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Public-Key Function-Private Inner-Product Predicate Encryption from Pairings
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作者 WAN Ming WANG Geng GU Da-Wu 《密码学报(中英文)》 北大核心 2025年第1期227-246,共20页
This study constructs a function-private inner-product predicate encryption(FP-IPPE)and achieves standard enhanced function privacy.The enhanced function privacy guarantees that a predicate secret key skf reveals noth... This study constructs a function-private inner-product predicate encryption(FP-IPPE)and achieves standard enhanced function privacy.The enhanced function privacy guarantees that a predicate secret key skf reveals nothing about the predicate f,as long as f is drawn from an evasive distribution with sufficient entropy.The proposed scheme extends the group-based public-key function-private predicate encryption(FP-PE)for“small superset predicates”proposed by Bartusek et al.(Asiacrypt 19),to the setting of inner-product predicates.This is the first construction of public-key FP-PE with enhanced function privacy security beyond the equality predicates,which is previously proposed by Boneh et al.(CRYPTO 13).The proposed construction relies on bilinear groups,and the security is proved in the generic bilinear group model. 展开更多
关键词 predicate encryption function privacy inner product generic group model
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Mediating role of inner strength in the relationship between medication literacy and medication adherence among kidney transplant patients 被引量:1
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作者 WANG Liping FANG Chunhua +3 位作者 NIE Manhua ZHU Li LIU Sai LI Haiyang 《中南大学学报(医学版)》 CAS CSCD 北大核心 2024年第6期961-971,共11页
Objective:Compared with long-term renal replacement therapy,kidney transplantation is the ideal treatment for end-stage renal disease(ESRD),significantly extending patient life and improving quality of life.Kidney tra... Objective:Compared with long-term renal replacement therapy,kidney transplantation is the ideal treatment for end-stage renal disease(ESRD),significantly extending patient life and improving quality of life.Kidney transplant patients need to adhere to lifelong immunosuppressive medication regimens,but their medication adherence is generally poor compared with other organ transplant recipients.Medication adherence is closely related to medication literacy and psychological status,yet related studies are limited.This study aims to investigate the current status of medication adherence,inner strength,and medication literacy in kidney transplant patients,analyze the relationships among these 3 factors,and explore the mediating role of inner strength in the relationship between medication literacy and medication adherence.Methods:A cross-sectional survey was conducted from March to October 2023 involving 421 patients aged≥18 years who visited kidney transplantation outpatient clinics at 4 tertiary hospitals in Hunan Province.The inner strength,medication literacy,and medication adherence of kidney transplant patients were investigated using the Inner Strength Scale(ISS),the Chinese version of the Medication Literacy Assessment in Spanish and English(MedLitRxSE),and the Chinese version of the Morisky Medication Adherence Scale-8(C-MMAS-8),respectively.Univariate analysis was performed to examine the effects of demographic and clinical data on medication adherence.Correlation analysis was conducted to explore the relationships among medication literacy,medication adherence,and inner strength.Significant variables from univariate and correlation analyses were further analyzed using multiple linear regression,and the mediating effect of