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《交通运输系统工程与信息》 EI CSCD 2011年第6期216-221,共6页
关键词 JUN PAGE PING LI Author Index Page number refers to the first page of paper
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《交通运输系统工程与信息》 EI CSCD 2009年第6期173-180,共8页
关键词 PAGE SIMULATION Subject Index Page number refers tothe first page of paper 交通运输系统工程
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Author Index Page number refers tothe first page of paper
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《交通运输系统工程与信息》 EI CSCD 2009年第6期181-186,共6页
关键词 交通运输系统工程 PAGE PING Author Index Page number refers tothe first page of paper
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《交通运输系统工程与信息》 EI CSCD 2011年第6期206-215,共10页
关键词 PAGE Subject Index Page number refers to the first page of paper MODE
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Journal of Transportation Systems Engineering and Information Technology Subject Index Page number refers tothe first page of paper
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《交通运输系统工程与信息》 EI CSCD 2006年第6期174-181,共8页
关键词 PAGE Journal of Transportation Systems Engineering and Information Technology Subject Index Page number refers tothe first page of paper MODE
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Journal of Transportation Systems Engineering and Information Technology Author Index Page number refers tothe first page of paper
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《交通运输系统工程与信息》 EI CSCD 2006年第6期182-186,共5页
关键词 PING PAGE Journal of Transportation Systems Engineering and Information Technology Author Index Page number refers tothe first page of paper
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Systematic evaluation of reference gene stability across tissues and sexes in cuttlefish(Sepiella japonica)
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作者 LI Shuang GU Min +5 位作者 YE Xiaowen YE Bin LIU Siyu YU Jia ZHOU Xu CHI Changfeng 《水产学报》 北大核心 2026年第2期26-49,共24页
Quantitative real-time PCR(qPCR)is widely used for gene expression analysis,but its accuracy critically depends on stable internal reference genes for normalization.In marine invertebrates,especially non-model taxa su... Quantitative real-time PCR(qPCR)is widely used for gene expression analysis,but its accuracy critically depends on stable internal reference genes for normalization.In marine invertebrates,especially non-model taxa such as cephalopods,systematic evaluation of reference genes is limited,leading to potential bias.The cuttlefish Sepiella japonica is ecologically and economically important in China,yet previous molecular studies have often relied on single unvalidated reference genes,which may compromise data reliability.This study aimed to systematically evaluate the stability of five commonly used reference genes(18S,ef-1α,ef-1γ,gapdh,andβ-actin)across multiple tissues and sexes of S.japonica,and to identify the most suitable reference genes and optimal number for qPCR normalization.Fifteen to sixteen tissue types were collected from ten healthy adults(five males and five females).Total RNA was extracted,reverse-transcribed,and analyzed by qPCR.Gene stability was assessed using four algorithms(geNorm,NormFinder,BestKeeper,andΔCt)integrated with RefFinder,and the optimal gene number was determined using geNorm pairwise variation(V_(n/n+1)<0.15).Four transcriptome-derived genes(creld2,cd109,acy1,and miox)were used for validation.The C_(t)values of the five genes ranged from 15.47 to 20.83.β-actin and gapdh showed pronounced variability in expression stability among tissues and sexes,indicating their limited suitability for normalization.18S exhibited the highest expression(mean C_(t):15.47-16.29)and lowest variability but displayed sex-biased expression,whereas ef-1αand ef-1γremained consistently stable across most tissues in both sexes,with ef-1αbeing the most robust and showing no sex-related bias.Although specific rankings varied among tissues and sexes,the comprehensive results indicated that ef-1αand ef-1γpossessed the highest overall stability,followed by 18S,whileβ-actin and gapdh were the least stable.The final comprehensive rankings were ef-1γ>ef-1α>18S>gapdh>β-actin(male)and