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Design and commissioning of a wideband RF system for CSNS-Ⅱ rapid-cycling synchrotron
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作者 Jian Wu Xiang Li +4 位作者 Bin Wu Chun-Lin Zhang Yang Liu Wei Long Xiao Li 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第1期35-44,共10页
The China Spallation Neutron Source(CSNS) upgrade project(CSNS-Ⅱ) aims to enhance the beam power from 100 to 500 kW. A dual-harmonic accelerating method has been adopted to alleviate the stronger space-charge effect ... The China Spallation Neutron Source(CSNS) upgrade project(CSNS-Ⅱ) aims to enhance the beam power from 100 to 500 kW. A dual-harmonic accelerating method has been adopted to alleviate the stronger space-charge effect in rapid-cycling synchrotrons owing to the increased beam intensity. To satisfy the requirements of dual-harmonic acceleration, a new radiofrequency(RF) system based on a magnetic alloy-loaded cavity is proposed. This paper presents design considerations and experimental results regarding the performance evaluation of the proposed RF system through high-power tests and beam commissioning. The test results demonstrate that the RF system satisfies the desired specifications and affords significant benefits for CSNS-Ⅱ. 展开更多
关键词 Dual-harmonic acceleration Magnetic alloy-loaded cavity rf system
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Advanced topics on RF amplitude and phase detection for low-level RF systems 被引量:4
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作者 Zhe-Qiao Geng Roger Kalt 《Nuclear Science and Techniques》 SCIE CAS CSCD 2019年第10期9-20,共12页
Low-level radio frequency(LLRF)systems stabilize the electromagnetic field in the RF cavities used for beam acceleration in particle accelerators.Reliable,accurate,and precise detection of RF amplitude and phase is pa... Low-level radio frequency(LLRF)systems stabilize the electromagnetic field in the RF cavities used for beam acceleration in particle accelerators.Reliable,accurate,and precise detection of RF amplitude and phase is particularly important to achieve high field stability for pulsed accelerators of free-electron lasers(FEL).The digital LLRF systems employ analog-to-digital converters to sample the frequency down-converted RF signal and use digital demodulation algorithms to calculate the RF amplitude and phase.Different sampling strategies and demodulation algorithms have been developed for these purposes and are introduced in this paper.This article focuses on advanced topics concerning RF detection,including accurate RF transient measurement,wideband RF detection,and RF detection with an asynchronous trigger,local oscillator,or clock.The analysis is based on the SwissFEL measurements,but the algorithms introduced are general for RF signal detection in particle accelerators. 展开更多
关键词 Low-level radio frequency rf DETECTOR rf TRANSIENT DETECTION ASYNCHRONOUS rf DETECTION
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Examining RF jitter and transverse mode-coupling instability in triple-frequency RF systems 被引量:1
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作者 Shi-Chang Jiang Gang Xu 《Nuclear Science and Techniques》 SCIE CAS CSCD 2020年第5期1-11,共11页
