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Towards Net Zero Resilience: A Futuristic Architectural Strategy for Cyber-Attack Defence in Industrial Control Systems (ICS) and Operational Technology (OT) 被引量:1
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作者 Hariharan Ramachandran Richard Smith +2 位作者 Kenny Awuson David Tawfik Al-Hadhrami Parag Acharya 《Computers, Materials & Continua》 2025年第2期3619-3641,共23页
This paper introduces the Integrated Security Embedded Resilience Architecture (ISERA) as an advanced resilience mechanism for Industrial Control Systems (ICS) and Operational Technology (OT) environments. The ISERA f... This paper introduces the Integrated Security Embedded Resilience Architecture (ISERA) as an advanced resilience mechanism for Industrial Control Systems (ICS) and Operational Technology (OT) environments. The ISERA framework integrates security by design principles, micro-segmentation, and Island Mode Operation (IMO) to enhance cyber resilience and ensure continuous, secure operations. The methodology deploys a Forward-Thinking Architecture Strategy (FTAS) algorithm, which utilises an industrial Intrusion Detection System (IDS) implemented with Python’s Network Intrusion Detection System (NIDS) library. The FTAS algorithm successfully identified and responded to cyber-attacks, ensuring minimal system disruption. ISERA has been validated through comprehensive testing scenarios simulating Denial of Service (DoS) attacks and malware intrusions, at both the IT and OT layers where it successfully mitigates the impact of malicious activity. Results demonstrate ISERA’s efficacy in real-time threat detection, containment, and incident response, thus ensuring the integrity and reliability of critical infrastructure systems. ISERA’s decentralised approach contributes to global net zero goals by optimising resource use and minimising environmental impact. By adopting a decentralised control architecture and leveraging virtualisation, ISERA significantly enhances the cyber resilience and sustainability of critical infrastructure systems. This approach not only strengthens defences against evolving cyber threats but also optimises resource allocation, reducing the system’s carbon footprint. As a result, ISERA ensures the uninterrupted operation of essential services while contributing to broader net zero goals. 展开更多
关键词 icS/OT cyber Programmable Logic Controllers(PLC)security detection safety reliability proof testing gas compressor station icS resilience security architecture icS
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An Electro⁃thermal De⁃icing Model and Simulation Analysis Considering Ice Shedding
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作者 ZHANG Yingying YUAN Xiansheng +1 位作者 XIONG Jingjiang BU Xueqin 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第2期162-177,共16页
The electro⁃thermal anti/de-icing systems have high heating efficiency and relatively simple structures,marking them as a key development direction for future icing protection.Existing simulation algorithms for electr... The electro⁃thermal anti/de-icing systems have high heating efficiency and relatively simple structures,marking them as a key development direction for future icing protection.Existing simulation algorithms for electrothermal de-icing seldom delve into comprehensive ice accretion-melting-deicing models that account for ice shedding.Therefore,the detachment behavior of ice layers during the heating process requires in-depth research and discussion.This paper physically models the phenomenon of ice shedding,incorporates the detachment behavior of ice layers during heating,improves the existing mathematical model for electro-thermal de-icing calculations,establishes an ice accretion-melting-deicing model for electro-thermal de-icing systems,and conducts numerical simulation,verification and optimization analysis of electro-thermal de-icing considering ice shedding.Through multi-condition de-icing numerical simulations of a specific wing model,it is found that ambient temperature can serve as a factor for adapting the electro heating anti/de-icing strategy to the environment.An optimization of heating heat flux density and heating/cooling time is conducted for the wing de-icing control law under the calculated conditions.The improved electrothermal de-icing model and algorithm developed in this paper provide solid technical support for the design of electrothermal de-icing systems. 展开更多
关键词 aircraft icing electro-thermal de-icing ice shedding electro-thermal control law numerical simulation