ef-1α>ef-1γ>18S>gapdh>β-actin(female).geNorm analysis(V2/3<0.15)indicated that two genes,mainly ef-1αand ef-1γ,were generally sufficient for reliable normalization in most tissues.Validation confirmed that normalization using the stable ef-1αand ef-1γaccurately reflected the expression differences among tissues,whereasβ-actin and gapdh can bias or confound statistical analyses.ef-1αand ef-1γare identified as the most reliable reference gene combination for qPCR analysis in S.japonica,while 18S can serve as an auxiliary gene for within-sex comparisons.The use ofβ-actin or gapdh alone is not recommended.This study establishes a systematic framework for selecting reliable reference genes in S.japonica,thereby facilitating robust qPCR normalization and providing a foundation for future gene expression research in S.japonica and other cephalopods. 展开更多
关键词 Sepiella japonica reference genes qPCR expression stability RefFinder
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Increasing the Response Speed Without Redesigning the System:A Reference Input Scheduling Approach
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作者 Zongli Lin 《IEEE/CAA Journal of Automatica Sinica》 2026年第1期1-2,共2页
WE observe that the response speed of a linear timeinvariant system to a step reference input depends not only on the system parameters but also on the magnitude of the step input.Based on this observation,we demonstr... WE observe that the response speed of a linear timeinvariant system to a step reference input depends not only on the system parameters but also on the magnitude of the step input.Based on this observation,we demonstrate a method to schedule the magnitude of the reference input to achieve a faster response. 展开更多
关键词 schedule magnitude reference input reference input scheduling linear timeinvariant system response speed linear time invariant system step input system parameters step reference input
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Paths to Modernization
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作者 XIA YUANYUAN 《China Today》 2026年第1期42-44,共3页
Discussions on Chinese modernization are offering African countries both conceptual inspiration and practical references as they explore their own sustainable development paths.
关键词 chinese modernization conceptual inspiration sustainable development PATHS practical references MODERNIZATION sustainable development paths African countries
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MEMS gyroscope technology in defence systems:An application-oriented perspective with new analytical results
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作者 Behzad Ahi 《Defence Technology(防务技术)》 2026年第1期389-406,共18页
Microelectromechanical systems(MEMS)technology has gained significant attention over the past decade for measuring inertial angular velocity.However,due to inherent complexity,MEMS gyroscopes typically feature up to t... Microelectromechanical systems(MEMS)technology has gained significant attention over the past decade for measuring inertial angular velocity.However,due to inherent complexity,MEMS gyroscopes typically feature up to ten times more parameters than traditional sensors,making selection a challenging task even for experts.This study addresses this challenge,focusing on defensive guidance,navigation,and control(GNC)systems where precise and reliable angular velocity measurement is critical to overall performance.A comprehensive mathematical model is introduced to encapsulate all key MEMS parameters,accompanied by discussions on calibration and Allan variance interpretation.For six leading MEMS gyroscope applications,namely inertial navigation,integrated navigation,autopilot systems,rotating projectiles,homing guidance,and north finding,the most critical parameters are identified,distinguishing suitable and unsuitable sensor choices.Special emphasis is placed on inertial navigation systems,where practical rules of thumb for error evaluation are derived using six degrees of freedom motion equations.Rigorous simulations demonstrate the influence of various sensor parameters through real-world case studies,including static navigation,multi-rotor attitude estimation,gimbal stabilization,and north finding via a turntable.This work aims to be a beacon for practitioners across diverse fields,empowering them to make more informed design decisions. 展开更多
