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On the critical conditions of traffic jams 被引量:2
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作者 祁宏生 王殿海 宋现敏 《Journal of Southeast University(English Edition)》 EI CAS 2011年第2期180-184,共5页
Traffic wave theory is used to study the critical conditions for traffic jams according to their features. First, the characteristics of traffic wave propagation is analyzed for the simple signal-controlled lane and t... Traffic wave theory is used to study the critical conditions for traffic jams according to their features. First, the characteristics of traffic wave propagation is analyzed for the simple signal-controlled lane and the critical conditions for oversaturation is established. Then, the basic road is decomposed into a series of one-way links according to its topological characteristics. Based on the decomposition, traffic wave propagation under complex conditions is studied. Three complicated factors are considered to establish the corresponding critical conditions of jam formation, namely, dynamic and insufficient split, channelized section spillover and endogenous traffic flow. The results show that road geometric features, traffic demand structures and signal settings influence the formation and propagation of traffic congestion. These findings can serve as a theoretical basis for future network jam control. 展开更多
关键词 traffic engineering traffic jam traffic signal roadnetwork traffic wave
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Decisive Parameters for Backwater Effects Caused by Floating Debris Jams 被引量:4
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作者 Arnd Hartlieb 《Open Journal of Fluid Dynamics》 2017年第4期475-484,共10页
The dimensional analysis of the backwater effect caused by debris jams results in the Froude number of the approach flow in the initial situation prior to debris jam formation and the debris density as decisive parame... The dimensional analysis of the backwater effect caused by debris jams results in the Froude number of the approach flow in the initial situation prior to debris jam formation and the debris density as decisive parameters. For the more precise detection of the influence of both parameters the results of different hydraulic model test series at the Laboratory of Hydraulic and Water Resources Engineering of the Technical University of Munich concerning debris jams at spillways as well as at racks for the retention of wooden debris were uniformly evaluated. On the one hand a significant increase of the backwater effect with a rising Froude number of the approach flow could be shown. This is in good correlation to recent test results for debris jams at retention racks at the Laboratory of Hydraulics, Hydrology and Glaciology of the Swiss Federal Institute of Technology Zurich. On the other hand a significant increase of the backwater effect could also be shown for a rising debris density. However, the test results also show that significantly different backwater effects can occur in different test runs with identical test conditions. These differences are a result of the randomness of debris jam development, and therefore, a more exact quantification of the dependence of the backwater effect on the Froude number of the approach flow and on the debris density is not considered useful for the present results. 展开更多
关键词 HYDRAULIC Engineering Natural Hazards FLOATING DEBRIS jams Large-Scale HYDRAULIC Model Tests
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Removing Log Jams
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作者 George Okore 《ChinAfrica》 2013年第11期35-35,共1页
AS environmental preservation takes a more prominent role in global planning, China is making massive investments in African forestry, helping the continent to improve governance of its timber trade and sustainable fo... AS environmental preservation takes a more prominent role in global planning, China is making massive investments in African forestry, helping the continent to improve governance of its timber trade and sustainable forest management, 展开更多
关键词 Removing Log jams
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Feedback control scheme of traffic jams based on the coupled map car-following model 被引量:6
