期刊文献+
共找到648篇文章
< 1 2 33 >
每页显示 20 50 100
Survey and Proposal of an Adaptive Anomaly Detection Algorithm for Periodic Data Streams 被引量:2
1
作者 Zirije Hasani Samedin Krrabaj 《Journal of Computer and Communications》 2019年第8期33-55,共23页
Real-time anomaly detection of massive data streams is an important research topic nowadays due to the fact that a lot of data is generated in continuous temporal processes. There is a broad research area, covering ma... Real-time anomaly detection of massive data streams is an important research topic nowadays due to the fact that a lot of data is generated in continuous temporal processes. There is a broad research area, covering mathematical, statistical, information theory methodologies for anomaly detection. It addresses various problems in a lot of domains such as health, education, finance, government, etc. In this paper, we analyze the state-of-the-art of data streams anomaly detection techniques and algorithms for anomaly detection in data streams (time series data). Critically surveying the techniques’ performances under the challenge of real-time anomaly detection of massive high-velocity streams, we conclude that the modeling of the normal behavior of the stream is a suitable approach. We evaluate Holt-Winters (HW), Taylor’s Double Holt-Winters (TDHW), Hierarchical temporal memory (HTM), Moving Average (MA), Autoregressive integrated moving average (ARIMA) forecasting models, etc. Holt-Winters (HW) and Taylor’s Double Holt-Winters (TDHW) forecasting models are used to predict the normal behavior of the periodic streams, and to detect anomalies when the deviations of observed and predicted values exceeded some predefined measures. In this work, we propose an enhancement of this approach and give a short description about the algorithms and then they are categorized by type of pre-diction as: predictive and non-predictive algorithms. We implement the Genetic Algorithm (GA) to periodically optimize HW and TDHW smoothing parameters in addition to the two sliding windows parameters that improve Hyndman’s MASE measure of deviation, and value of the threshold parameter that defines no anomaly confidence interval [1]. We also propose a new optimization function based on the input training datasets with the annotated anomaly intervals, in order to detect the right anomalies and minimize the number of false ones. The proposed method is evaluated on the known anomaly detection benchmarks NUMENTA and Yahoo datasets with annotated anomalies and real log data generated by the National education information system (NEIS)1 in Macedonia. 展开更多
关键词 ANOMALY Detection periodic Time Series HOLT Winters algorithm Genetic algorithm GA MASE HTM
暂未订购
Optimization of Coupled Periodic Antenna Using Genetic Algorithm with Floquet Modal Analysis and MoM-GEC
2
作者 Nader Ben Latifa Taoufik Aguili 《Open Journal of Antennas and Propagation》 2022年第1期1-15,共15页
In this paper Genetic Algorithm has been integrated with Fouquet modal analysis to optimize radiation pattern of coupled periodic antenna. Floquet analysis is used with MoM-GEC (Moment-Generalized Equivalent Circuit) ... In this paper Genetic Algorithm has been integrated with Fouquet modal analysis to optimize radiation pattern of coupled periodic antenna. Floquet analysis is used with MoM-GEC (Moment-Generalized Equivalent Circuit) method to study a finite periodic array with uniform amplitude and linear phase distribution. This method is very advantageous for studying large antenna array since it considerably reduces the computation time and the number of operations. In this way, Genetic algorithm is introduced and combined with Floquet analysis to optimize the radiation pattern distribution of this coupled periodic antenna. The goal of the optimization is to provide a better radiation characteristic for the coupled periodic antenna with maximum side lobe level reduction. 展开更多
关键词 periodic Antenna Floquet Analysis MoM-GEC Method Genetic algorithm
在线阅读 下载PDF
THE CRITERION ALGORITHM OF RELATION OF IMPLICATION BETWEEN PERIODIC ORBITS(Ⅰ)
3