inner strength was explored.Results:Among the 421 questionnaires collected,408 were valid,with an effective rate of 96.91%.The scores of C-MMAS-8,MedLitRxSE,and ISS were 6.64±1.16,100.63±14.67,and 8.47±4.03,respectively.Among the 408 patients,only 86(21.08%)patients had a high level of medication adherence,whereas 230(56.37%)patients had a medium level of medication adherence,and 92(22.55%)patients had poor medication adherence.Univariate analysis indicated that the kidney transplant patients’age,marital status,education levels,years since their kidney transplant operation,number of hospitalizations after the kidney transplant,and adverse drug reactions showed significant differences in medication adherence(all P<0.05).Correlation analysis showed that inner strength positively correlated with both medication literacy(r=0.183,P<0.001)and medication adherence(r=0.201,P<0.001).Additionally,there was a positive correlation between medication adherence and medication literacy(r=0.236,P<0.001).Inner strength accounted for 13.22%of the total effect in the mediating role between medication literacy and medication adherence.Conclusion:The level of medication adherence among kidney transplant patients needs improvement,and targeted intervention measures are essential.Inner strength mediates the relationship between medication literacy and medication adherence in these patients.Healthcare professionals should focus on enhancing medication literacy and supporting patients’inner strength to improve medication adherence. 展开更多
关键词 inner strength medication literacy medication adherence kidney transplant patients
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Local corrosion characteristics of a graphene-oxide-modified inner coating 被引量:1
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作者 LIAO Ke-xi LI Xiao-xiao +2 位作者 JIANG Yi LIU Xin JING Hong 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第11期3213-3226,共14页
Pencil hardness testing,electrochemical impedance spectroscopy,scanning electron microscopy,and scanning Kelvin probe microscopy were used to study the local corrosion characteristics of a graphene-oxide-modified inne... Pencil hardness testing,electrochemical impedance spectroscopy,scanning electron microscopy,and scanning Kelvin probe microscopy were used to study the local corrosion characteristics of a graphene-oxide-modified inner coating.The effect of chloride concentration on the corrosion of the damaged inner coating was studied.The effects of chloride ions on damaged internal coatings and graphene-oxide-modified internal coatings were investigated.It was proposed to add graphene oxide into the epoxy coating to effectively inhibit the metal corrosion at the breakage.Because of the existence of graphene oxide(GO),the modified coating had a better physical property and had the effective infiltration of H2O and Cl^- into the coating.The results showed that graphene oxide coatings can give X80 steel better corrosion resistance in sodium chloride solution. 展开更多
关键词 natural gas pipeline damaged inner coating local corrosion graphene-oxide-modified inner coating
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Effects of Molasses-Urea Supplementation on Weight Gain,Ruminal Fermentation and Major Microbe Populations of Winter-Grazing Sheep in Inner Mongolia 被引量:3
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作者 Li Chang-qing Alatengdalai +3 位作者 Xue Shu-yuan Atsushi Asano Atsushi Tajima Naoto Ishikawa 《Journal of Northeast Agricultural University(English Edition)》 CAS 2017年第1期48-53,共6页
