeneous underwater channels.These insights contribute to developing more efficient and reliable UCL designs with military standards by enhancing UWOC system performance over a longer linkspan for a given limited optical power across various underwater environments. 展开更多
关键词 Channel gain/loss Channel impulse response(CIR) Central limit theorem(CLT) Channel time spread Field of view(FOV) Monte Carlo simulation(MCS) Underwater wireless optical communication(UWOC)
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基于改进OPTICS算法的磁罗盘椭圆拟合误差补偿方法 被引量:5
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作者 缪玲娟 吴子昊 +1 位作者 周志强 李正帅 《中国惯性技术学报》 EI CSCD 北大核心 2022年第2期174-180,共7页
为了避免磁罗盘原始数据中的奇异误差点对椭圆拟合精度造成不利影响,在常规最小二乘椭圆拟合算法中引入了基于密度聚类的OPTICS算法,并对OPTICS算法进行了改进,以降低复杂度,减小计算耗时。在椭圆拟合之前,使用改进的OPTICS算法对原始... 为了避免磁罗盘原始数据中的奇异误差点对椭圆拟合精度造成不利影响,在常规最小二乘椭圆拟合算法中引入了基于密度聚类的OPTICS算法,并对OPTICS算法进行了改进,以降低复杂度,减小计算耗时。在椭圆拟合之前,使用改进的OPTICS算法对原始传感器数据进行分类,识别并剔除数据中的奇异误差点,防止其污染原始数据集,提高椭圆拟合算法的拟合精度,从而提高航向角的解算精度。实验结果表明,与常规椭圆拟合算法相比,所提出的算法在东、南、西、北四个方向上合计航向角误差的均方根降低了27.5%,且改进后OPTICS算法的计算耗时比改进前降低了43.6%。 展开更多
关键词 磁罗盘 椭圆拟合 误差补偿 最小二乘法 optics算法
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一种基于OPTICS聚类的流量分类算法 被引量:4
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作者 张建伟 王玲艳 姚云磊 《郑州轻工业学院学报(自然科学版)》 CAS 2013年第2期83-86,共4页
提出了一种适合在线实时分类并避免过多人为因素干扰的流量分类方法.该方案早期采用DPI技术识别信息流的业务类型,作为后期聚类算法的指导和基准;借鉴OPTICS聚类算法思想,用数据点的个数来衡量稠密度,完成信息流的聚类,可有针对性地为... 提出了一种适合在线实时分类并避免过多人为因素干扰的流量分类方法.该方案早期采用DPI技术识别信息流的业务类型,作为后期聚类算法的指导和基准;借鉴OPTICS聚类算法思想,用数据点的个数来衡量稠密度,完成信息流的聚类,可有针对性地为用户提供服务. 展开更多
关键词 网络流量 流量识别 聚类算法 optics
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基于数据分区的OPTICS聚类算法 被引量:7
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作者 周传华 鲁勇 于猜 《传感器与微系统》 CSCD 北大核心 2022年第10期103-107,共5页
针对OPTICS算法存在着对于密度不均匀以及高维数据聚类效果差的问题,提出了基于数据分区的OPTICS聚类算法(DP-OPTICS)。该方法计算所有样本点的K距离(K-dist)值,用改进的K均值算法对K-dist值进行单维度聚类,并依据肘图拐点的位置调整K... 针对OPTICS算法存在着对于密度不均匀以及高维数据聚类效果差的问题,提出了基于数据分区的OPTICS聚类算法(DP-OPTICS)。该方法计算所有样本点的K距离(K-dist)值,用改进的K均值算法对K-dist值进行单维度聚类,并依据肘图拐点的位置调整K值大小,以此实现数据分区;在分区内用OPTICS算法进行局部聚类,最后按一定规则将数据分区合并。选取多个不平衡人工数据集和UCI数据集进行对比实验,实验结果表明:改进的算法是切实可行的,明显提升了OPTICS算法对于数据密度不均匀问题的聚类质量,并且对高维数据也有着较好的处理能力,具有很强的鲁棒性。 展开更多
关键词 聚类 数据分区 optics算法 K距离
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使用均值距离与关联性标记的并行OPTICS算法 被引量:1
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作者 郑剑 余鑫 《计算机工程与应用》 CSCD 北大核心 2023年第5期232-244,共13页
针对大数据环境下传统并行密度聚类算法中存在的数据划分不合理,聚类结果准确度不高,结果受参数影响较大以及并行效率低等问题,提出一种MapReduce下使用均值距离与关联性标记的并行OPTICS算法——POMDRM-MR。算法使用一种基于维度稀疏... 针对大数据环境下传统并行密度聚类算法中存在的数据划分不合理,聚类结果准确度不高,结果受参数影响较大以及并行效率低等问题,提出一种MapReduce下使用均值距离与关联性标记的并行OPTICS算法——POMDRM-MR。算法使用一种基于维度稀疏度的减少边界点划分策略(DS-PRBP),划分数据集;针对各个分区,提出标记点排序识别簇算法(MOPTICS),构建数据点与核心点之间的关联性,并标记数据点迭代次数,在距离度量中,使用领域均值距离策略(FMD),计算数据点的领域均值距离,代替可达距离排序,输出关联性标记序列;最后结合重排序序列提取簇算法(REC),对输出序列进行二次排序并提取簇,提高算法局部聚类的准确性和稳定性;在合并全局簇时,算法提出边界密度筛选策略(BD-FLC),计算筛选密度相近局部簇;又基于n叉树的并集型合并与MapReduce模型,提出并行局部簇合并算法(MCNT-MR),加快局部簇收敛,并行合并局部簇,提升全局簇合并效率。对照实验表明,POMDRM-MR算法聚类效果更佳,且在大规模数据集下算法的并行化性能更好。 展开更多
关键词 大数据 密度聚类 MAPREDUCE optics PRBP
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基于LDA模型和T-OPTICS算法的中文新闻话题检测 被引量:3
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作者 李琮 袁方 +1 位作者 刘宇 李欣雨 《河北大学学报(自然科学版)》 CAS 北大核心 2016年第1期106-112,共7页
给出了一种针对大量新闻数据的话题检测方法.首先通过LDA(latent dirichlet allocation)模型从语义层面抽取新闻数据主题,有效降低数据分析维度,更合理地体现新闻主题特征.然后改进OPTICS(ordering point to identify the cluster struc... 给出了一种针对大量新闻数据的话题检测方法.首先通过LDA(latent dirichlet allocation)模型从语义层面抽取新闻数据主题,有效降低数据分析维度,更合理地体现新闻主题特征.然后改进OPTICS(ordering point to identify the cluster structure)密度聚类算法,基于新闻话题的时间延续性给出了T-OPTICS算法.该算法继承了OPTICS算法对参数不敏感的特性,降低了参数选择对聚类结果的影响.改进了OPTICS算法中文本间相似度的计算方法,体现了话题的时间延续性.基于TDT4数据集的实验表明,该方法能够快速有效地发现新闻中的话题. 展开更多
关键词 LDA模型 T-optics 聚类 降维
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