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The ICS international chronostratigraphic chart this decade
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作者 Kim Cohen David Harper +1 位作者 Philip Gibbard Nicholas Car 《Episodes》 2025年第1期105-115,共11页
The International Commission on Stratigraphy(ICS)has been producing and updating its International Chro-nostratigraphic Chart for several decades.The chart communicates higher-order divisions of geological time and ac... The International Commission on Stratigraphy(ICS)has been producing and updating its International Chro-nostratigraphic Chart for several decades.The chart communicates higher-order divisions of geological time and actual knowledge on the numerical ages of their bound-aries.Distributed via the ICS website www.stratigraphy.org the chart promotes use in graphic,tabulated and further digital forms in multiple languages.This paper is a status update,eleven years since the last such publication,cov-ering activities between 2012 and 2024.Chart updates during the past decade have echoed the ICS’s primary objective of precisely defining a global standard set of time-correlative units(Systems,Series,Stages)for stratigraphic successions worldwide.These units are,in turn,the basis for the Periods,Epochs,and Ages of the Geological Time Scale.Their standardization is fundamental for expressing geological knowledge,in application and education,out-reach and continuing research.The chart offers a frame-work through which regional-scale higher-resolution divisions can be linked,equated and collated.Likewise it offers a framework for digital representation of the Geological Time Scale.Maintenance and distribution of chart versions on the web has been a manual endeavour,a process that ICS is upgrading to serve an increasingly digital world. 展开更多
关键词 digital representation geological knowledge education standard time correlative units commission stratigraphy ics chronostratigraphic chart geological time scale international commission stratigraphy
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Insular cortex sends excitatory projections to GABAergic neurons in the nucleus tractus solitarii in rats
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作者 CHEN Yingbiao SHI Zhen +3 位作者 YIN Junbin BAI Yang FAN Qitong LI Yunqing 《神经解剖学杂志》 北大核心 2025年第4期411-421,共11页
Objective:To anatomically and phenotypically characterize the insular cortex(IC)-nucleus tractus soli-tari(NTS)neural pathway.Methods:Adult male Sprague-Dawley rats were divided into three experimental cohorts for neu... Objective:To anatomically and phenotypically characterize the insular cortex(IC)-nucleus tractus soli-tari(NTS)neural pathway.Methods:Adult male Sprague-Dawley rats were divided into three experimental cohorts for neural circuit tracing.Anterograde labeling was achieved by injecting anterograde self-complementary adeno-associated viruses(scAAVs)into the IC.Retrograde tracing involved NTS injections of either retrograde scAAVs or FluoroGold(FG),combined with immunofluorescence histochemical staining to identify IC-originating projection neurons.For postsynaptic neurochemical phenotype characterization,IC was injected with AAV2/1-CaMKII-Cre,while a mixture of AAV2/9-Syn-DIO-mCherry and AAV2/9-VGAT1-EGFP was injected into the NTS.The rats were allowed to survive for one week following scAAVs or FG injection or four weeks after recombinase-dependent systems injection.Then the rats were sacrificed,and serial brain sections were prepared for immunofluorescence histochemical staining(brain section containing FG)and subsequent fluorescence/confocal microscopic analysis.Results:(1)Anterograde viral tracing re-vealed dense axonal terminals from the IC projecting to the medial subnucleus of the NTS,while retrograde tracing re-vealed that IC neurons projecting to the NTS were predominantly localized within the dysgranular layer;(2)IC-NTS projection neurons were exclusive glutamatergic(100%,n=3);(3)NTS neurons receiving IC inputs were mainly lo-calized in the medial subnucleus,and were predominantly GABAergic(79.8±3.2%,n=3).Conclusion:The pres-ent results indicate that a descending pathway from excitatory neurons of the IC terminates onto inhibitory neurons of the NTS,which might represent a potential neuromodulatory target for visceral pain disorders. 展开更多
关键词 nucleus tractus solitari(NTS) insular cortex(ic) anterograde transmonosynaptsis glutamatergic neurons GABAergic neurons RAT