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作者 周桐 孙棣华 +1 位作者 赵敏 李华民 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第9期203-208,共6页
Based on the pioneering work of Konishi et al. [Phys. Rev. E (1999) 60 4000], a new feedback control scheme is presented to suppress traffic jams based on the coupled map car-following model under the open boundary ... Based on the pioneering work of Konishi et al. [Phys. Rev. E (1999) 60 4000], a new feedback control scheme is presented to suppress traffic jams based on the coupled map car-following model under the open boundary condition. The effect of the safe headway on the traffic system is considered. According to the control theory, the condition under which traffic jams can be suppressed is analyzed. The results are compared with the previous results concerning congestion control. The simulations show that the suppression performance of our scheme on traffic jams is better than those of the previous schemes, although all the schemes can suppress traffic jams. The simulation results are consistent with theoretical analyses. 展开更多
关键词 traffic jam coupled map car-following model control scheme safe headway
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Chemical, Nutritional and Organoleptical Characteristics of Orange-Based Formulated Low-Calorie Jams 被引量:1
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作者 Rafeek M. Abolila Hassan Barakat +1 位作者 Hassan A. El-Tanahy Hamdy A. El-Mansy 《Food and Nutrition Sciences》 2015年第13期1229-1244,共16页
Twelve low-calorie orange-based formulated jams were prepared mainly from orange, pumpkin and papaya, and then sweetened using fructose (F), stevioside (St) and sucralose (Su). The nutritional value of formulated jams... Twelve low-calorie orange-based formulated jams were prepared mainly from orange, pumpkin and papaya, and then sweetened using fructose (F), stevioside (St) and sucralose (Su). The nutritional value of formulated jams was estimated after the approximate chemical composition and total soluble solid have been determined. The effect of storage on total phenolic compounds, antioxidant capacity, carotenoids content and vitamin C was investigated. Organoleptical attributes of prepared low-calorie jams were done as well. Results indicated that the nutritive value [kcal 100 g–1 fw] ranged from 88.10 ± 0.60 to 164.34 ± 0.41;total phenol content (TPC, mg GAE 100 g–1 fw] ranged from 188.52 ± 2.45 to 411.79 ± 3.3;the antioxidant capacity (μmol TE g–1 fw) ranged from 14.57 ± 0.86 to 32.39 ± 1.19;total carotenoids [mg 100 g–1 fw] ranged from 115.20 ± 5.66 to 204.33 ± 4.21;vitamin C [mg 100 g fw] ranged from 8.94 ± 1.07 to 28.77 ± 4.46;total soluble solids [Brix] ranged from 22.53 ± 0.05 to 43.37 ± 0.13. Jams storage for a period of 12 months at room temperature led to a decrease in vitamin C content, TPC, antioxidant capacity, while total soluble solids (TSS) and carotenoids increased during storage. The results of organoleptical attributes showed that the formulas O11, O1 had the highest score of color and odor respectively while O7 recorded maximum score for taste, texture and bitterness respectively. Statistical analysis showed that storage intervals and treatments had a significant (p < 0.05) effect on sensory quality of diet jam. The organoleptical characteristics were affected with the extension of shelf-life. Addition of stevioside and sucralose to formulate the low-calorie jam increased total phenol and antioxidant capacity, improved color, taste and produced targeted low-calorie jams. The use of sweeteners such as fructose, sucralose and stevioside in the manufacture of orange diet jam was shown to be satisfactory, resulting in low-calorie jams, improved the quality and could be produced commercially. 展开更多
关键词 Low-Calorie Jam CHEMICAL NUTRITIONAL Organoleptical CHARACTERISTICS
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The Impact of Jams on the Vending Robot
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作者 Bourama Coulibaly Drissa Traore +1 位作者 Bakary Dit Dembo Sylla Marie Bernard Sidibe 《Open Journal of Applied Sciences》 2024年第9期2515-2518,共4页