The present experiment was conducted to determine the effects of Molasses-Urea Supplementation (MUS) on weight gain, ruminal fermentation and major microbial populations in sheep on a winter grazing regime in Inner ... The present experiment was conducted to determine the effects of Molasses-Urea Supplementation (MUS) on weight gain, ruminal fermentation and major microbial populations in sheep on a winter grazing regime in Inner Mongolia. Total 40 sheep, allowed free consumption of MUS after grazing, served as a treatment group, while 30 sheep, fed only by pasture grazing, served as a control group. Ruminal fermentation parameters, consisted of pH, Bacterial Crude Protein (BCP) and ammonia nitrogen (NH3-N) were measured. In addition, numbers of five symbiotic bacteria were investigated. The results showed as follows: the average daily weight gain, concentration of NH3-N and numbers of protozoa were significantly higher (p〈0.05) in the treatment group than those in the control group. Contrastingly, no significant difference was found in BCP concentration and pH between the two groups. At the end of the experiment, the populations of Selenomonas ruminantium, Anaerovibrio lipolytica, Fibrobacter succinogenes, Ruminococcus flaveciens and Ruminococcus albus in the treatment group were significantly higher than those of the control group (p〈0.05). These results demonstrated that greater weight gain could be induced during winter in Inner Mongolia by improved nutritional status through promotion of microbial populations using urea and sugar. 展开更多
关键词 Molasses-Urea Supplementation (MUS) weight gain ruminal bacteria grazing sheep inner Mongolia
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Influence of polymer dispersants on dispersion stability of nano-TiO_2 aqueous suspension and its application in inner wall latex paint 被引量:3
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作者 彭兵 黄毅 +3 位作者 柴立元 李国良 程明明 张晓飞 《Journal of Central South University of Technology》 EI 2007年第4期490-495,共6页
The effects of SN5040 and polyethylene glycol(PEG) individually and in combination on the dispersion stability of nano-TiO2 aqueous suspension were investigated by ultraviolet-visible absorption spectroscopy. The ad... The effects of SN5040 and polyethylene glycol(PEG) individually and in combination on the dispersion stability of nano-TiO2 aqueous suspension were investigated by ultraviolet-visible absorption spectroscopy. The adsorption mechanism of these dispersants was detected by zeta potential, isothermal absorption and FTIR analysis. It is found that SN5040 is superior for stabilizing nano-TiO2 in aqueous suspension to PEG in basic region, and the optimum mass fraction of SN5040 addition is 3%. In the case of NaCl addition, the optimum value increases with .the increase of NaCl concentration in the solution. When the mixture of SN5040 and PEG is employed, the antagonism appears preponderant. When SN5040 and PEG are added sequentially, the synergistic reaction takes place. The synergistic reaction can be attributed to the mechanism that PEG adsorption decreases the electronic repulsion between SN5040 molecules, which results in the increase of SN5040 adsorption density. PEG is adsorbed by the interaction with the pre-adsorbed SN5040 layer. Furthermore, the modified inner wall latex paint with well dispersed nano-YiO2 suspension is endowed with excellent ultraviolet absorption and antibacterial properties. 展开更多
关键词 polymer dispersant dispersion stability NANO-TIO2 inner wall latex paint PEG adsorption
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Stress characteristics of surrounding rocks for inner water exosmosis in high-pressure hydraulic tunnels 被引量:2
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作者 俞缙 李天斌 +1 位作者 张建智 蔡燕燕 《Journal of Central South University》 SCIE EI CAS 2014年第7期2970-2976,共7页