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Icing Characteristics and Anti⁃icing Research of Supercooled Large Droplet Impact on Epoxy Composite Surfaces
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作者 LI Xiaofei WANG Xiangzhao +2 位作者 JI Zemin HUANG Xiaobin LIU Hong 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第2期178-190,共13页
The icing characteristics of supercooled large droplet(SLD)impacting carbon fiber-reinforced composites(CFRCs)remain poorly understood,hindering the enhancement of ice protection capabilities and the certification of ... The icing characteristics of supercooled large droplet(SLD)impacting carbon fiber-reinforced composites(CFRCs)remain poorly understood,hindering the enhancement of ice protection capabilities and the certification of ice-accreted composite aircraft.The paper systematically investigates the effects of the supercooling degree,the surface temperature,and the impact velocity on the ice accretion behavior of SLDs impacting carbon fiber-reinforced epoxy composite surfaces.To address the ice-prone nature of CFRCs,nanoparticle-modified anti-icing coatings are developed,and the icing characteristics of SLD-impacted modified carbon fiber-reinforced epoxy composite surfaces are analyzed.Results demonstrate that surface-modified carbon fiber-reinforced epoxy composite exhibits significantly delayed ice formation.Under conditions of droplet temperature(−15℃)and surface temperature(−18℃),the icing time of hydrophobic-modified CFRCs was delayed by over 1100 ms,representing a 5.4-fold improvement compared to the unmodified carbon fiber-reinforced epoxy composite. 展开更多
关键词 aircraft icing carbon fiber-reinforced epoxy composites supercooled large droplets hydrophobic modification icing protection
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Impingement Characteristics Investigation of Supercooled Large Droplets Based on Eulerian Method
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作者 YE Zekun SHEN Xiaobin +1 位作者 ZHAO Jingyu LIN Guiping 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第2期191-200,共10页
This numerical simulation investigates the two⁃phase flow under the condition of supercooled large droplets impinging on the aircraft surface.Based on Eulerian framework,a method for calculating supercooled water drop... This numerical simulation investigates the two⁃phase flow under the condition of supercooled large droplets impinging on the aircraft surface.Based on Eulerian framework,a method for calculating supercooled water droplet impingement characteristics is established.Then,considering the deformation and breaking effects during the movement,this method is extended to calculate the impingement characteristics of supercooled large droplets,as well as the bouncing and splashing effects during impingement.The impingement characteristics of supercooled large droplets is then investigated by this method.The results demonstrate that the deformation and breaking effects of supercooled large droplets have negligible influence on the impingement characteristics under the experimental conditions of this paper.In addition,the results of the impingement range and collection efficiency decrease when considering the bouncing and splashing effects.The bouncing effect mainly affects the mass loss near the impingement limits,while the splashing effect influences the result around the stagnation point.This investigation is beneficial for the analysis of aircraft icing and the design of anti⁃icing system with supercooled large droplet conditions. 展开更多
关键词 aircraft icing droplet impingement characteristics supercooled large droplet(SLD) Eulerian method numerical simulation
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Droplet Collection Efficiency Analysis in the Event of Wind Turbine Blades Glaze Ice Formation Based on Euler Wall Film Model
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作者 WU Dao-lei BAI Xu DU Yue 《China Ocean Engineering》 2025年第4期621-634,共14页