关键词 Micro-electromechanical system Inertial measurement unit Calibration Sensor fusion GUIDANCE Precision navigation Active disturbance rejection control Attitude and heading reference system
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Time-specific study on the efficacy of stems and leaves of Arachis hypogaea L.targeting glycine/serine metabolism for insomnia treatment
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作者 Yin Wang Yuling Huang +5 位作者 Guohua Wang Ting Jiang Shuwen Geng Hongzhan Xu Tingting Zhou Wenjing Zhang 《Journal of Pharmaceutical Analysis》 2025年第11期2760-2763,共4页
In nature,certain plants exhibit“sleep”behaviors,such as leaves opening during the day and closing at night[1],which is synchronized with the human circadian rhythm.Traditional Chinese medicine(TCM)describes this ph... In nature,certain plants exhibit“sleep”behaviors,such as leaves opening during the day and closing at night[1],which is synchronized with the human circadian rhythm.Traditional Chinese medicine(TCM)describes this phenomenon as the plant's“diurnal opening and nocturnal closing”trait.Peanut stems and leaves(PSL)refers to the stems and leaves of the leguminous plant Arachis hypogaea L.,which displays this characteristic.PSL has been used as a traditional herbal medicine in TCM for treating insomnia,it was recommended by the Chinese Sleep Research Society's Insomnia Diagnosis and Treatment Guidelines as a recommended monotherapy for treating insomnia in primary healthcare institutions in 2024[2].Based on this,our research group developed a TCM formulation from PSL,named Luo Hua An Shen Oral Liquid(LAOL),which has been clinically applied for over 40 years to treat insomnia.Numerous clinical studies have shown that taking PSL before bedtime promotes sleep[3],while daytime administration enhances daytime functioning.Moreover,our findings demonstrate that the therapeutic efficacy of PSL is independent of administration dosage,administration frequency,and moderate-to-vigorous intensity physical activity. 展开更多
关键词 Arachis hypogaea L insomnia treatment stems leaves psl refers stems leaves treating insomniait glycine serine metabolism arachis hypogaea leguminous plant
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Novel regulatory mechanisms of plant root architecture: roles of hydrogen sulfide and phytohormones
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作者 Ji-Sheng Li 《Life Research》 2025年第2期34-35,共2页
Overview of root system architecture.The plant root system is a highly dynamic and multifunctional organ system composed of primary roots,lateral roots,adventitious roots,and root hairs.Based on topological morphology... Overview of root system architecture.The plant root system is a highly dynamic and multifunctional organ system composed of primary roots,lateral roots,adventitious roots,and root hairs.Based on topological morphology,root systems can be classified as taproot systems or fibrous root systems.Root system architecture(RSA)refers to the spatial distribution and extension patterns of roots within soil,encompassing characteristics such as root length,branching angle,density,and spatial arrangement.RSA not only determines the plant’s capacity to acquire water and nutrients but also influences other root functions,playing a decisive role in overall plant health. 展开更多
关键词 organ system root system architecture fibrous root systemsroot system architecture rsa refers taproot systems novel regulatory mechanisms PHYTOHORMONES root system hydrogen sulfide
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基于UVM的PCIe交换芯片Switch子系统验证平台的设计 被引量:1
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作者 郑锐 沈剑良 +2 位作者 刘冬培 李智超 曹睿 《计算机应用研究》 北大核心 2025年第5期1480-1489,共10页
PCIe是一种高速串行计算机扩展总线标准,据此设计的PCIe交换芯片可将CPU提供的PCIe通道扩展出更多的PCIe接口。然而,随着PCIe交换芯片设计复杂度和验证向量剧增,传统基于Verilog搭建的验证平台难以实现对逻辑复杂的Switch子系统高效地验... PCIe是一种高速串行计算机扩展总线标准,据此设计的PCIe交换芯片可将CPU提供的PCIe通道扩展出更多的PCIe接口。然而,随着PCIe交换芯片设计复杂度和验证向量剧增,传统基于Verilog搭建的验证平台难以实现对逻辑复杂的Switch子系统高效地验证,且缺乏功能覆盖率模型。为解决上述问题,采用UVM通用验证方法学,搭建了针对PCIe交换芯片中Switch子系统的验证平台,采用层次划分设计,支持覆盖率驱动,且较于一般UVM验证平台作出效率优化。具体而言,首先,对平台组件Reference Model建立通信对象和通信方式进行优化设计;其次,对平台组件ScoreBoard的比对方式和接收报文端口进行改进;最后,依据PCIe协议及交换芯片特点,对功能点进行梳理分类后针对性地设计了测试用例,对Switch子系统进行全面验证。经信号波形及覆盖率数据的分析表明,改进后的验证平台在没有人为过滤的情况下实现了96.8%的代码覆盖率和100%的功能覆盖率,仿真时间平均减少了约10%。该平台显著提升了验证效率,高效地支撑了PCIe交换芯片的验证工作,为相关UVM验证平台的搭建提供了参考。 展开更多