A longitudinal accumulation scheme based on a triple-frequency RF system,in which the static radio frequency(RF)bucket is lengthened to be compatible with the realizable raise time of a fast pulse kicker,is proposed i... A longitudinal accumulation scheme based on a triple-frequency RF system,in which the static radio frequency(RF)bucket is lengthened to be compatible with the realizable raise time of a fast pulse kicker,is proposed in this paper.With this technique,the bunch from a booster can be captured by the longitudinal acceptance without any disturbance to the stored bunch,which remains at the center.This composite RF system consists of three different frequencies,which can be regarded as the conventional bunch lengthening RF system(usually containing fundamental and third harmonic cavities)extended by an additional second harmonic RF cavity.In this paper,we discuss the RF jitter and the transverse mode-coupling instability(TMCI)when using this special RF system.Considering several different bunch profiles,we discuss the beam stability with regard to the RF jitter.However,for the TMCI we assume an ideal bunch profile,where the bunch is exactly lengthened to the maximum extent.While macroparticle simulation is the main method used to study the impact of the RF jitter,numerical analysis and simulations for the TMCI while using a triple-frequency RF system are also presented in this paper.An approximation formula,based on the existing model,is also derived to estimate the impact of the TMCI on the single bunch current threshold when using harmonic cavities. 展开更多
关键词 Light source TRIPLE-FREQUENCY rf JITTER Transverse mode-coupling instability(TMCI)
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RF System利用Silicon Laboratories小型微控制器发展先进医疗应用
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《电子与电脑》 2005年第9期33-33,共1页
关键词 SILICON system 微控制器 rf 医疗应用 代理商 零组件 摄影机 胶囊
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A New Interlock Design for the TESLA RF System
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作者 H.Leich J.Kahl 《International Conference on Computing in High Energy and Nuclear Physics》 2001年第1期106-108,共3页
The RF system for TESLA requires a comprehensive interlock system.Usually interlock systems are organized in a hierarchical way,In order to react to different fault conditions in a fast and flexible manner a nonhierar... The RF system for TESLA requires a comprehensive interlock system.Usually interlock systems are organized in a hierarchical way,In order to react to different fault conditions in a fast and flexible manner a nonhierarchical organization seems to be the better solution ,At the TESLA Test Facility (TTF) at DESY we will install a nonhierarchical interlock system that is based on user desgned reprogrammable gate-arrays (FPGA's) which incorporate an embedded microcontroller system.This system could beused later for the TESLA linear collider replacing a strictly hierarchical design. 展开更多
关键词 计算机控制 联锁设计 TESLA rf系统
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RF CMOS、BiCMOS的新进展(六)——RF ASIC和微系统集成
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第3期205-214,共10页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成
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RF CMOS、BiCMOS的新进展(五)——移相器、RF开关、集成无源元件和相控阵(续)