Wind turbine blades in cold regions are susceptible to icing due to meteorological conditions,significantly affecting the turbine's energy capture efficiency and operational safety.Precise calculation of droplet c... Wind turbine blades in cold regions are susceptible to icing due to meteorological conditions,significantly affecting the turbine's energy capture efficiency and operational safety.Precise calculation of droplet collection efficiency(DCE)is essential for accurate icing prediction.This study examines existing methods for calculating DCE and identifies limitations during glaze ice formation.An enhanced method based on the Euler Wall Film(EWF)model is introduced to address these limitations,incorporating splashing and rebound phenomena during glaze ice formation on wind turbine blades.The method's reliability is validated using data from the classic symmetric airfoil,NACA0012.Through the control variable method,this research examines DCE variations under different incoming velocities,medium volume droplet diameters(MVDs),and temperatures.The study also analyzes the distinctions between the improved method and the existing Eulerian method.Results indicate that both impact range and maximum DCE increase with higher incoming velocity and MVD,while temperature exhibits minimal influence on DCE.Variations between the calculation methods reveal differences in water droplet splashing intensity,primarily influenced by droplet kinetic energy and liquid film thickness.The splashing phenomenon gradually decreases as incoming velocity and MVD increase. 展开更多
关键词 Droplet Collection Efficiency(DCE) Euler Wall Film(EWF) blade icing glaze ice wind turbine
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A data-driven methodology to predict ice-induced aerodynamic degradation applied to aircraft tailplane design
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作者 Salvatore CORCIONE Agostino DE MARCO Vincenzo CUSATI 《Chinese Journal of Aeronautics》 2025年第8期328-346,共19页
This study presents a data-driven approach to predict tailplane aerodynamics in icing conditions,supporting the ice-tolerant design of aircraft horizontal stabilizers.The core of this work is a low-cost predictive mod... This study presents a data-driven approach to predict tailplane aerodynamics in icing conditions,supporting the ice-tolerant design of aircraft horizontal stabilizers.The core of this work is a low-cost predictive model for analyzing icing effects on swept tailplanes.The method relies on a multi-fidelity data gathering campaign,enabling seamless integration into multidisciplinary aircraft design workflows.A dataset of iced airfoil shapes was generated using 2D inviscid methods across various flight conditions.High-fidelity CFD simulations were conducted on both clean and iced geometries,forming a multidimensional aerodynamic database.This 2D database feeds a nonlinear vortex lattice method to estimate 3D aerodynamic characteristics,following a'quasi-3D'approach.The resulting reduced-order model delivers fast aerodynamic performance estimates of iced tailplanes.To demonstrate its effectiveness,optimal ice-tolerant tailplane designs were selected from a range of feasible shapes based on a reference transport aircraft.The analysis validates the model's reliability,accuracy,and limitations concerning 3D ice shapes and aerodynamic characteristics.Most notably,the model offers near-zero computational cost compared to high-fidelity simulations,making it a valuable tool for efficient aircraft design. 展开更多
关键词 Data-driven aerodynamics Forward swept tailplane Gaussian process regression ice accretion prediction Machine learning for icing analysis
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茶树ICE基因家族鉴定及CsICE43克隆和低温表达分析
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作者 朱倩 邵陈禹 +3 位作者 周彪 刘硕谦 刘仲华 田娜 《茶叶科学》 北大核心 2025年第1期43-60,共18页
近年来全球极端低温天气频发,严重影响了茶树的产量和品质。ICE(Inducer of CBF expression)基因家族主要参与植物的低温胁迫响应,但在茶树领域中的相关研究还不够全面。本研究从茶树基因组中鉴定出51个茶树CsICEs基因,对其理化性质、... 近年来全球极端低温天气频发,严重影响了茶树的产量和品质。ICE(Inducer of CBF expression)基因家族主要参与植物的低温胁迫响应,但在茶树领域中的相关研究还不够全面。本研究从茶树基因组中鉴定出51个茶树CsICEs基因,对其理化性质、基因结构和启动子顺式作用元件展开生物信息学分析。茶树CsICEs基因的启动子区域富含光响应、植物激素、生长发育及非生物胁迫相关顺式作用元件,其可能参与多种逆境胁迫响应。转录组分析和RT-qPCR验证结果发现,低温下CsICE43基因的表达量上升了4.24倍,其可能与茶树低温响应相关。以茶树品种‘保靖黄金茶1号’的cDNA为模板,克隆获得了CsICE43基因,其在不同组织中的表达模式存在差异,在顶芽和嫩叶中特异性高表达。蛋白氨基酸序列和系统进化树分析表明,CsICE43基因包含与ICE家族其他成员一致的S-rich、bHLH、ACT等保守结构域,且与毛花猕猴桃(Actinidiaeriantha)的亲缘关系较近。在STRING在线网站中以拟南芥AtICEs为模型,推测茶树CsICE43蛋白与HOS1、MYB15、DREB1/2存在潜在的互作关系。亚细胞定位试验表明CsICE43定位于细胞核,与跨膜结构分析结果一致。综上所述,本研究发现CsICE43基因可能与茶树低温响应关联,为深入挖掘其基因功能与抗寒分子机理提供了一定的理论基础。 展开更多
关键词 茶树 icE基因家族 抗寒 生物信息学 表达分析
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Macro-and Microphysical Characteristics of Freezing Rain and Their Impacts on Wire Icing Mechanisms in the Southwestern Mountainous Areas of China 被引量:1
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作者 Yue ZHOU Chunsong LU +3 位作者 Jingjing Lü Xiaoyun SUN Lingli ZHOU Hui XIAO 《Advances in Atmospheric Sciences》 2025年第8期1620-1635,共16页