This study aims to identify the causes of sensor jams and its impact on the operation of vending machines. The vending machine is a machine that automatically dispenses products such as drinks, tickets, sandwiches and... This study aims to identify the causes of sensor jams and its impact on the operation of vending machines. The vending machine is a machine that automatically dispenses products such as drinks, tickets, sandwiches and biscuits, by inserting change or credit card into the machine. This technological feat is due to the advent of sensors. A sensor is a part of the measurement chain, it receives the quantity to be measured and provides information directly linked to this quantity. However, these vending robots are faced with malfunctions linked to sensor jams. The identification of the jam phenomenon was possible thanks to the inspection and monitoring of the various sensors installed on the vending robot. And Cadence software was used to model, control and locate the jammed sensor(s). The various tests were carried out by setting the robot in motion to better understand the causes of the phenomenon. The jam is therefore the phenomenon which triggers the sensors permanently, which causes the automatic vending robot to stop functioning. And this jam was due to the presence of water droplets on the sensor or dirt. This presence of water droplets on the sensor is linked to an increase in temperature. Controlling the temperature and locating the jammed sensor has made it possible to considerably reduce jamming and its harmful effects on the vending machine robot. 展开更多
关键词 JAM SENSOR Dispenser Robot
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ICE JAMS IN A SMALL RIVER AND THE HEC-RAS MODELING 被引量:4
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作者 SUIJue-yi KARNEYBryanW. FANGDa-xian 《Journal of Hydrodynamics》 SCIE EI CSCD 2005年第2期127-133,共7页
This paper describes a model of a 3.06km long river reach between two small reservoirs under both open flow and ice covering conditions for different operational settings of the stoplogs in the downstream reservoir. T... This paper describes a model of a 3.06km long river reach between two small reservoirs under both open flow and ice covering conditions for different operational settings of the stoplogs in the downstream reservoir. The HEC-RAS model developed by the Hydrological Engineering Center of US Army Corps of Engineers was used to compare different approaches in terms of flow velocity, water level and the Froude number. The impacts of heavily vegetated main channel and floodplain on ice accumulations were investigated. And it is shown that this vegetation plays a significant role in the formation of river ice jam during winter period and thus the vegetated channel has strong influence on ice flooding. In addition, the paper explores the impact bouh of the operation of the stoplogs during the winter period and the presence of the downstream dam on the accumulation of ice jam along this river reach. 展开更多
关键词 heavily vegetated channel HEC-RAS model ice-covering condition ice jams water level
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Turning Traffic Jams to Jelly
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作者 LI LI 《Beijing Review》 2010年第51期22-23,共2页
Beijing, known for having the worst traffic in China, is brewing up a traffic plan with the harshest ever measures to ensure smooth traffic flow as the capital’s gridlock during rush hour and private car sales soar.
关键词 Turning Traffic jams to Jelly
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Will Congestion Pricing Relieve Traffic Jams?
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《Beijing Review》 2010年第22期46-47,共2页
A recent proposal by Qiu Baoxing,Vice Minister of Housing and Urban-Rural Development,to alleviate Beijing’s traffic jams has triggered heated debate among the public.
关键词 Will Congestion Pricing Relieve Traffic jams
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FINGDING A WAY OUT Cities carry out distinct strategies in batting with the exacerbating traffic jams
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作者 LI LI 《Beijing Review》 2011年第7期16-20,共5页
Alottery was broadcast live both on TV and over the Internet in Beijing on January 26. The "talk-of-the-town" lottery attracted at least 187,000 pairs of attentive eyes of people who were not yearning for
关键词 FINGDING A WAY OUT Cities carry out distinct strategies in batting with the exacerbating traffic jams