Seepage and stress redistribution are the main factors affecting the stability of surrounding rock in high-pressure hydraulic tunnels.In this work,the effects of the seepage field were firstly simplified as a seepage ... Seepage and stress redistribution are the main factors affecting the stability of surrounding rock in high-pressure hydraulic tunnels.In this work,the effects of the seepage field were firstly simplified as a seepage factor acting on the stress field,and the equilibrium equation of high pressure inner water exosmosis was established based on physical theory.Then,the plane strain theory was used to solve the problem of elasticity,and the analytic expression of surrounding rock stress was obtained.On the basis of criterion of Norway,the influences of seepage,pore water pressure and buried depth on the characteristics of the stress distribution of surrounding rocks were studied.The analyses show that the first water-filling plays a decisive role in the stability of the surrounding rock; the influence of seepage on the stress field around the tunnel is the greatest,and the change of the seepage factor is approximately consistent with the logarithm divergence.With the effects of the rock pore water pressure,the circumferential stress shows the exchange between large and small,but the radial stress does not.Increasing the buried depth can enhance the arching effect of the surrounding rock,thus improving the stability. 展开更多
关键词 high pressure hydraulic tunnel inner water exosmosis physical theory seepage factor stress redistribution plane strain theory
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Physical and Numerical Simulation for Inner Crack Healing in Metals 被引量:1
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作者 Jingtao HAN Dongbin WEI Yongjun ZHANG 《上海交通大学学报》 EI CAS CSCD 北大核心 2004年第z2期130-135,共6页
The research purpose on the healing of inner crack in metallic materials is to provide an effective approach for improving their properties and prolonging their lifetime. The crack healing process of 20MnMo steel with... The research purpose on the healing of inner crack in metallic materials is to provide an effective approach for improving their properties and prolonging their lifetime. The crack healing process of 20MnMo steel with inner pre-crack was analyzed. It was found that all inner cracks could be healed in different degree. There were very fine ferrite grains in healing region. The micro-crack healing process in single crystal of BBC-Fe was simulated by the molecule dynamics method, which showed that the critical temperature of crack healing in BBC-Fe is 673K. There were micro-voids, dislocations and twins left after crack healing. 展开更多
关键词 metal inner CRACK HEALING simulation
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Calculation on inner wall temperature in oil-gas pipe flow 被引量:1
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作者 段纪淼 王玮 +3 位作者 张宇 刘慧姝 林本卿 宫敬 《Journal of Central South University》 SCIE EI CAS 2012年第7期1932-1937,共6页
Based on the energy equation of gas-liquid flow in pipeline,the explicit temperature drop formula for gas-liquid steady state calculation was derived.This formula took into consideration the Joule-Thomson effect,impac... Based on the energy equation of gas-liquid flow in pipeline,the explicit temperature drop formula for gas-liquid steady state calculation was derived.This formula took into consideration the Joule-Thomson effect,impact of terrain undulation and heat transfer with the surroundings along the line.Elimination of temperature iteration loop and integration of the explicit temperature equation,instead of enthalpy energy equation,into the conjugated hydraulic and thermal computation have been found to improve the efficiency of algorithm.Then,the inner wall temperature of gas-liquid flow was calculated by using explicit temperature equation and inner wall convective heat transfer coefficient of mixed flow which can be obtained by liquid convective heat transfer coefficient and gas convective heat transfer coefficient on the basis of liquid holdup.The temperature results of gas-liquid flow and inner wall in the case example presented both agree well with those in professional multiphase computational software OLGA. 展开更多