Based on comprehensive observations of 20 wire icing events during winter from 2019 to 2021,we investigated the characteristics of the icing properties,the atmospheric boundary layer structure,the raindrop size distri... Based on comprehensive observations of 20 wire icing events during winter from 2019 to 2021,we investigated the characteristics of the icing properties,the atmospheric boundary layer structure,the raindrop size distribution,and their associated effects on the ice accretion mechanism in the mountainous region of Southwest China.The maximum ice weight was positively correlated with the duration of ice accretion in the mountainous area.The duration of precipitation accounted for less than 20%of the icing period in the mountainous area,with solid-phase hydrometeors being predominant.Icing events,dominated by freezing rain(FR)and mixed rain–graupel(more than 70%),were characterized by glaze or highdensity mixed icing.The relationship between the melting energy and refreezing energy reflected the distribution characteristics of the proportion of FR under mixed-phase precipitation.The intensity of the warm layer and the dominant precipitation phase significantly affected the variations in the microphysical properties of FR.The melting of large dry snowflakes significantly contributed to FR in the mountainous areas,resulting in smaller generalized intercepts and larger mass-weighted mean diameters in the presence of a stronger warm layer.Under a weaker warm layer,the value of the massweighted mean diameter was significantly smaller because of the inability of large solid particles to melt.Finally,FR in the mountainous area dominated the ice weight during the rapid ice accumulation period.A numerical simulation of FR icing on wires effectively revealed the evolution of disaster-causing icing in mountainous areas. 展开更多
关键词 freezing rain wire icing macro-and microphysical characteristics mountainous area
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LA-MC-ICP-MS微区原位Pb同位素的分析精度研究:以两种类型检测器为例
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作者 余红霞 张银慧 +2 位作者 刘希军 吴玲玲 洪路兵 《地球化学》 北大核心 2025年第1期114-125,共12页
根据样品的Pb含量,本研究建立了法拉第杯-离子计数器(FC-IC)和全法拉第杯(FC)两种杯结构模式微区原位分析Pb同位素比值的方法。因^(206)Pb、^(207)Pb和^(208)Pb在两种模式中均采用FC检测器分析,两种模式下^(20y)Pb/^(206)Pb(y=7、8)值... 根据样品的Pb含量,本研究建立了法拉第杯-离子计数器(FC-IC)和全法拉第杯(FC)两种杯结构模式微区原位分析Pb同位素比值的方法。因^(206)Pb、^(207)Pb和^(208)Pb在两种模式中均采用FC检测器分析,两种模式下^(20y)Pb/^(206)Pb(y=7、8)值的相对标准误差(2RSE)一致,仅与信号强度有关。同等信号强度下(IC线性范围内),^(20x)Pb/^(204)Pb(x=6、7、8)值的2RSE在FC-IC杯结构模式优于FC杯结构模式,且两种模式下^(20x)Pb/^(204)Pb值的2RSE差异随^(208)Pb信号强度的增加而减少,最终均趋于约0.06%。FC-IC杯结构模式分析在^(208)Pb信号强度为0.10~0.25 V时,或FC杯结构模式分析在^(208)Pb信号强度>0.50 V时,均可获得较好的Pb同位素比值的精度和准确度。对于Pb含量较高(>40μg/g)或者尺寸较大的样品,优先采用激光大束斑结合FC杯结构模式可获得高精度的Pb同位素比值;对于Pb含量较低(≈10μg/g)或者尺寸有限的样品,FC-IC杯结构模式获得的Pb同位素精度优于FC杯结构模式。利用建立的微区原位Pb同位素分析方法,本研究分析了不同Pb含量标样的Pb同位素组成,分析结果在误差范围内均与参考值一致。 展开更多
关键词 LA-MC-icP-MS PB含量 原位Pb同位素分析 地质标准样品 法拉第型检测器-离子计数型检测器(FC-ic) 法拉第型检测器(FC)
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Ni含量对层状TiC-Ni/EP复合材料结构及性能的影响
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作者 侯俊峰 吴集思 +2 位作者 江文莉 王文华 吴尚育 《粉末冶金材料科学与工程》 2025年第2期123-130,共8页
针对电子封装用基板材料热导率低、热膨胀系数高的问题,本文采用冰模板法制备层状多孔TiC-Ni支架,并结合真空浸渍法将环氧树脂(epoxy,EP)渗入多孔支架的孔隙中,制备层状TiC-Ni/EP复合材料。采用扫描电子显微镜、万能力学试验机和热膨胀... 针对电子封装用基板材料热导率低、热膨胀系数高的问题,本文采用冰模板法制备层状多孔TiC-Ni支架,并结合真空浸渍法将环氧树脂(epoxy,EP)渗入多孔支架的孔隙中,制备层状TiC-Ni/EP复合材料。采用扫描电子显微镜、万能力学试验机和热膨胀仪等设备,研究Ni含量对层状多孔TiC-Ni支架的孔隙形貌、层状结构特征以及复合材料的微观结构、力学性能、热学性能的影响规律。结果表明:随Ni含量增加,多孔支架的层间距和层壁厚度增大,复合材料的抗压强度和抗弯强度降低,热导率和热膨胀系数增大。φ(Ni)=2%时,多孔支架和复合材料均获得最佳的层状结构特征,复合材料的热导率为2.24 W/(m·K),热膨胀系数为30.23×10^(-6)K^(-1)。 展开更多
关键词 Tic-Ni/EP复合材料 冰模板 微观结构 力学性能 热学性能
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An Aircraft Icing Detection Method Based on Performance Data of Rotor
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作者 WU Yuan ZHU Dongyu +1 位作者 XU Lingsong YU Lei 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第2期212-225,共14页
Existing icing detection technologies face challenges when applied to small and medium-sized aircraft,especially electric vertical take-off and landing(eVTOL)aircraft that meet the needs of low-altitude economic devel... Existing icing detection technologies face challenges when applied to small and medium-sized aircraft,especially electric vertical take-off and landing(eVTOL)aircraft that meet the needs of low-altitude economic development.This study proposes a data-driven icing detection method based on rotor performance evolution.Through dry-air baseline tests and dynamic icing comparative experiments(wind speed 0—30 m/s,rotational speed 0—3000 r/min,collective pitch 0°—8°)of a 0.6 m rotor in the FL-61 icing wind tunnel,a multi-source heterogeneous dataset containing motion parameters,aerodynamic parameters,and icing state identifiers is constructed.An innovative signal processing architecture combining adaptive Kalman filtering and moving average cascading is adopted.And a comparative study is conducted on the performance of support vector machine(SVM),multilayer perceptron(MLP),and random forest(RF)algorithms,achieving real-time identification of icing states in rotating components.Experimental results demonstrate that the method exhibits a minimum detection latency of 6.9 s and 96%overall accuracy in reserved test cases,featuring low-latency and low false-alarm,providing a sensor-free lightweight solution for light/vertical takeoff and landing aircraft. 展开更多