作者 张景中 杨路 章雷 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1989年第11期1029-1037,共9页
In recent years, there is a wide interest in Sarkovskii's theorem ami the related study. According to Sarkovskii's theoren if the continuous self-mapf of the closed interval has a 3-pcriodic orbit, then fmust ... In recent years, there is a wide interest in Sarkovskii's theorem ami the related study. According to Sarkovskii's theoren if the continuous self-mapf of the closed interval has a 3-pcriodic orbit, then fmust has an n-pcriodic orbit for any positive integer n. But f can not has all n-periodic orbits for some n.For example, letEvidently, f has only one kind of 3-periodic orbit in the two kinds of 3-periodic orbits. This explains that it isn't far enough to uncover the relation between periodic orbits by information which Sarkovskii's theorem has offered. In this paper, we raise the concept of type of periodic orbits, and give a feasible algorithm which decides the relation of implication between two periodic orbits. 展开更多
关键词 THE CRITERION algorithm OF RELATION OF IMPLICATION BETWEEN periodic ORBITS
在线阅读 下载PDF
Stability and Robustness Analysis of an Adaptive Algorithm for Quasi-periodic Disturbances Rejection
4
作者 徐昱琳 张五一 杨向萍 《Journal of Donghua University(English Edition)》 EI CAS 2004年第6期49-53,共5页
Winding and web transport systems are subjected to quasi-periodic disturbances of the web tension due to the eccentricity and the non-circularity of the reel and rolls. The disturbances induced by the non-circularity ... Winding and web transport systems are subjected to quasi-periodic disturbances of the web tension due to the eccentricity and the non-circularity of the reel and rolls. The disturbances induced by the non-circularity and eccentricity of the rolls are quasi-periodic with a frequency that varies with their rotation speed. An adaptive method of rejection of these disturbances is proposed in this paper. It is based on a phase-locked loop structure that estimates simutaneously the phase and magnitude of the perturbation and then cancels it. This algorithm can be plugged in an existing industrial controller. The stability and robustness of the algorithm are also discussed. The ability of the algorithm to reject quasi-periodic disturbances with slowly varying frequencies is shown through simulation results. 展开更多
关键词 QUASI-periodic DISTURBANCE rejection web WINDING systems adaptive algorithm phase-locked loop STABILITY and robustness analysis
在线阅读 下载PDF
Single-machine scheduling with preventive periodic maintenance and resumable jobs in remanufacturing system 被引量:2
5
作者 刘碧玉 陈伟达 《Journal of Southeast University(English Edition)》 EI CAS 2012年第3期349-353,共5页
A single-machine scheduling with preventive periodic maintenance activities in a remanufacturing system including resumable and non-resumable jobs is studied.The objective is to find a schedule to minimize the makespa... A single-machine scheduling with preventive periodic maintenance activities in a remanufacturing system including resumable and non-resumable jobs is studied.The objective is to find a schedule to minimize the makespan and an LPT-LS algorithm is proposed.Non-resumable jobs are first scheduled in a machine by the longest processing time(LPT) rule,and then resumable jobs are scheduled by the list scheduling(LS) rule.And the worst-case ratios of this algorithm in three different cases in terms of the value of the total processing time of the resumable jobs(denoted as S2) are discussed.When S2 is longer than the spare time of the machine after the non-resumable jobs are assigned by the LPT rule,it is equal to 1.When S2 falls in between the spare time of the machine by the LPT rule and the optimal schedule rule,it is less than 2.When S2 is less than the spare time of the machine by the optimal schedule rule,it is less than 2.Finally,numerical examples are presented for verification. 展开更多
关键词 single-machine scheduling preventive periodic maintenance resumable jobs LPT-LS algorithm
在线阅读 下载PDF
THE 2-ERROR LINEAR COMPLEXITY OF 2~n-PERIODIC BINARY SEQUENCES WITH LINEAR COMPLEXITY 2~n-1 被引量:21