关键词 oil-gas flow convective heat transfer coefficient inner wall temperature
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The Genesis of the Damiao Granodiorite in Siziwangqi and Its Constraint on the Crust Evolution of Inner Mongolia
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作者 Yongmei Zhang,Huafeng Zhang,Weiping Zhu,Wencan Liu,Zhiguang Zhou 1.China University of Geosciences(Beijing),Beijing 100083,China. 2.China Aero Geophysical Survey and Remote Sensing Center for Land and Resources,Beijing 100083,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期213-214,共2页
A large number of granitoids constitutes a giant granitic belt trending EW in the Inner Mongolia.As a representative of those intrusions,the Damiao granitoid in Siziwangqi area may serve as a natural laboratory for th... A large number of granitoids constitutes a giant granitic belt trending EW in the Inner Mongolia.As a representative of those intrusions,the Damiao granitoid in Siziwangqi area may serve as a natural laboratory for the study of genesis of granite and evolution of crust.It is mainly composed of mid-coarse grained granodiorite with abundant 展开更多
关键词 MAFIC microgranular ENCLAVE granodiorite MAGMA mixing Siziwangqi inner Mongolia
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Combined effects of serum C-reactive protein and A Body Shape Index(ABSI)on ischemic stroke incidence among Inner Mongolians in China
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作者 Guangli Wang 《中国循环杂志》 CSCD 北大核心 2018年第S01期111-111,共1页
Objective We aimed to evaluate the combined effect of high serum C-reactive protein (CRP) and high A Body Shape Index (ABSI) on ischemic stroke incidence in an Inner Mongolian population in China.Methods A prospective... Objective We aimed to evaluate the combined effect of high serum C-reactive protein (CRP) and high A Body Shape Index (ABSI) on ischemic stroke incidence in an Inner Mongolian population in China.Methods A prospective cohort study was conducted among 2,589 participants from June 2002 to July 2012 in Inner Mongolia, China. 展开更多
关键词 C-reactive protein(CRP) high A Body Shape Index(ABSI) inner MONGOLIAN population in China
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Performance evaluations on inner vs. outer decomposition first parallel join algorithms for two nested loop joins
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作者 Seo-Young NOH Heejun YOON +2 位作者 Il-Yeon YEO Yoon-su JEONG Hyungwoo PARK 《Journal of Central South University》 SCIE EI CAS 2014年第10期3873-3882,共10页
Two popular traditional join algorithms and their parallel versions are introduced. When designing join algorithms in serial computing environment, decomposing inner relation is considered as the right direction to sa... Two popular traditional join algorithms and their parallel versions are introduced. When designing join algorithms in serial computing environment, decomposing inner relation is considered as the right direction to save disk I/Os. However, two different decomposition algorithms are compared, such as inner vs. outer decomposition first algorithms for tuple-based and block-based nested loop joins, showing that the proposed approach is 20% better than general approach. Also lemmas are proved, when we have to use the outer decomposition first parallel join algorithms. 展开更多