关键词 ROTOR PROPELLER aircraft icing icing detection machine learning support vector machine(SVM) multilayer perceptron(MLP)
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The physics of icing drops under complex conditions
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作者 Feng Wang Hao Zeng +3 位作者 Sergio Peralta Julien Sebilleau Chao Sun Dominique Legendre 《Acta Mechanica Sinica》 2025年第7期180-196,共17页
Icing of water droplets is a ubiquitous phenomenon with significant implications across natural systems and industrial applications.Despite extensive research,the intricate interplay among heat transfer,mass transport... Icing of water droplets is a ubiquitous phenomenon with significant implications across natural systems and industrial applications.Despite extensive research,the intricate interplay among heat transfer,mass transport,and phase change during droplet freezing remains incompletely understood,particularly in the context of multiscale dynamics and environmental dependencies.This review critically examines recent advances in uncovering the fundamental mechanisms of droplet icing through experimental,theoretical,and computational approaches.We begin by revisiting the classical tip singularity problem in the freezing of pure water droplets,analyzing its mathematical formulation and physical significance.Subsequent sections explore how environmental boundary conditions and multicomponent effects influence freezing kinetics,solute redistribution,and ice morphology.Furthermore,we evaluate emerging hybrid numerical frameworks that resolve coupled multiphase physics during solidification processes.Finally,we identify key challenges and open questions that require further investigation in this field. 展开更多
关键词 icing droplet Multiphase flow Interfacial flow Numerical simulation
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A Dynamic Prediction Approach for Wire Icing Thickness under Extreme Weather Conditions Based on WGAN-GP-RTabNet
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作者 Mingguan Zhao Xinsheng Dong +5 位作者 Yang Yang Meng Li Hongxia Wang Shuyang Ma Rui Zhu Xiaojing Zhu 《Computer Modeling in Engineering & Sciences》 2025年第2期2091-2109,共19页
Ice cover on transmission lines is a significant issue that affects the safe operation of the power system.Accurate calculation of the thickness of wire icing can effectively prevent economic losses caused by ice disa... Ice cover on transmission lines is a significant issue that affects the safe operation of the power system.Accurate calculation of the thickness of wire icing can effectively prevent economic losses caused by ice disasters and reduce the impact of power outages on residents.However,under extreme weather conditions,strong instantaneous wind can cause tension sensors to fail,resulting in significant errors in the calculation of icing thickness in traditional mechanics-based models.In this paper,we propose a dynamic prediction model of wire icing thickness that can adapt to extreme weather environments.The model expands scarce raw data by the Wasserstein Generative Adversarial Network with Gradient Penalty(WGAN-GP)technique,records historical environmental information by a recurrent neural network,and evaluates the ice warning levels by a classifier.At each time point,the model diagnoses whether the current sensor failure is due to icing or strong winds.If it is determined that the wire is covered with ice,the icing thickness will be calculated after the wind-induced tension is removed from the ice-wind coupling tension.Our new model was evaluated using data from the power grid in an area with extreme weather.The results show that the proposed model has significant improvements in accuracy compared with traditional models. 展开更多
关键词 Wire icing thickness instantaneous wind transmission lines WGAN-GP-RTabNet dynamic tension
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Experimental Investigation of Saltwater Ice Accretion Characteristics on the Marine Gas Turbine Shroud