6
作者 Zhu Fengxiang Qi Wenfeng 《Journal of Electronics(China)》 2007年第3期390-395,共6页
Linear complexity and k-error linear complexity of the stream cipher are two important standards to scale the randomicity of keystreams. For the 2n -periodicperiodic binary sequence with linear complexity 2n 1and k = ... Linear complexity and k-error linear complexity of the stream cipher are two important standards to scale the randomicity of keystreams. For the 2n -periodicperiodic binary sequence with linear complexity 2n 1and k = 2,3,the number of sequences with given k-error linear complexity and the expected k-error linear complexity are provided. Moreover,the proportion of the sequences whose k-error linear complexity is bigger than the expected value is analyzed. 展开更多
关键词 Linear complexity k-error linear complexity periodic binary sequences Chan-Games algorithm
在线阅读 下载PDF
Fast period estimation of X-ray pulsar signals using an improved fast folding algorithm 被引量:1
7
作者 Minzhang SONG Yidi WANG +4 位作者 Wei ZHENG Liansheng LI Yusong WANG Xiaowei HU Yulong WU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第10期309-316,共8页
An accurate period is important to recover the pulse profile from a recorded photon event series of an X-ray pulsar and to estimate the pulse time of arrival,which is the measurement of X-ray pulsar navigation.Epoch f... An accurate period is important to recover the pulse profile from a recorded photon event series of an X-ray pulsar and to estimate the pulse time of arrival,which is the measurement of X-ray pulsar navigation.Epoch folding is a classical period estimation method in the time domain;however,its computational complexity grows as the number of trail periods increases.In order to reduce the computational complexity,this paper improves the fast folding algorithm through segment correlation and amplitude accumulation,which is based on the post-order traversal of a binary tree.Compared with epoch folding,the improved fast folding algorithm can achieve a similar accuracy at the cost of a lower computational burden.Compared with the original fast folding algorithm,the improved algorithm can be applied to detectors with a much smaller effective area.The performance of the method is investigated by simulation data and observation data from the Neutron star Interior Composition Explorer(NICER). 展开更多
关键词 Epoch folding Fast folding algorithm Pulsar spin period Phase estimation X-ray pulsar
原文传递
Bifurcation of Periodic Motion of Rigid Rotor System Supported by Angular Contact Ball Bearings
8
作者 崔立 刘长利 郑建荣 《Transactions of Tianjin University》 EI CAS 2011年第6期404-410,共7页
Rotor systems supported by angular contact ball bearings are complicated due to nonlinear Hertzian contact force. In this paper, nonlinear bearing forces of ball bearing under five-dimensional loads are given, and 5-D... Rotor systems supported by angular contact ball bearings are complicated due to nonlinear Hertzian contact force. In this paper, nonlinear bearing forces of ball bearing under five-dimensional loads are given, and 5-DOF dynamic equations of a rigid rotor ball bearing system are established. Continuation-shooting algorithm for periodic solutions of the nonlinear non-autonomous dynamic system and Floquet multipliers of the system are used. Furthermore, the bifurcation and stability of the periodic motion of the system in different parametric domains are also studied. Results show that the bifurcation and stability of period-1 motion vary with structural parameters and operating parameters of the rigid rotor ball bearing system. Avoidance of unbalanced force and bending moment, appropriate initial contact angle, axial load and damping factor help enhance the unstable rotating speed of period-1 motion. 展开更多
关键词 angular contact ball bearing rigid rotor system BIFURCATION periodic motion continuation-shooting algorithm
在线阅读 下载PDF
Improving Wilson-θ and Newmark-β Methods for Quasi-Periodic Solutions of Nonlinear Dynamical Systems 被引量:1
9
作者 G. Liu Z. R. Lv Y. M. Chen 《Journal of Applied Mathematics and Physics》 2018年第8期1625-1635,共11页