关键词 parallel join performance inner decomposition outer decomposition
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Geological Characteristics and Its Metallogenesis of Daolundaba Copper Polymetallic Deposits,Inner Mongolia
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作者 PAN Xiao-fei1,HOU Zeng-qian1,WANG Shuo2,TONG Ying1,XUE Huai-min1,ZHOU Xi-wen1,XIE Yu-ling3(1.Institute of Geology,Chinese Academy of Geological Sciences,Beijing 100037,China 2.Inner Mongolia Geological Prospecting Limited Company,010020,China 3.University of Science and Tectonlogy Beijing,Beijing 100029,China) 《矿物学报》 CAS CSCD 北大核心 2011年第S1期86-87,共2页
1 Geology Daolundaba copper polymetallic deposit occurs in West Ujimqin Banner,the Xilin Gol League of Inner Mongolia,along the west side of South part of Daxinganling ore belt,whose tectonic position just lies at the... 1 Geology Daolundaba copper polymetallic deposit occurs in West Ujimqin Banner,the Xilin Gol League of Inner Mongolia,along the west side of South part of Daxinganling ore belt,whose tectonic position just lies at the junction of Siberian Block in the south part,North China Block in the north and Songliao block in the east.The Daolundaba copper polymetallic deposit is hosted by the Lower Proterozoic Baoyintu group of biotite-plagioclase gneiss(Pt1by),upper Permian Linxi formation of sandy slate(P2l),and the Hercynian Qianjinchang pluton of biotite granite. 展开更多
关键词 In Geological Characteristics and Its Metallogenesis of Daolundaba Copper Polymetallic Deposits inner Mongolia PB
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Histological study on the embryonic and postnatal development of the inner ear of the mouse
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作者 ZHAO Yulin DONG Minsheng DONG Mingmin 《河南医科大学学报》 2000年第6期496-497,共2页
关键词 inner ear embryonic development HISTOLOGY MOUSE hair cells
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面向复杂背景下烟雾火焰检测的改进YOLOv8s算法 被引量:2
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作者 马耀名 张鹏飞 谭福生 《计算机工程与应用》 北大核心 2025年第3期121-130,共10页
针对复杂背景下烟雾火焰目标与背景混淆,导致烟雾火焰检测精度低等问题,提出一种面向复杂背景下烟雾火焰检测的YOLOv8s改进模型。特征通道之间具有高度相似性,为了有效利用跨不同通道间的冗余,提高模型对烟雾火焰目标和背景的区分,设计... 针对复杂背景下烟雾火焰目标与背景混淆,导致烟雾火焰检测精度低等问题,提出一种面向复杂背景下烟雾火焰检测的YOLOv8s改进模型。特征通道之间具有高度相似性,为了有效利用跨不同通道间的冗余,提高模型对烟雾火焰目标和背景的区分,设计了C2fFR(C2f with partial rep conv)轻量级特征提取模块。设计了MCFM(multi-scale context fusion module)多尺度上下文融合模块,来捕捉并利用上下文信息,增强特征的表示。使用Inner-SIoU损失函数,解决边界框不匹配的问题,提高模型对高IoU样本的回归能力。实验结果表明,改进后的YOLOv8s烟雾火焰检测模型相比于基线模型YOLOv8s,mAP@50提升了4.6个百分点,mAP@50:95提升了2.3个百分点,模型参数量降低了18.9%,计算量降低了8.1%,FPS为93帧/s,与其他主流检测算法相比也具有较好的检测性能。 展开更多
关键词 YOLOv8s C2fFR 多尺度上下文融合 inner-SIoU
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面向复杂场景的改进YOLOv8军事目标识别算法
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作者 程国建 沈守婷 白俊卿 《火力与指挥控制》 北大核心 2025年第8期47-55,共9页
为解决复杂战场环境下军事目标识别漏检、误检率高,精度低等问题,提出一种改进YOLOv8的LBI-YOLO军事目标识别算法。该算法引入大核选择性注意力机制以增强主干网络的特征提取能力,使模型能更好地关注重要区域;再采用BiFPN进行多尺度特... 为解决复杂战场环境下军事目标识别漏检、误检率高,精度低等问题,提出一种改进YOLOv8的LBI-YOLO军事目标识别算法。该算法引入大核选择性注意力机制以增强主干网络的特征提取能力,使模型能更好地关注重要区域;再采用BiFPN进行多尺度特征融合及用Inner-IoU损失替代传统IoU,加速模型收敛并提高识别精度。实验结果表明,改进后的算法在自建军事目标数据集下识别的mAP值提升了5.3%,FPS提升7.4%。 展开更多
关键词 YOLOv8 大核选择性注意力机制 BiFPN LBI-YOLO inner-IoU
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基于YOLOv8改进的车机交互手势识别算法
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作者 王大虎 侯伟华 +1 位作者 张艳伟 张新科 《印刷与数字媒体技术研究》 北大核心 2025年第4期210-220,共11页