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第2期109-118,共10页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成
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RF CMOS、BiCMOS的新进展(五)——移相器、RF开关、集成无源元件和相控阵
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第1期1-12,共12页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成`
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基于随机森林算法(RF)的深层煤岩气CO_(2)与N_(2)伴注压裂协同增效机制
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作者 方燕俊 罗懿 王帆 《非常规油气》 2026年第1期63-72,共10页
针对深层煤岩气藏吸附气解吸困难、压后产能低和递减快等问题,在CO_(2)与N_(2)对煤层作用机制的基础上,以鄂尔多斯盆地大牛地深层煤岩气为研究对象,通过开展甲烷解吸性能测试、岩心伤害测试以及返排液滞留测试等室内实验,进行地层条件... 针对深层煤岩气藏吸附气解吸困难、压后产能低和递减快等问题,在CO_(2)与N_(2)对煤层作用机制的基础上,以鄂尔多斯盆地大牛地深层煤岩气为研究对象,通过开展甲烷解吸性能测试、岩心伤害测试以及返排液滞留测试等室内实验,进行地层条件下不同注气压力、气液体积比和气体配比等伴注参数混合气伴注对煤岩润湿性能、微观结构、表面电荷性质以及对甲烷解吸性能的影响因素分析,同时结合随机森林算法(RF),明确了滑溜水压裂液对深层煤岩气解吸性能影响的主控因素和预测主控因素边界条件。研究表明,气体与液体共存条件下,压裂液对煤岩的伤害占主导地位,注气可以减缓压裂液对煤岩的伤害;Zeta电位、质量差、接触角和注气压力是煤岩气解吸影响的主控因素,当气液配比为1∶4、V(N_(2))∶V(CO_(2))=1∶3~1∶4(温度80℃,压力5 MPa),浸泡后煤样与水的接触角控制在30°~40°、Zeta电位控制在-60~-70mV,最有利于提高甲烷的解吸量,同时考虑CO_(2)成本高于N_(2),V(N_(2))∶V(CO_(2))=1∶3效益最佳。 展开更多
关键词 深层煤岩气 混合气伴注 解吸 CO_(2) N_(2) 随机森林算法(rf)
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基于RBFNN-RF的南水北调中线总干渠冰情预测模型
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作者 陈晓楠 刘爽 +3 位作者 陈宁 李晓倩 穆祥鹏 段春青 《水利水电快报》 2026年第1期1-7,共7页
为提升南水北调中线总干渠冰期输水能力,实现在保障冰期安全运行前提下尽可能多供水的目标,精准预测总干渠冰情有重要意义。利用南水北调中线工程通水以来的冰情原型观测数据,应用径向基神经网络(RBFNN)建立了当日平均水温、次日最高和... 为提升南水北调中线总干渠冰期输水能力,实现在保障冰期安全运行前提下尽可能多供水的目标,精准预测总干渠冰情有重要意义。利用南水北调中线工程通水以来的冰情原型观测数据,应用径向基神经网络(RBFNN)建立了当日平均水温、次日最高和最低气温、次日天气状况、次日水流流速与次日平均水温的非线性回归模型,利用随机森林(RF)模型建立了基于水温、气温、流速因子研判冰情状态的二分类模型,并结合两者形成了基于径向基神经网络和随机森林(RBFNN-RF)的冰情逐日预测模型。以南水北调中线总干渠北拒马河断面为典型代表,应用该模型分别针对1,3,5,7 d预见期的冰情进行测试。结果表明:1,3,5,7 d预测水温的均方根误差分别为0.17,0.36,0.52,0.64℃,而相应预见期下的冰情状态预测准确率分别为95.28%,92.68%,89.08%和85.22%,建立的冰情预测模型具有较高的精度。该冰情预测模型可为南水北调中线工程实施精准动态调度,充分发挥工程效益提供技术支撑,并为类似明渠长距离调水工程的冰期调度提供参考。 展开更多
关键词 冰情预测 RBFNN rf 南水北调中线总干渠
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基于RF-Transformer的测井曲线页岩岩相识别方法
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作者 苏俊磊 董旭 +4 位作者 唐嘉伟 曾渝 石雪莹 李佩璇 杨仁杰 《测井技术》 2026年第1期153-162,共10页
岩相识别是油气储层精细刻画的关键环节,其准确性直接影响储层评价结果的可靠性。现有识别方法在测井数据高频噪声抑制方面存在不足,且难以准确捕捉地层纵向长程依赖关系。因此,本文提出了一种融合随机森林(Random Forest,RF)与Transfor... 岩相识别是油气储层精细刻画的关键环节,其准确性直接影响储层评价结果的可靠性。现有识别方法在测井数据高频噪声抑制方面存在不足,且难以准确捕捉地层纵向长程依赖关系。因此,本文提出了一种融合随机森林(Random Forest,RF)与Transformer的深度学习模型(RF-Transformer),以提高非均质储层页岩岩相识别的准确性与效率,为储层精细刻画提供技术支撑。该模型首先利用随机森林模型评估测井曲线(如自然伽马、声波时差、电阻率等)特征权重,用以筛选关键参数进而压制高频噪声,构建高质量特征输入向量。随后用Transformer模块,借助其自注意力机制的全局上下文感知能力,并行计算测井曲线的关联权重,从而深度挖掘并重构地层纵向长程依赖关系。以川南页岩气田3800个实测样本(含6类典型岩相、8条常规测井曲线)为数据集,开展模型性能对比与实例应用分析。结果表明:①RF-Transformer模型准确率达91.51%,较Transformer、长短期记忆网络(Long Short-Term Memory,LSTM)和卷积神经网络(Convolutional Neural Network,CNN)模型分别提升了12.90%、23.60%和47.54%,优于K近邻(81.09%)、决策树(77.28%)等传统机器学习模型;②该模型仅需约25次迭代即可进入收敛态,收敛速度较现有模型提升8~10倍;③成功筛选出自然伽马、声波时差、浅侧向电阻率等6条关键测井曲线,有效剔除深侧向电阻率等冗余特征与非地质噪声;④实例应用中,预测页岩岩相剖面纵向连续性与平滑度高,与真实地质分层特征高度吻合,精准刻画页岩岩相过渡带边界。结论认为,该模型在兼顾高抗噪性与强时序捕捉能力的同时,实现页岩岩相的高效精准识别,为非均质储层精细描述提供了可靠技术支撑,后续需围绕测井解释软件适配性展开优化。 展开更多
关键词 测井曲线 岩相识别 随机森林(Random Forest rf) 深度学习 TRANSFORMER 页岩储层 长程依赖 噪声抑制
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Design of Dipoles for the RF Energy Harvesting System Dedicated to GSM Applications