关键词 PCIe交换芯片 Switch子系统 UVM验证平台 reference model ScoreBoard 覆盖率
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Accurate quantification of the algebraic,multiplicative algebraic,and simultaneous iterative reconstruction techniques in ionosphere rebuilding based on the TIEGCM assessment 被引量:1
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作者 Ao Qi HaiBing Ruan 《Earth and Planetary Physics》 EI CAS 2025年第1期117-126,共10页
The algebraic reconstruction technique(ART),multiplicative algebraic reconstruction technique(MART),and simultaneous iterative reconstruction technique(SIRT)are computational methodologies extensively utilized within ... The algebraic reconstruction technique(ART),multiplicative algebraic reconstruction technique(MART),and simultaneous iterative reconstruction technique(SIRT)are computational methodologies extensively utilized within the field of computerized ionospheric tomography(CIT)to facilitate three-dimensional reconstruction of the ionospheric morphology.However,reconstruction accuracy elicits recurrent disputes over its practical application,and people usually attribute this issue to incomplete and uneven coverage of the measurements.The Thermosphere Ionosphere Electrodynamics General Circulation Model(TIEGCM)offers a reasonable physics-based ionospheric background and is widely utilized in ionospheric research.We use the TIEGCM simulations as the targeted ionosphere because the current measurements are far from able to realistically reproduce the ionosphere in detail.Optimized designations of satellite measurements are conducted to investigate the limiting performance of CIT methods in ionospheric reconstruction.Similar to common practice,electron density distributions from outputs of the International Reference Ionosphere(IRI)model are used as the iterative initial value in CIT applications.The outcomes suggest that despite data coverage,iterative initial conditions also play an essential role in ionospheric reconstruction.In particular,in the longitudinal sectors where the iterative initial height of the F2-layer peak electron density(hmF2)differs substantially from the background densities,none of the three CIT methods can reproduce the exact background profile.When hmF2 is close but the ionospheric F2-layer peak density(NmF2)is different between the targeted background and initial conditions,the MART performs better than the ART and SIRT,as evidenced by the correlation coefficients of MART being above 0.97 and those of ART and SIRT being below 0.85.In summary,this investigation reveals the potential uncertainties in traditional CIT reconstruction,particularly when realistic hmF2 or NmF2 values differ substantially from the initial CIT conditions. 展开更多
关键词 computerized ionospheric tomography International Reference Ionosphere model Thermosphere Ionosphere Electrodynamics General Circulation model IONOSPHERE
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Leveraging ROTI map derived from Indonesian GNSS receiver network for advancing study of Equatorial Plasma Bubble in Southeast/East Asia 被引量:1
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作者 Prayitno Abadi Ihsan N.Muafiry +8 位作者 Teguh N.Pratama Angga Y.Putra Suraina Gatot H.Pramono Sidik T.Wibowo Febrylian F.Chabibi Umar A.Ahmad Wildan P.Tresna Asnawi 《Earth and Planetary Physics》 EI CAS 2025年第1期101-116,共16页