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Hydraulic resistance of river ice jams 被引量:3
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作者 Lin Fan Ze-yu Mao Hung Tao Shen 《Journal of Hydrodynamics》 SCIE EI CSCD 2019年第3期504-511,共8页
The hydraulic resistance of the river ice jams consists of the resistances due to the seepage flow through the jam and the shear stress on the undersurface of the jam. Existing empirical formulations consider only the... The hydraulic resistance of the river ice jams consists of the resistances due to the seepage flow through the jam and the shear stress on the undersurface of the jam. Existing empirical formulations consider only the the undersurface resistance of the jam, and come up with relations between the jam resistance and the jam thickness with very slight theoretical basis. Based on the analysis of the seepage flow resistance and the flow resistance of the undersurface of the jam, it is shown that the resistance due to the seepage flow is a dominating part of the jam resistance, except for the portion of the jam where the thickness is very small. This analysis also shows that the total jam resistance can be approximated by a linear function of the jam thickness or the ratio of the jam thickness to the flow depth under the jam. 展开更多
关键词 River ICE HYDRAULIC RESISTANCE ICE JAM friction factor Manning's COEFFICIENT
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PAX1/JAM3基因甲基化在HR-HPV感染女性中宫颈癌的诊断价值
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作者 冯伟明 翟燕红 +2 位作者 孟令欣 陆霞 曹正 《标记免疫分析与临床》 2025年第10期2027-2032,2133,共7页
目的探讨PAX1/JAM3基因甲基化(PAX1^(m)/JAM3^(m))在高危型人乳头瘤病毒(HR-HPV)感染女性群体中宫颈癌的诊断价值。方法收集2024年3月至2025年3月于首都医科大学附属北京妇产医院/北京妇幼保健院就诊的808例HR-HPV感染女性的临床资料,... 目的探讨PAX1/JAM3基因甲基化(PAX1^(m)/JAM3^(m))在高危型人乳头瘤病毒(HR-HPV)感染女性群体中宫颈癌的诊断价值。方法收集2024年3月至2025年3月于首都医科大学附属北京妇产医院/北京妇幼保健院就诊的808例HR-HPV感染女性的临床资料,包括年龄、HPV分型、液基薄层细胞学(TCT)检测结果和PAX1^(m)/JAM3^(m)检测结果。基于HR-HPV分型和TCT检测结果,根据现行指南对需要阴道镜转诊的女性进行相应的检查和活检。根据病理学结果将研究对象分为宫颈炎、子宫颈上皮内瘤变1(CIN1)、CIN2、CIN3和宫颈癌组。通过绘制受试者工作特征(ROC)曲线评估PAX1^(m)/JAM3^(m)检测对宫颈癌的诊断价值,并分析HPV16/18、TCT和PAX1^(m)/JAM3^(m)检测3种方法在宫颈癌诊断中的相关性。结果808例研究对象的年龄中位数为40(31,51)岁,其中子宫颈炎321例(39.7%)、CIN1223例(27.6%)、CIN287例(10.8%)、CIN3104例(12.9%)和子宫颈癌73例(9.0%)。PAX1^(m)/JAM3^(m)检测诊断宫颈癌的灵敏度、特异性、阳性预测值(PPV)、阴性预测值(NPV)分别为86.3%、91.0%、77.6%及93.5%。ROC曲线显示,PAX1^(m)/JAM3^(m)曲线下面积(AUC)(95%CI)为0.873(0.839~0.907),优于HPV16/18检测0.678(0.632~0.723)和TCT检测0.608(0.565~0.652),比值比(OR值)分别为4.46(3.13~6.35)、4.13(2.45~6.96)和51.41(32.67~80.89)(P<0.001)。PAX1^(m)/JAM3^(m)的阴道镜转诊率为43.94%,比HPV16/18(50.72%)和TCT检测(80.70%)分别降低了6.78%和36.76%。结论PAX1^(m)/JAM3^(m)检测在HR-HPV感染女性中对宫颈癌的诊断价值优于传统的HPV16/18和TCT检测,可减少不必要的阴道镜转诊。 展开更多
关键词 JAM3 PAX1 甲基化 HR-HPV 子宫颈上皮内瘤变
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Nonperiodic interrupted sampling repeater jamming suppression for inverse synthetic aperture radar
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作者 WU Qihua ZHAO Feng +3 位作者 ZHAO Tiehua LIU Xiaobin XU Zhiming XIAO Shunping 《Journal of Systems Engineering and Electronics》 2025年第4期940-950,共11页
Nonperiodic interrupted sampling repeater jamming(ISRJ)against inverse synthetic aperture radar(ISAR)can obtain two-dimensional blanket jamming performance by joint fast and slow time domain interrupted modulation,whi... Nonperiodic interrupted sampling repeater jamming(ISRJ)against inverse synthetic aperture radar(ISAR)can obtain two-dimensional blanket jamming performance by joint fast and slow time domain interrupted modulation,which is obviously dif-ferent from the conventional multi-false-target deception jam-ming.In this paper,a suppression method against this kind of novel jamming is proposed based on inter-pulse energy function and compressed sensing theory.By utilizing the discontinuous property of the jamming in slow time domain,the unjammed pulse is separated using the intra-pulse energy function diffe-rence.Based on this,the two-dimensional orthogonal matching pursuit(2D-OMP)algorithm is proposed.Further,it is proposed to reconstruct the ISAR image with the obtained unjammed pulse sequence.The validity of the proposed method is demon-strated via the Yake-42 plane data simulations. 展开更多
关键词 jamming suppression compressed sensing(CS) interrupted sampling repeater jamming(ISRJ) energy function inverse synthetic aperture radar(ISAR).