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作者 Abdoul Karim Mbodji Mohamed El Moctar +1 位作者 Malang Kambaye Ousmane Dieme 《Energy and Power Engineering》 2025年第1期1-12,共12页
Nowadays, we are witnessing an era marked by the autonomy of wireless devices and sensor networks without the aid of batteries. RF energy harvesting therefore becomes a promising alternative for battery dependence. Th... Nowadays, we are witnessing an era marked by the autonomy of wireless devices and sensor networks without the aid of batteries. RF energy harvesting therefore becomes a promising alternative for battery dependence. This work presents the design of an RF energy harvesting system consisting mainly of a rectenna (antenna and rectification circuit) and an adaptation circuit. First of all, we designed two dipole type antennas. One operates in the GSM 900 MHz band and the other in the GSM 1800 MHz band. The performances of the proposed antennas are provided by the ANSYS HFSS software. Secondly, we proposed two rectification circuits in order to obtain conversion efficiencies at 0 dBm of 64% for the system operating at the frequency of 900 MHz and 37% for the system at the frequency of 1800 MHz RF-DC. The rectifiers used are based on Schottky diodes. For maximum transfer of power between the antenna and the rectification circuit, L-type matching circuits have been proposed. This rectifier offers DC voltage values of 806 mV for the circuit at the frequency of 900 MHz and 616 mV for the circuit at the frequency of 1800 MHz. The adaptation circuits are obtained by carrying out simulations on the ADS (Advanced Design System) software. 展开更多
关键词 RECTENNA ANTENNA rf-DC Conversion Schottky Diode Efficiency rf Energy Harvesting
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Performance analysis of RIS-assisted dual-hop mixed FSO-RF UAV communication systems
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作者 Donghyun Kim Hwi Sung Park Bang Chul Jung 《Digital Communications and Networks》 2025年第4期1270-1278,共9页
In this paper,we investigate a Recofigurable Intelligent Surface(RIS)-assisted Free-Space Optics-Radio Frequency(FSO-RF)mixed dual-hop communication system for Unmanned Aerial Vehicles(UAVs).In the first hop,a source ... In this paper,we investigate a Recofigurable Intelligent Surface(RIS)-assisted Free-Space Optics-Radio Frequency(FSO-RF)mixed dual-hop communication system for Unmanned Aerial Vehicles(UAVs).In the first hop,a source UAV transmits data to a relay UAV using the FSO technique.In the second hop,the relay UAV forwards data to a destination Mobile Station(MS)via an RF channel,with the RIS enhancing coverage and performance.The relay UAV operates in a Decode-and-Forward(DF)mode.As the main contribution,we provide a mathematical performance analysis of the RIS-assisted FSO-RF mixed dual-hop UAV system,evaluating outage probability,Bit-Error Rate(BER),and average capacity.The analysis accounts for factors such as atmospheric attenuation,turbulence,geometric losses,and link interruptions caused by UAV hovering behaviors.To the best of our knowledge,this is the first theoretical investigation of RIS-assisted FSO-RF mixed dual-hop UAV communication systems.Our analytical results show strong agreement with Monte Carlo simulation outcomes.Furthermore,simulation results demonstrate that RIS significantly enhances the performance of UAV-aided mixed RF/FSO systems,although performance saturation is observed due to uncertainties stemming from UAV hovering behavior. 展开更多