This paper highlights the crucial role of Indonesia’s GNSS receiver network in advancing Equatorial Plasma Bubble(EPB)studies in Southeast and East Asia,as ionospheric irregularities within EPB can disrupt GNSS signa... This paper highlights the crucial role of Indonesia’s GNSS receiver network in advancing Equatorial Plasma Bubble(EPB)studies in Southeast and East Asia,as ionospheric irregularities within EPB can disrupt GNSS signals and degrade positioning accuracy.Managed by the Indonesian Geospatial Information Agency(BIG),the Indonesia Continuously Operating Reference Station(Ina-CORS)network comprises over 300 GNSS receivers spanning equatorial to southern low-latitude regions.Ina-CORS is uniquely situated to monitor EPB generation,zonal drift,and dissipation across Southeast Asia.We provide a practical tool for EPB research,by sharing two-dimensional rate of Total Electron Content(TEC)change index(ROTI)derived from this network.We generate ROTI maps with a 10-minute resolution,and samples from May 2024 are publicly available for further scientific research.Two preliminary findings from the ROTI maps of Ina-CORS are noteworthy.First,the Ina-CORS ROTI maps reveal that the irregularities within a broader EPB structure persist longer,increasing the potential for these irregularities to migrate farther eastward.Second,we demonstrate that combined ROTI maps from Ina-CORS and GNSS receivers in East Asia and Australia can be used to monitor the development of ionospheric irregularities in Southeast and East Asia.We have demonstrated the combined ROTI maps to capture the development of ionospheric irregularities in the Southeast/East Asian sector during the G5 Geomagnetic Storm on May 11,2024.We observed simultaneous ionospheric irregularities in Japan and Australia,respectively propagating northwestward and southwestward,before midnight,whereas Southeast Asia’s equatorial and low-latitude regions exhibited irregularities post-midnight.By sharing ROTI maps from Indonesia and integrating them with regional GNSS networks,researchers can conduct comprehensive EPB studies,enhancing the understanding of EPB behavior across Southeast and East Asia and contributing significantly to ionospheric research. 展开更多
关键词 Equatorial Plasma Bubble(EPB) GNSS receivers’network Indonesia Continuously Operating Reference Station(Ina-CORS) ionospheric map Rate of TEC change index(ROTI)map
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Systematic identification and validation of the reference genes from 447 transcriptome datasets of moso bamboo(Phyllostachys edulis) 被引量:1
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作者 Yan Liu Chenglei Zhu +4 位作者 Zeming Lin Hui Li Xiaolin Di Xianghua Yue Zhimin Gao 《Horticultural Plant Journal》 2025年第3期1353-1363,共11页
Bamboo was one of the first plants to be cultivated in China and is widely used in industry and daily life.The study of gene function has become an important part of bamboo breeding,whereas quantitative real-time PCR(... Bamboo was one of the first plants to be cultivated in China and is widely used in industry and daily life.The study of gene function has become an important part of bamboo breeding,whereas quantitative real-time PCR(qRT-PCR)is a powerful tool for gene expression analysis.The accuracy of qRT-PCR results largely depends on suitable reference genes.In this study,a transcriptome-wide identification of reference genes was conducted based on 447 transcriptome datasets,comprising 200 tissue samples,107 treated samples,and 140 samples from various moso bamboo(Phyllostachys edulis)forms.A total of 3444,1013,and 3962 stably expressed genes were identified from these three groups,respectively.Functional enrichment analysis revealed significant enrichment of these genes in pathways,including the spliceosome,proteasome,and oxidative phosphorylation.Eight candidate genes(ADPRE,GAPDH,TRX,TUBA,NRP,MBF,UNK,and CAM1),were selected for qRT-PCR validation using 112 samples.To assess their stability,five statistical methods(geNorm,NormFinder,BestKeeper,Delta-Ct,and RefFinder)were employed.The most suitable reference genes were ADPRE and GAPDH for different tissues,GAPDH and CAM1 for different treatments,and GAPDH and TRX for various moso bamboo forms.Overall,ADPRE and GAPDH were the most stable reference genes across all conditions,while TUBA and TRX were the least stable reference genes.In addition,a significant negative correlation was found between the Ct values of RT-qPCR and the log2TPM values from the transcriptome data(Ct=-1.534x+37.221),providing a potential method for estimating gene expression levels.The identified reference genes,particularly ADPRE and GAPDH,provide a robust set of references for gene expression studies in moso bamboo. 展开更多
关键词 Phyllostachys edulis Reference gene QRT-PCR TRANSCRIPTOME