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Secure beamforming designs for maximizing secrecy sum rate in MISO-NOMA networks
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作者 Yanbo Zhang Zheng Yang +5 位作者 Jingjing Cui Xianfu Lei Yi Wu Jun Zhang Chao Fang Zhiguo Ding 《Digital Communications and Networks》 2025年第1期83-91,共9页
In this paper,the application of Non-Orthogonal Multiple Access(NOMA)is investigated in a multiple-input single-output network consisting of multiple legitimate users and a potential eavesdropper.To support secure tra... In this paper,the application of Non-Orthogonal Multiple Access(NOMA)is investigated in a multiple-input single-output network consisting of multiple legitimate users and a potential eavesdropper.To support secure transmissions from legitimate users,two NOMA Secrecy Sum Rate Transmit Beam Forming(NOMA-SSR-TBF)schemes are proposed to maximise the SSR of a Base Station(BS)with sufficient and insufficient transmit power.For BS with sufficient transmit power,an artificial jamming beamforming design scheme is proposed to disrupt the potential eavesdropping without impacting the legitimate transmissions.In addition,for BS with insufficient transmit power,a modified successive interference cancellation decoding sequence is used to reduce the impact of artificial jamming on legitimate transmissions.More specifically,iterative algorithm for the successive convex approximation are provided to jointly optimise the vectors of transmit beamforming and artificial jamming.Experimental results demonstrate that the proposed NOMA-SSR-TBF schemes outperforms the existing works,such as the maximized artificial jamming power scheme,the maximized artificial jamming power scheme with artificial jamming beamforming design and maximized secrecy sum rate scheme without artificial jamming beamforming design. 展开更多
关键词 NOMA Secure transmission Artificial jamming Beamforming design
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A Novel Tunable Stiffness Method Using Gecko Setae-Inspired Adhesive Interlayer Films for Soft Actuator
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作者 Zhihuan Wang Linsen Xu +3 位作者 Liangzhi Ye Mingming Wang Zhihua Zhang Tao Wu 《Journal of Bionic Engineering》 2025年第4期1788-1803,共16页
Soft actuators are inherently flexible and compliant,traits that enhance their adaptability to diverse environments and tasks.However,their low structural stiffness can lead to unpredictable and uncontrollable complex... Soft actuators are inherently flexible and compliant,traits that enhance their adaptability to diverse environments and tasks.However,their low structural stiffness can lead to unpredictable and uncontrollable complex deformations when substantial force is required,compromising their load-bearing capacity.This work proposes a novel method that uses gecko setae-inspired adhesives as interlayer films to construct a layer jamming structure to adjust the stiffness of soft actuators.The mechanical behavior of a single tilted microcylinder was analyzed using the energy method to determine the adhesion force of the adhesives.The gecko-inspired adhesive was designed under the guidance of the adhesion force model.Testing under various loads and directions revealed that the tilted characteristic of microcylinders can enhance the adhesion force in its grasping direction.The adhesive demonstrated excellent adhesion performance compared to other typical adhesives.A tunable stiffness actuator using gecko setae-inspired adhesives(TSAGA),was developed with these adhesives serving as interlayer films.The stiffness model of TSAGA was derived by analyzing its axial compression force.The results of stiffness test indicate that the adhesives serve as interlayer films can adjust the stiffness in response to applied load.TSAGA was compared with other typical soft actuators in order to evaluate the stiffness performance,and the results indicate that TSAGA exhibits the highest stiffness and the widest tunable stiffness range.This demonstrates the superior performance of the setae-inspired adhesives as interlayer films in terms of stiffness adjustment. 展开更多
关键词 Soft actuator Tunable stiffness Layer jamming Gecko setae ADHESIVE
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PPA/TPU复合改性沥青在Jamming转变下的改性机理研究
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作者 王青松 《城市建筑》 2025年第6期195-199,共5页