关键词 Unmanned aerial vehicle Free-space optics Recofigurable intelligent surface Mixed rf/FSO channel Outage probability Bit-error rate
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Plasma polymerized hexamethyldisilazane thin films in RF remote plasma system: effect of substrate distance from plasma source
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作者 Saker SALOUM Samer Abou SHAKER 《Optoelectronics Letters》 2025年第10期601-605,共5页
Organosilicone thin films were prepared through plasma polymerization(pp)in a plasma enhance chemical vapour deposition(PECVD)system,utilizing hexamethyldisilazane(HMDSN)as a monomer precursor,at varying distances(25 ... Organosilicone thin films were prepared through plasma polymerization(pp)in a plasma enhance chemical vapour deposition(PECVD)system,utilizing hexamethyldisilazane(HMDSN)as a monomer precursor,at varying distances(25 mm,35 mm,45 mm,55 mm,and 65 mm)from the plasma source to the substrate.Research has examined how the distance between the substrate and plasma source impacts the properties of thin films,including their thickness,surface morphology,and photoluminescence(PL).It was discovered that as the distance increased,both film thickness and PL intensity also increased.Additionally,the film was observed to be more uniform and smoother when deposited 45 mm below the plasma source. 展开更多
关键词 plasma polymerization pp plasma polymerization HEXAMETHYLDISILAZANE substrate distance monomer precursorat thin filmsincluding plasma enhance chemical vapour deposition pecvd systemutilizing rf remote plasma
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First Superconducting RF System Commissioning for BEPCⅡ in China
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作者 孙毅 王光伟 +9 位作者 潘卫民 李中泉 黄泓 马强 林海英 徐波 王群要 李少鹏 何昆 刘亚萍 《Chinese Physics C》 SCIE CAS CSCD 北大核心 2008年第z1期191-193,共3页
The BEPC RF system has been changed to superconducting cavities during the last four years.In the Summer of 2006,the high power test had been successfully carried.In November,the East RF was put into commis- sioning.T... The BEPC RF system has been changed to superconducting cavities during the last four years.In the Summer of 2006,the high power test had been successfully carried.In November,the East RF was put into commis- sioning.The SRF system above 1.0MV voltage has been reached with the e^+/e^- collision beam over 100mA,and the beam current improved to 2.5GeV/250mA with 100kW beam power.The beam test shows the good matching of the RF parameters with measuring value and theoretic calculation.The commissioning and the high power test will be presented in this paper. 展开更多
关键词 SUPERCONDUCTING rf system beam commissioning first high power test
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基于FHSPSO-RF的交通事故严重程度预测
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作者 王淑椒 胡学龙 唐磊 《山东交通学院学报》 2026年第1期25-33,共9页