Quasi-periodic responses can appear in a wide variety of nonlinear dynamical systems. To the best of our knowledge, it has been a tough job for years to solve quasi-periodic solutions, even by numerical algorithms. He... Quasi-periodic responses can appear in a wide variety of nonlinear dynamical systems. To the best of our knowledge, it has been a tough job for years to solve quasi-periodic solutions, even by numerical algorithms. Here in this paper, we will present effective and accurate algorithms for quasi-periodic solutions by improving Wilson-θ and Newmark-β methods, respectively. In both the two methods, routinely, the considered equations are rearranged in the form of incremental equilibrium equations with the coefficient matrixes being updated in each time step. In this study, the two methods are improved via a predictor-corrector algorithm without updating the coefficient matrixes, in which the predicted solution at one time point can be corrected to the true one at the next. Numerical examples show that, both the improved Wilson-θ and Newmark-β methods can provide much more accurate quasi-periodic solutions with a smaller amount of computational resources. With a simple way to adjust the convergence of the iterations, the improved methods can even solve some quasi-periodic systems effectively, for which the original methods cease to be valid. 展开更多
关键词 Wilson-θ METHOD Newmark-β METHOD QUASI-periodic Solution PREDICTOR-CORRECTOR algorithm
在线阅读 下载PDF
Optimization model for performance-based warranty decision of degraded systems based on improved sparrow search algorithm
10
作者 DONG Enzhi CHENG Zhonghua +3 位作者 LIU Zichang ZHU Xi WANG Rongcai BAI Yongsheng 《Journal of Systems Engineering and Electronics》 2025年第5期1259-1280,共22页
Performance-based warranties(PBWs)are widely used in industry and manufacturing.Given that PBW can impose financial burdens on manufacturers,rational maintenance decisions are essential for expanding profit margins.Th... Performance-based warranties(PBWs)are widely used in industry and manufacturing.Given that PBW can impose financial burdens on manufacturers,rational maintenance decisions are essential for expanding profit margins.This paper proposes an optimization model for PBW decisions for systems affected by Gamma degradation processes,incorporating periodic inspection.A system performance degradation model is established.Preventive maintenance probability and corrective renewal probability models are developed to calculate expected warranty costs and system availability.A benefits function,which includes incentives,is constructed to optimize the initial and subsequent inspection intervals and preventive maintenance thresholds,thereby maximizing warranty profit.An improved sparrow search algorithm is developed to optimize the model,with a case study on large steam turbine rotor shafts.The results suggest the optimal PBW strategy involves an initial inspection interval of approximately 20 months,with subsequent intervals of about four months,and a preventive maintenance threshold of approximately 37.39 mm wear.When compared to common cost-minimization-based condition maintenance strategies and PBW strategies that do not differentiate between initial and subsequent inspection intervals,the proposed PBW strategy increases the manufacturer’s profit by 1%and 18%,respectively.Sensitivity analyses provide managerial recommendations for PBW implementation.The PBW strategy proposed in this study significantly increases manufacturers’profits by optimizing inspection intervals and preventive maintenance thresholds,and manufacturers should focus on technological improvement in preventive maintenance and cost control to further enhance earnings. 展开更多
关键词 performance-based warranty gamma process periodic inspection intelligent optimization algorithm
在线阅读 下载PDF
基于整数小波变换的Ray-Period压缩算法 被引量:10
11
作者 王学伟 孙金凤 王琳 《电网技术》 EI CSCD 北大核心 2008年第7期46-50,共5页