为了提升车机手势交互场景中手势识别的精度,解决检测算法模型参数量大、检测速度慢的问题,本研究提出一种基于YOLOv8改进的轻量化车机交互手势识别模型。首先,使用Slim-neck模块改进YOLOv8模型的颈部网络,减少计算量的同时提高模型的... 为了提升车机手势交互场景中手势识别的精度,解决检测算法模型参数量大、检测速度慢的问题,本研究提出一种基于YOLOv8改进的轻量化车机交互手势识别模型。首先,使用Slim-neck模块改进YOLOv8模型的颈部网络,减少计算量的同时提高模型的特征表达能力。其次,引入共享卷积层的概念来改进检测头,实现检测头的轻量化设计,提高检测速度。同时,还增加CBAM(Convolutional Block Attention Module)注意力机制模块,提高模型对手势特征的感知能力和判别性;引入基于Inner-IoU的Inner-CIoU损失函数加速边界框回归,解决CIoU存在的泛化性弱和收敛速度慢的问题。最后,与常用的YOLO模型进行对比,以验证模型的优越性。实验结果表明,本研究提出的算法在自制数据集上优于其他模型,检测精确率为99.2%,推理速度达到了7ms,满足高精度和实时检测的设计需求。 展开更多
关键词 YOLOv8 轻量化 手势识别 Slim-neck CBAM inner-CIoU
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改进YOLOv8模型实现多类型肺结节检测 被引量:2
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作者 包强强 唐思源 +7 位作者 李擎乾 王乃钰 杨敏 谷宇 赵金亮 高婧博 王嘉欣 曲禹涵 《计算机科学与探索》 北大核心 2025年第2期429-442,共14页
目前,肺结节检测通常是对实性肺结节的单一型检测,不同类型肺结节对应多种肺癌类型,多类型检测有助于提高肺癌的整体检出率,提升治愈率。为实现对实性、混合型、磨玻璃型多类型肺结节检测,对YOLOv8模型进行针对性改进。提出RepViTCAA模... 目前,肺结节检测通常是对实性肺结节的单一型检测,不同类型肺结节对应多种肺癌类型,多类型检测有助于提高肺癌的整体检出率,提升治愈率。为实现对实性、混合型、磨玻璃型多类型肺结节检测,对YOLOv8模型进行针对性改进。提出RepViTCAA模块对主干部分的C2f模块进行改进,提升微小肺结节检测精度并对模型进行轻量化设计。提出ECLA-HSFPN模块,重建模型特征融合部分,提升尺度不固定肺结节检测精度。将KAN网络融入模型当中,基于KAN网络非线性特征学习能力强的特性,进一步提升微小肺结节检测精度,增强模型泛化能力。基于Inner-IoU辅助框思想,对CIoU损失函数进行改进,进一步解决肺结节尺度不固定问题,提升模型检测精度。在LUNA16数据集中进行测试,改进模型相比原模型及YOLOv9、RT-DETR等主流模型各项评价指标均有提升。在4种类型(实性、磨玻璃型、混合型、微小型)肺结节的专项数据集中测试,改进模型检测效果优于原模型。在LUNA16与本地医院的混合数据集中进行泛化性测试,改进模型具有较强的泛化能力。针对多类型肺结节检测任务,模型的改进较为有效,可以准确检测不同类型的肺结节。 展开更多
关键词 多类型肺结节检测 YOLOv8 RepViTCAA ECLA-HSFPN KAN inner-IoU
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基于深度学习的工业轴承缺陷检测算法研究 被引量:1
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作者 张彪 荀荣科 许家忠 《仪器仪表学报》 北大核心 2025年第4期136-149,共14页
针对现有轴承缺陷检测算法准确率低、存在误检以及漏检现象严重的问题,为解决这些问题,提出了一种基于YOLOv8n的轴承缺陷检测算法(LASW-YOLOv8)。该算法在YOLOv8n的基础上,引入了轻量化且高效的LiteShiftHead检测头,结合SPConv、REG和CL... 针对现有轴承缺陷检测算法准确率低、存在误检以及漏检现象严重的问题,为解决这些问题,提出了一种基于YOLOv8n的轴承缺陷检测算法(LASW-YOLOv8)。该算法在YOLOv8n的基础上,引入了轻量化且高效的LiteShiftHead检测头,结合SPConv、REG和CLS模块,提升了特征提取、目标框回归和类别分类的效率与准确性。此外,算法还引入了自适应旋转卷积核模块(ARConv),增强了对多方向缺陷的检测能力;颈部网络优化模块(SAF)进一步提升了特征提取效率;同时采用Inner-WIoU损失函数,通过优化边界框定位精度并增强对小目标及复杂形状缺陷的检测能力。实验结果表明,LASW-YOLOv8算法在多个性能指标上优于其他主流算法。该算法的准确率和召回率分别提升至97.2%和96.6%,相较于YOLOv8n分别提高了3.4%和4.5%。同时,mAP0.5和mAP0.5:0.95分别达到了98.9%和73.3%,并且在运行速度上实现了83 fps。这些结果充分证明了所提改进算法的有效性,不仅能有效减少误检和漏检现象,还满足了工业检测对高准确率和实时性的要求。此外,在东北大学公共数据集(NEU-DET)的实验中,LASW-YOLOv8算法在准确率、召回率、mAP0.5和mAP0.5:0.95这4个关键指标上均表现最佳,分别为79.3%、79.9%、84.1%和49.1%,优于其他主流算法。这一表现证明了LASW-YOLOv8算法具有出色的泛化能力和鲁棒性。 展开更多
关键词 轴承缺陷检测 LASW-YOLOv8 LiteShiftHead ARConv inner-WIoU损失函数
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内蒙古不同草地类型植物群落地上净初级生产力的影响因素 被引量:1
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作者 张峰 李邵宇 +5 位作者 杨立山 王文琼 郑佳华 乔荠瑢 张彬 赵萌莉 《草地学报》 北大核心 2025年第3期902-909,共8页
本研究以草甸、典型及荒漠草原为研究对象,分析了不同草地类型下物种多样性与群落地上净初级生产力的变化及二者间的关系,以及与年均降水量、年均温、土壤pH值与含水量等因子间的关系。结果表明:草甸草原的物种丰富度与群落生产力显著... 本研究以草甸、典型及荒漠草原为研究对象,分析了不同草地类型下物种多样性与群落地上净初级生产力的变化及二者间的关系,以及与年均降水量、年均温、土壤pH值与含水量等因子间的关系。结果表明:草甸草原的物种丰富度与群落生产力显著高于典型草原与荒漠草原(P<0.05)。土壤容重、pH值分别为草甸草原<典型草原<荒漠草原;土壤含水量、有机碳含量分别为草甸草原>典型草原>荒漠草原;草甸草原与典型草原的土壤速效磷含量显著高于荒漠草原(P<0.05)。此外,群落生产力与物种丰富度间存在极显著的正相关(P<0.01),与年均降水量、土壤含水量、有机碳及速效磷含量呈极显著正相关(P<0.01),与年均温、土壤容重、pH值呈极显著负相关(P<0.01)。因此,群落生产力的主要驱动因子为土壤有机碳、含水量及年均降水量,年均温次之,为退化草地恢复提供了理论依据。 展开更多
关键词 内蒙古草原 物种多样性 生产力 生物与非生物因子
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改进YOLOv8的焊缝表面缺陷检测算法 被引量:4
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作者 张润梅 潘晨飞 +2 位作者 陈梓华 陈中 袁彬 《光电工程》 北大核心 2025年第3期111-123,共13页
针对复杂背景下焊接缺陷特征不明显、背景信息复杂,导致传统缺陷检测算法在实际应用中精度不佳,特征丢失等问题,本文提出一种改进自YOLOv8的焊缝表面缺陷检测算法(GD-YOLO)。模型首先引进特征提取模块与卷积模块融合,增强模型信息的提... 针对复杂背景下焊接缺陷特征不明显、背景信息复杂,导致传统缺陷检测算法在实际应用中精度不佳,特征丢失等问题,本文提出一种改进自YOLOv8的焊缝表面缺陷检测算法(GD-YOLO)。模型首先引进特征提取模块与卷积模块融合,增强模型信息的提取能力;然后在颈部网络中嵌入Slim-Neck结构并在特征融合阶段引用上采样算子CAFARE,辅助增强模型性能;其次,改进注意力机制模块,使之在不显著增加计算负担的情况下,优化整体性能;最后,改用损失函数Inner-SIoU,解决边界框不匹配的问题。实验结果表明,本文模型mAP0.5检测指标比基线模型高7.8%,参数量和计算量分别减少了0.12M、0.7G。 展开更多
关键词 深度学习 缺陷检测 YOLOv8 inner-SIoU
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