为提高交通事故严重程度的预测准确性,构建一种基于觅食生境选择粒子群优化(foraging habitat selection particle swarm optimization,FHSPSO)算法优化随机森林(random forest,RF)算法关键超参数的FHSPSO-RF模型,以美国华盛顿州西雅图... 为提高交通事故严重程度的预测准确性,构建一种基于觅食生境选择粒子群优化(foraging habitat selection particle swarm optimization,FHSPSO)算法优化随机森林(random forest,RF)算法关键超参数的FHSPSO-RF模型,以美国华盛顿州西雅图市2022年1月至2023年2月的交通事故数据为基础,选取12项特征指标,采用合成少数类过采样技术,增加重伤和死亡事故的样本数,改善事故类别分布均衡性;将FHSPSO-RF模型与支持向量机(support vector machine,SVM)、K近邻(K-nearest neighbors,KNN)和逻辑回归(logistic regression,LR)等模型进行性能对比,并通过SHAP(Shapley additive explanations)分析法,解析各特征对交通事故严重程度的影响机制。结果表明:过采样后重伤、死亡事故的召回率显著增大,FHSPSO-RF模型的整体性能更均衡;FHSPSO-RF模型的准确率、精确率、召回率、F1分数均高于其他3个模型,对交通事故严重程度的预测效果最好;在所有交通事故类型中,受伤人数和车辆数量均为最关键的驱动因素,对交通事故严重程度具有显著正向影响,行人数量、高冲击碰撞类型(如正面撞击)与复杂道路环境(如交叉口、匝道)是重伤及死亡事故的关键风险组合;财产损失事故与是否碰撞路边停放车辆密切相关。FHSPSORF模型在交通事故严重程度预测中表现出良好的性能与可解释性,可为交通事故风险预测与防控决策提供依据。 展开更多
关键词 交通事故 严重程度预测 FHSPSO rf
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CZTS based novel bifunctional photovoltaic and self-powered photodetection nano system
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作者 Kalyan B.Chavan Maruti V.Salve +1 位作者 Shweta Chaure Nandu B.Chaure 《Journal of Semiconductors》 2026年第1期50-63,共14页
CZTS(Cu_(2)ZnSnS_(4))is a quaternary semiconductor that is environmentally friendly,less expensive.In this paper,we report on the optimization and fabrication of CZTS-based heterojunction nanodevices for bifunctional ... CZTS(Cu_(2)ZnSnS_(4))is a quaternary semiconductor that is environmentally friendly,less expensive.In this paper,we report on the optimization and fabrication of CZTS-based heterojunction nanodevices for bifunctional applications such as solar cells and photodetectors.CZTS thin films were deposited on top of(Molybdenum)Mo-coated glass substrates via RF sputtering at 100 and 200 W.Rapid thermal processing(RTP)was used at 300,400,and 500℃temperatures.Cd S(cadmium sulphide)was deposited on CZTS using a chemical bath deposition system with 3-and 5-min deposition times.Zn O(zinc oxide)and AZO(aluminium doped zinc oxide)layers were deposited using RF(radio frequency)sputtering to create the solar device.XRD confirms the formation of a tetragonal structure with increased crystallinity due to the use of RTP.Raman reveals the characteristic Raman shift peak associated with CZTS at 336 and 335 cm^(-1).The FESEM shows a relationship with RTP temperature.Surface features,including grain size,vary with RTP temperature.The ideality factor is nearly 2,indicating imperfection in the Mo/CZTS interface.Schottky barrier height estimates range from 0.6 to 0.7 e V.Absorbance and transmittance show a predictable fluctuation with RTP temperature.Photovoltaic device was built using the higher crystalline feature of CZTS in conjunction with Cd S deposited at 3 and 5 min.The efficiency of Cd S deposited after 3 and 5 min was 1.15 and 0.97 percent,respectively.Fabricated devices were used for wavelength-dependent photodetection.This work demonstrated self-powered photodetection. 展开更多
关键词 CZTS thin film solar cell bifunctional device PHOTODETECTION rf sputtering
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基于Optuna超参数优化的混凝土抗压强度预测RF机器学习模型优化研究
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作者 张凯敏 《新材料·新装饰》 2026年第5期26-29,共4页