为研究多聚磷酸(PPA)与热塑性聚氨酯(TPU)复合改性沥青的改性机理及性能,对不同沥青试样采用红外光谱和扫描电镜试验分析其改性机理,用差示扫描量热和热重试验评价相转变后的热力学性质和热稳定性。结果表明:复合改性沥青的改性机理为... 为研究多聚磷酸(PPA)与热塑性聚氨酯(TPU)复合改性沥青的改性机理及性能,对不同沥青试样采用红外光谱和扫描电镜试验分析其改性机理,用差示扫描量热和热重试验评价相转变后的热力学性质和热稳定性。结果表明:复合改性沥青的改性机理为化学改性,反应产物氨基聚磷酸酯和微观结构的变化对Jamming转变的影响均有利于低温性能的改善;PPA使复合改性沥青较TPU改性沥青更接近均相体系,这种改变能降低复合改性沥青的玻璃化转变温度,但对热稳定性能不利。 展开更多
关键词 改性机理 Jamming转变 微相分离
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Joint Optimization Beamforming and Horizontal Trajectory for UAV Covert Communications in Non-Terrestrial Network
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作者 Lyu Daxin Wen Zhaoxi +2 位作者 Ma Yingchang Zhang Junlin Liu Mingqian 《China Communications》 2025年第10期34-51,共18页
With the widespread application of com-munication technology in the non-terrestrial network(NTN),the issue of the insecure communication due to the inherent openness of the NTN is increasingly being recognized.Consequ... With the widespread application of com-munication technology in the non-terrestrial network(NTN),the issue of the insecure communication due to the inherent openness of the NTN is increasingly being recognized.Consequently,safeguarding com-munication information in the NTN has emerged as a critical challenge.To address this issue,we pro-pose a beamforming and horizontal trajectory joint op-timization method for unmanned aerial vehicle(UAV)covert communications in the NTN.First,we formu-late an optimization problem that considers constraints such as the transmitting power and the distance.More-over,we employ the integrated communication and jamming(ICAJ)signal as Alice’s transmitting signal,further protecting the content of communication in-formation.Next,we construct two subproblems,and we propose an alternate optimization(AO)algorithm based on quadratic transform and penalty term method to solve the proposed two subproblems.Simulation re-sults demonstrate that the proposed method is effective and has better performance than benchmarks. 展开更多
关键词 BEAMFORMING covert communications horizontal trajectory optimization integrated commu-nication and jamming non-terrestrial network.
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Sensory Characterizations and Optimization of Cashew Apple Jam Formulations Using Baobab Powder as a Source of Pectin
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作者 Marie Bianoun Louise Dégni Doudjo Soro +3 位作者 Essan Bla Zita N’Goran-Aw Djedjro Clément Akmel Nogbou Emmanuel Assidjo Kouassi Benjamin Yao 《Food and Nutrition Sciences》 2025年第1期120-136,共17页
Cashew processing in Côte d’Ivoire focuses only on the cashew nut, to the detriment of the apple. Only a very small proportion of the apple is processed into juice. The aim of this work is to enhance the value o... Cashew processing in Côte d’Ivoire focuses only on the cashew nut, to the detriment of the apple. Only a very small proportion of the apple is processed into juice. The aim of this work is to enhance the value of cashew apples by transforming them into jam. Specifically, the aim was first to characterize the sensory properties of cashew apple jam formulations using baobab powder as a source of pectin and then to optimise the formulations. A Box-Behken design with pH, Sugar, and Baobab as factors was used to model and characterize the jam sensory descriptors, and a multivariate analysis with SensomineR was used to characterize the jam formulations. The desirability function was used to optimise the formulations. The results show globally significant regressions at the 0.05 threshold for the sensory descriptors Gelling, Brilliance, Smell, Sweetness, and (-)Astringency, with the exception of (-)Salinity. The R2 coefficients are greater than 80%. The factors studied could have effects on the sensory descriptors of cashew jam formulations. The Baobab had the main effect on the gelling, smell, and astringency of the jams. Brilliance depended on the added sugar. A product effect (p < 0.001) was observed for the descriptors Smell, Gelling, Brilliance, and Sweetness, as these allowed the panelists to find differences between the formulations. Optimum jam formulation can be achieved with 51.56% sugar and 2.12% Baobab at a pH of 3.15. Cashew apple jam using Baobab offers opportunities to add value to apples that have long been abandoned in the field. It would be important to find conditions for prolonged storage of this jam. 展开更多