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作者 LIU Xiao-gang WANG Bao-sheng +2 位作者 WANG Meng WANG Zhong-yi Boo Cheong KHOO 《China Ocean Engineering》 2025年第4期780-790,共11页
Polar ships face significant risks from ice accretion on decks,superstructures,and power systems.Ice formation on the power intake system particularly affects vessel stability and safety.While freshwater icing has bee... Polar ships face significant risks from ice accretion on decks,superstructures,and power systems.Ice formation on the power intake system particularly affects vessel stability and safety.While freshwater icing has been extensively researched,comprehensive multi-parameter studies on ice accretion for intake structures remain insufficient.This investigation examines the icing characteristics of the air shroud,a critical component of marine gas turbines,resulting from saltwater droplet freezing.The study utilized a custom-built cyclic ice wind tunnel,with flow field quality verified through Five-hole probe and Hot wire anemometer methods,and droplet field quality validated using Laser,Flowmeter,Ice blade,and Icing calibration grid techniques.The research analyzes ice distribution and thickness on the shroud under varying NaCl concentrations,considering temperature,liquid water content(LWC),and median volume diameter(MVD).The findings reveal that decreased salinity facilitates rime ice formation,resulting in rough ice texture.Temperature reduction,increased LWC,and larger MVD enhanced salinity's influence on ice thickness.The shroud exhibits substantial radial ice accretion,with coverage extending to approximately 90%.These results establish a foundation for further investigation of saltwater icing mechanisms and pioneer icing research in marine gas turbine intake systems. 展开更多
关键词 ice accretion saltwater droplet icing gas turbine shroud experimental investigation
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Numerical Study on the Icing Characteristics of Flat Plates and Its Influencing Factors
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作者 Jin Zhu Yanxin Xu 《Computer Modeling in Engineering & Sciences》 2025年第9期2849-2872,共24页
Ice accretion on structures such as aircraft wings and wind turbine blades poses serious risks to aerodynamic performance and operational safety,particularly in cold and humid environments.This study conducts numerica... Ice accretion on structures such as aircraft wings and wind turbine blades poses serious risks to aerodynamic performance and operational safety,particularly in cold and humid environments.This study conducts numerical simulations of ice formation on thin flat plates using CFD and FENSAP-ICE,exploring how air temperature,wind velocity,and angle of attack(AOA)affect icing behavior and aerodynamic characteristics.Results indicate that ice thickness increases linearly over time.Rime ice forms at low temperatures due to immediate droplet freezing,whereas glaze ice develops at higher temperatures when a water film forms and subsequently refreezes into protruding ice horns;under identical conditions,rime ice consistently produces thicker ice layers than glaze ice.Increasing wind speed substantially enhances ice growth and coverage,while speeds as low as 1 m/s result in minimal accretion.Changes in AOA shift the icing region toward the pressure side,and AOAs of equal magnitude but opposite sign yield symmetrical ice accretion patterns and identical maximum thickness values.After icing,the plate’s leading edge becomes smoother,slightly reducing drag while increasing lift and moment coefficients.These findings highlight the dominant roles of temperature,wind speed,and AOA in determining ice morphology,extent,and aerodynamic impact,providing valuable insights for predicting icing effects and developing mitigation strategies for structures operating in icing-prone regions. 展开更多
关键词 icing characteristics flat plate computational fluid dynamics(CFD) influencing factors
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基于WOA-IC优化神经网络的隧道爆破振动预测研究 被引量:2
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作者 高宇璠 傅洪贤 《振动与冲击》 北大核心 2025年第4期229-237,共9页
为了提高爆破振动预测精度,提出了一种鲸鱼优化算法(whale optimization algorithm,WOA)和信息准则(information criterion,IC)优化的人工神经网络(artificial neural network,ANN)爆破振动预测模型。根据二维指标变量法将地质参数定量... 为了提高爆破振动预测精度,提出了一种鲸鱼优化算法(whale optimization algorithm,WOA)和信息准则(information criterion,IC)优化的人工神经网络(artificial neural network,ANN)爆破振动预测模型。根据二维指标变量法将地质参数定量化,建立了包括3个定量参数和10个定性参数的更完整的数据集。利用信息准则对模型复杂度的反馈,构建了一个提高模型泛化能力的双层优化结构,分析改进ANN模型的激活函数和训练算法最优组合,并引入鲸鱼算法优化模型初始权值和阈值的选取,降低模型输出结果的偏差和波动。对比分析WOA-IC-ANN模型与传统经验公式、ANN模型、IC-ANN模型、WOA-ANN模型预测结果的差异。研究表明,WOA-IC-ANN模型的预测结果与实际吻合更好,误差显著降低,具有较好的泛化能力。研究成果可用于隧道爆破工程的振动预测,并为类似工作提供借鉴和参考。 展开更多