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A 2.69 ppm/℃ bandgap reference with 42 ppm/V line sensitivity for battery management system 被引量:1
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作者 Jing Wang Feixiang Zhang +2 位作者 Zhiyuan He Hui Zhang Lin Cheng 《Journal of Semiconductors》 2025年第6期31-42,共12页
This paper introduces a high-precision bandgap reference(BGR)designed for battery management systems(BMS),fea-turing an ultra-low temperature coefficient(TC)and line sensitivity(LS).The BGR employs a current-mode sche... This paper introduces a high-precision bandgap reference(BGR)designed for battery management systems(BMS),fea-turing an ultra-low temperature coefficient(TC)and line sensitivity(LS).The BGR employs a current-mode scheme with chopped op-amps and internal clock generators to eliminate op-amp offset.A low dropout regulator(LDO)and a pre-regula-tor enhance output driving and LS,respectively.Curvature compensation enhances the TC by addressing higher-order nonlinear-ity.These approaches,effective near room temperature,employs trimming at both 20 and 60°C.When combined with fixed cur-vature correction currents,it achieves an ultra-low TC for each chip.Implemented in a CMOS 180 nm process,the BGR occu-pies 0.548 mm²and operates at 2.5 V with 84μA current draw from a 5 V supply.An average TC of 2.69 ppm/℃ with two-point trimming and 0.81 ppm/℃ with multi-point trimming are achieved over the temperature range of-40 to 125℃.It accommo-dates a load current of 1 mA and an LS of 42 ppm/V,making it suitable for precise BMS applications. 展开更多
关键词 bandgap reference high precision low temperature coefficient small line sensitivity battery management system BMS
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Advancements in incremental nonlinear dynamic inversion and its components:A survey on INDI-PartⅡ 被引量:1
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作者 Agnes STEINERT Stefan RAAB +2 位作者 Simon HAFNER Florian HOLZAPFEL Haichao HONG 《Chinese Journal of Aeronautics》 2025年第11期286-314,共29页
Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based c... Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based controller.This paper,the second part of a two-part series of surveys on INDI,aims to summarize the modern trends in INDI and its related components.Besides a comprehensive components specification,it addresses their most common challenges,compares different variants,and discusses proposed advances.Further important aspects of INDI are gain design,stability,and robustness.This paper also provides an overview of research conducted concerning these aspects.This paper is written in a tutorial style to familiarize researchers with the essential specifics and pitfalls of INDI and its components.At the same time,it can also serve as a reference for readers already familiar with INDI. 展开更多
关键词 Flight control Feedback linearization Dynamic inversion Incremental Nonlinear Dynamic Inversion(INDI) Reference model Control allocation Stability and robustness
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Age-and gender-specific dynamics and next-generation reference intervals for pepsinogen in northern China
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作者 Miao-Miao Zhang Dong Zhu +1 位作者 Hai-Bin Zhao Xiu-Ying Zhao 《World Journal of Gastroenterology》 2025年第31期63-74,共12页
BACKGROUND Pepsinogen(PG)and the PG I/II ratio(PGR)are critical indicators for diagnosing Helicobacter pylori infection and chronic atrophic gastritis,and assessing gastric cancer risk.Existing reference intervals(RIs... BACKGROUND Pepsinogen(PG)and the PG I/II ratio(PGR)are critical indicators for diagnosing Helicobacter pylori infection and chronic atrophic gastritis,and assessing gastric cancer risk.Existing reference intervals(RIs)often overlook age,sex,and demographic variations.Partitioned RIs,while considering these factors,fail to capture the gradual age-related physiological changes.Next-generation RIs offer a solution to this limitation.AIM To investigate age-and sex-specific dynamics of PG and establish next-generation RIs for adults and the elderly in northern China.METHODS After screening,708 healthy individuals were included in this observational study.Serum PG was measured using chemiluminescence