抗压强度作为混凝土核心性能指标,直接影响混凝土结构安全与耐久性。传统抗压强度预测方法耗时且易受环境干扰,为准确预测混凝土的抗压强度,文章基于Optuna超参数优化的随机森林(RF)算法,从文献中筛选1030组混凝土试验数据,以此为基础... 抗压强度作为混凝土核心性能指标,直接影响混凝土结构安全与耐久性。传统抗压强度预测方法耗时且易受环境干扰,为准确预测混凝土的抗压强度,文章基于Optuna超参数优化的随机森林(RF)算法,从文献中筛选1030组混凝土试验数据,以此为基础对比了RF算法与XGBOost、KNN和SVM算法的混凝土抗压强度预测精度。在确定RF算法表现最优后,采用Optuna算法对其进行超参数优化。结果显示,无论是在训练集还是测试集中,RF算法的预测精度均领先于其他三种算法,而经Optuna超参数优化后,RF机器学习模型的预测精度得到进一步提升。本研究为混凝土抗压强度预测提供了高效精准的新方法,有助于提升工程设计科学性,推动相关工程领域技术进步。 展开更多
关键词 混凝土 抗压强度预测 Optuna rf机器学习模型
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Impedance of RF shield on ceramic chamber in the rapid cycling synchrotron of China Spallation Neutron Source
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作者 Liang‑Sheng Huang Bin Wu +6 位作者 Ming‑Yang Huang Ren‑Hong Liu Biao Tan Peng‑Cheng Wang Yong‑Chuan Xiao Li‑Rui Zeng Xiao Li 《Nuclear Science and Techniques》 2026年第1期130-140,共11页
In a rapid cycling synchrotron(RCS),the magnetic field is synchronized with the beam energy,creating a highly dynamic magnetic environment.A ceramic chamber with a shielding layer(RF shield),composed of a series of co... In a rapid cycling synchrotron(RCS),the magnetic field is synchronized with the beam energy,creating a highly dynamic magnetic environment.A ceramic chamber with a shielding layer(RF shield),composed of a series of copper strips connected to a capacitor at either end,is typically employed as a vacuum chamber to mitigate eddy current effects and beam coupling impedance.Consequently,the ceramic chamber exhibits a thin-walled multilayered complex structure.Previous theoretical studies have suggested that the impedance of such a structure has a negligible impact on the beam.However,recent impedance measurements of the ceramic chamber in the China Spallation Neutron Source(CSNS)RCS revealed a resonance in the low-frequency range,which was confirmed by further theoretical analysis as a source of beam instability in the RCS.Currently,the magnitude of this impedance cannot be accurately assessed using theoretical calculations.In this study,we used the CST Microwave Studio to confirm the impedance of the ceramic chamber.Further simulations covering six different types of ceramic chambers were conducted to develop an impedance model in the RCS.Additionally,this study investigates the resonant characteristics of the ceramic chamber impedance,finding that the resonant frequency is closely related to the capacitance of the capacitors.This finding provides clear directions for further impedance optimization and is crucial for achieving a beam power of 500 kW for the CSNS Phase-Ⅱ project(CSNS-Ⅱ).However,careful attention must be paid to the voltage across the capacitors. 展开更多
关键词 Beam coupling impedance Ceramic chamber rf shield RESONANCE High dynamic magnetic environment
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特征RF识别下空调集群直接负荷双层优化控制
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作者 郑元杰 丁毛毛 +1 位作者 付珺 严佳梅 《电子设计工程》 2026年第4期164-167,172,共5页
为更有效地管理电力系统中空调集群的电力需求,减少电压波动和负荷峰谷差,提高电网的稳定性和经济性,设计特征随机森林(Random Forest,RF)识别下的空调集群直接负荷双层优化控制方法。基于特征RF识别方法辨识空调用户群体,构建上层与下... 为更有效地管理电力系统中空调集群的电力需求,减少电压波动和负荷峰谷差,提高电网的稳定性和经济性,设计特征随机森林(Random Forest,RF)识别下的空调集群直接负荷双层优化控制方法。基于特征RF识别方法辨识空调用户群体,构建上层与下层的双层优化控制目标函数,采用遗传算法求解双层优化控制目标函数,实现直接负荷双层优化控制。测试结果表明,设计方法控制后系统的削峰成本降低至3元/(kW·h)以下,电压水平比较稳定。 展开更多
关键词 特征rf识别 空调集群 直接负荷控制 双层优化控制 目标函数
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