关键词 爆破振动 预测模型 信息准则(ic) 鲸鱼优化算法(WOA) 人工神经网络(ANN)
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Visual detection of anti-icing fluids freezing by a low-temperature viscosity-sensitive aggregation-induced emission probe
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作者 Honghong Zhang Fanghui Li +1 位作者 Jiahong Yu Weijun Zhao 《Smart Molecules》 2025年第1期55-61,共7页
Icing detection is critically important for preventing safety accidents and economic losses,especially concerning ice formation from invalidated anti-icing fluids(water and ethylene glycol)under extreme conditions.Tra... Icing detection is critically important for preventing safety accidents and economic losses,especially concerning ice formation from invalidated anti-icing fluids(water and ethylene glycol)under extreme conditions.Traditional technologies like ultrasonics and capacitor-antenna face challenges with limited detection areas,lower accuracy,and susceptibility to electromagnetic interference.Here,we introduce a novel viscosity-ultrasensitive fluorescent probe 40,4‴-(2,2-diphenyle-thene-1,1-diyl)bis-(3,5-dicarboxylate)(TPE-2B4C)based on AIEgens for moni-toring ice formation of anti-icing fluids in low-temperature environments.TPE-2B4C,consisting of four sodium carboxylate groups and multiple freely rotating benzene rings,demonstrates outstanding solubility in anti-icing fluids and exhibits no fluorescent background signal even at low temperatures(<−20°C).Upon freezing,TPE-2B4C relocates from the water phase to higher viscosity ethylene glycol,causing restriction of benzene rings and a significantly increased green fluorescence signal.TPE-2B4C can successfully determine whether the anti-icing fluids are icing from−5 to−20°C with a high contrast ratio.Due to its simple setup,fast operation,and broad applicability,our new method is anticipated to be employed for rapid,real-time,and large-scale icing detection. 展开更多
关键词 aggregation-induced emission anti-icing fluids fluorescent probe icing detection viscosity-sensitive probe
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Spray Icing Simulation and Anti⁃icing Optimization for Ship Intake Grilles in Cold Environments
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作者 FENG Huiying PAN Tao +1 位作者 LOU Yanxia BU Xueqin 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第2期226-237,共12页
This study addresses the issue of spray icing on the air intake grilles of ship power systems in cold maritime environments.Through numerical simulation methods,the influence of environmental parameters on icing chara... This study addresses the issue of spray icing on the air intake grilles of ship power systems in cold maritime environments.Through numerical simulation methods,the influence of environmental parameters on icing characteristics is revealed,and an energy-efficient zoned electric heating anti-icing strategy is proposed.A threedimensional grille model is constructed to systematically analyze the effects of environmental temperature(from−20℃to−4℃),droplet diameter(from 50μm to 500μm),and liquid water content(from 0.5 g/m³to 8 g/m³)on icing rates and blockage of the flow channel.The results indicate that low temperature and high liquid water content significantly exacerbate icing.Under the condition of an environmental temperature of−20℃,droplet diameter of 500μm,and liquid water content of 8 g/m³,the flow channel blockage ratio reaches 30.95%within 10 min.Additionally,as droplet diameter increases,the droplet impingement and icing regions become more concentrated toward the leading edge of blades.To mitigate grille icing in cold environments,an electric heating film configuration is employed for thermal protection.Optimization of the heating strategy reveals that the zoned heating approach,compared to the initial uniform heating scheme,effectively homogenizes surface temperature distribution while reducing total power consumption by 37.47%.This study validates the engineering applicability of the zoned electric heating anti/de-icing strategy,providing theoretical and technical support for the design of anti-icing systems in ship power systems operating in cold maritime regions. 展开更多
关键词 ship intake grilles icing characteristics maritime environment flow channel blockage zoned electric heating strategy
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