immunoassay.Age-and sex-related effects on PG were analyzed with a two-way analysis of variance.RI partitioning was determined by the standard deviation ratio(SDR).Traditional RIs were established using a non-parametric approach.Generalized Additive Models for Location,Scale,and Shape(GAMLSS)modeled age-related trends and continuous reference percentiles for PG I and PG II.Reference limit flagging rates for both RI types were compared.RESULTS PG I and PG II levels were influenced by age(P<0.001)and sex(P<0.001),while PGR remained stable.Age-specific RIs were required for PG I(SDR=0.366)and PG II(SDR=0.424).Partitioned RIs were established for PG I and PG II,with a single RI for PGR.GAMLSS modeling revealed distinct age-dependent trajectories:PG I increased from a median of 39.75μg/L at age 20 years to 49.75μg/L at age 60 years,a 25.16%increase,after which it plateaued through age 80 years.In contrast,PG II showed a continuous rise throughout the age range,with the median value increasing from 5.07μg/L at age 20 years to 8.36μg/L at age 80 years,corresponding to a 64.89%increase.Continuous reference percentiles intuitively reflected these trends and were detailed in this study.Next-generation RIs demonstrated superior accuracy compared to partitioned RIs when applied to specific age subgroups.CONCLUSION This study elucidates the age-and sex-specific dynamics of PG and,to our knowledge,is the first to establish next-generation RIs for PG,supporting more individualized interpretation in laboratory medicine. 展开更多
关键词 PEPSINOGEN Reference intervals Next-generation reference intervals Age dynamics Gastric biomarkers Personalized medicine
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TMRE:Novel Algorithm for Computing Daily Reference Evapotranspiration Using Transformer-Based Models
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作者 Bushra Tayyaba Muhammad Usman Ghani Khan +2 位作者 Talha Waheed Shaha Al-Otaibi Tanzila Saba 《Computers, Materials & Continua》 2025年第5期2851-2864,共14页
Reference Evapotranspiration(ETo)iswidely used to assess totalwater loss between land and atmosphere due to its importance in maintaining the atmospheric water balance,especially in agricultural and environmental mana... Reference Evapotranspiration(ETo)iswidely used to assess totalwater loss between land and atmosphere due to its importance in maintaining the atmospheric water balance,especially in agricultural and environmental management.Accurate estimation of ETo is challenging due to its dependency onmultiple climatic variables,including temperature,humidity,and solar radiation,making it a complexmultivariate time-series problem.Traditional machine learning and deep learning models have been applied to forecast ETo,achieving moderate success.However,the introduction of transformer-based architectures in time-series forecasting has opened new possibilities formore precise ETo predictions.In this study,a novel algorithm for ETo forecasting is proposed,focusing on four transformer-based models:Vanilla Transformer,Informer,Autoformer,and FEDformer(Frequency Enhanced Decomposed Transformer),applied to an ETo dataset from the Andalusian region.The novelty of the proposed algorithm lies in determining optimized window sizes based on seasonal trends and variations,which were then used with each model to enhance prediction accuracy.This custom window-sizing method allows the models to capture ETo’s unique seasonal patterns more effectively.Finally,results demonstrate that the Informer model outperformed other transformer-based models,achievingmean square error(MSE)values of 0.1404 and 0.1445 for forecast windows(15,7)and(30,15),respectively.The Vanilla Transformer also showed strong performance,closely following the Informermodel.These findings suggest that the proposed optimized window-sizing approach,combined with transformer-based architectures,is highly effective for ETo modelling.This novel strategy has the potential to be adapted in othermultivariate time-series forecasting tasks that require seasonality-sensitive approaches. 展开更多
关键词 Reference evapotranspiration ETo TRANSFORMER INFORMER autoformer FEDformer timeseries forecasting self-attention
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