关键词 Cashew Apple Sensory Characterization Jam Formulation Area Design Product Effect Overall Desirability
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Dynamic Multi-Target Jamming Channel Allocation and Power Decision-Making in Wireless Communication Networks:A Multi-Agent Deep Reinforcement Learning Approach
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作者 Peng Xiang Xu Hua +4 位作者 Qi Zisen Wang Dan Zhang Yue Rao Ning Gu Wanyi 《China Communications》 2025年第5期71-91,共21页
This paper studies the problem of jamming decision-making for dynamic multiple communication links in wireless communication networks(WCNs).We propose a novel jamming channel allocation and power decision-making(JCAPD... This paper studies the problem of jamming decision-making for dynamic multiple communication links in wireless communication networks(WCNs).We propose a novel jamming channel allocation and power decision-making(JCAPD)approach based on multi-agent deep reinforcement learning(MADRL).In high-dynamic and multi-target aviation communication environments,the rapid changes in channels make it difficult for sensors to accurately capture instantaneous channel state information.This poses a challenge to make centralized jamming decisions with single-agent deep reinforcement learning(DRL)approaches.In response,we design a distributed multi-agent decision architecture(DMADA).We formulate multi-jammer resource allocation as a multiagent Markov decision process(MDP)and propose a fingerprint-based double deep Q-Network(FBDDQN)algorithm for solving it.Each jammer functions as an agent that interacts with the environment in this framework.Through the design of a reasonable reward and training mechanism,our approach enables jammers to achieve distributed cooperation,significantly improving the jamming success rate while considering jamming power cost,and reducing the transmission rate of links.Our experimental results show the FBDDQN algorithm is superior to the baseline methods. 展开更多
关键词 jamming resource allocation JCAPD MADRL wireless communication countermeasure wireless communication networks
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Jamming recognition method based on wavelet packet decomposition and improved deep learning
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作者 Qi Wu Gang Li +4 位作者 Xiang Wang Hao Luo Lianghong Li Qianbin Chen Xiaorong Jing 《Digital Communications and Networks》 2025年第5期1469-1478,共10页
To overcome the challenges of poor real-time performance,limited scalability,and low intelligence in conventional jamming pattern recognition methods,this paper proposes a method based on Wavelet Packet Decomposition(... To overcome the challenges of poor real-time performance,limited scalability,and low intelligence in conventional jamming pattern recognition methods,this paper proposes a method based on Wavelet Packet Decomposition(WPD)and enhanced deep learning techniques.In the proposed method,an agent at the receiver processes the received signal using WPD to generate an initial Spectrogram Waterfall(SW),which is subsequently segmented using a sliding window to serve as the input for the jamming recognition network.The network employs a bilateral filter to preprocess the input SW,thereby enhancing the edge features of the jamming signals.To extract abstract features,depthwise separable convolution is utilized instead of traditional convolution,thereby reducing the network’s parameter count and enhancing real-time performance.A pyramid pooling layer is integrated before the fully connected layer to enable the network to process input SW of varying sizes,thus enhancing scalability.During network training,adaptive moment estimation is employed as the optimizer,allowing the network to dynamically adjust the learning rate and accelerate convergence.A comprehensive comparison between the proposed jamming recognition network and six other models is conducted,along with Ablation Experiments(AE)based on numerical simulations.Simulation results demonstrate that the proposed method based on WPD and enhanced deep learning achieves high-precision recognition of various jamming patterns while maintaining a favorable balance among prediction accuracy,network complexity,and prediction time. 展开更多
关键词 Wavelet packet decomposition Improved deep learning Spectrogram waterfall Pyramid pooling Jamming recognition
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