为解决基于传统小波变换的数据压缩方法存在的问题,在深入分析整数提升过程的基础上,提出了一种基于整数小波变换的Ray-Period压缩算法。该算法针对电力数据的特点,根据整数小波变换多分辨率分析的特性,将原始数据变换到小波域,以使变... 为解决基于传统小波变换的数据压缩方法存在的问题,在深入分析整数提升过程的基础上,提出了一种基于整数小波变换的Ray-Period压缩算法。该算法针对电力数据的特点,根据整数小波变换多分辨率分析的特性,将原始数据变换到小波域,以使变换后的信号能量主要集中在低频系数上,而后采用无损的Ray-Period压缩算法处理低频数据,采用改进的阈值压缩算法处理高频系数,并采用新的位图压缩算法处理阈值压缩后元素值超过3.125%时的非零元素。采用实际数据进行压缩,该算法的能量恢复系数优于10?4,压缩比小于6.39%,速度比传统的小波变换压缩算法提高了近1倍。 展开更多
关键词 数据压缩 提升算法 整数小波变换 Ray—period 阈值
在线阅读 下载PDF
RAY-Period压缩算法的研究与实现 被引量:2
12
作者 王学伟 戴紫微 《电测与仪表》 北大核心 2006年第10期26-29,共4页
针对电力系统中电能量数据传输的特点,研究并分析了数据库压缩算法RAY与周期压缩算法相结合的压缩算法。结合位图压缩方法,详细阐述了RAY和周期算法的压缩思想。最后给出了RAY-Period算法的压缩流程,并用C语言最终实现了这一算法。经过... 针对电力系统中电能量数据传输的特点,研究并分析了数据库压缩算法RAY与周期压缩算法相结合的压缩算法。结合位图压缩方法,详细阐述了RAY和周期算法的压缩思想。最后给出了RAY-Period算法的压缩流程,并用C语言最终实现了这一算法。经过测试,能够对电能量数据进行有效压缩,有效减少了网络传输数据量,具有很大的实用价值。 展开更多
关键词 数据压缩 RAY算法 period算法
在线阅读 下载PDF
Optimization of Linear Antenna Arrays Based on Genetic Algorithms
13
作者 王宏建 高本庆 刘瑞祥 《Journal of Beijing Institute of Technology》 EI CAS 2002年第2期180-183,共4页
The methods of moment and genetic algorithm (GA) are combined to optimize the Yagi Uda antenna array and Log periodic dipole antenna (LPDA) array. The element lengths and spacing are optimized for the Yagi Uda arra... The methods of moment and genetic algorithm (GA) are combined to optimize the Yagi Uda antenna array and Log periodic dipole antenna (LPDA) array. The element lengths and spacing are optimized for the Yagi Uda array; while the ratio factor of spacing to length as well as the ratio of length to diameter of the elements are optimized for LPDA array. The results show that the main parameters, such as gain and pattern, have been improved apparently; and the high back lobe level of LPDA can be reduced greatly, therefore, GA is a very competent method for optimizing the linear array as well as in other fields. 展开更多
关键词 GAIN front to back ratio genetic algorithm OPTIMIZATION Yagi Uda antenna Log periodic dipole antenna
在线阅读 下载PDF
Random State Approach to Quantum Computation of Electronic-Structure Properties
14
作者 Yiran Bai Feng Xiong Xueheng Kuang 《Chinese Physics Letters》 2026年第1期89-104,共16页
Classical computation of electronic properties in large-scale materials remains challenging.Quantum computation has the potential to offer advantages in memory footprint and computational scaling.However,general and v... Classical computation of electronic properties in large-scale materials remains challenging.Quantum computation has the potential to offer advantages in memory footprint and computational scaling.However,general and viable quantum algorithms for simulating large-scale materials are still limited.We propose and implement random-state quantum algorithms to calculate electronic-structure properties of real materials.Using a random state circuit on a small number of qubits,we employ real-time evolution with first-order Trotter decomposition and Hadamard test to obtain electronic density of states,and we develop a modified quantum phase estimation algorithm to calculate real-space local density of states via direct quantum measurements.Furthermore,we validate these algorithms by numerically computing the density of states and spatial distributions of electronic states in graphene,twisted bilayer graphene quasicrystals,and fractal lattices,covering system sizes from hundreds to thousands of atoms.Our results manifest that the random-state quantum algorithms provide a general and qubit-efficient route to scalable simulations of electronic properties in large-scale periodic and aperiodic materials. 展开更多
关键词 periodic materials random state circuit random state quantum algorithms electronic structure properties density states aperiodic materials quantum algorithms quantum computation
原文传递
Risk assessment of water security in Haihe River Basin during drought periods based on D-S evidence theory 被引量:7
15
作者 Qian-jin DONG Xia LIU 《Water Science and Engineering》 EI CAS CSCD 2014年第2期119-132,共14页
The weights of the drought risk index (DRI), which linearly combines the reliability, resiliency, and vulnerability, are difficult to obtain due to complexities in water security during drought periods. Therefore, d... The weights of the drought risk index (DRI), which linearly combines the reliability, resiliency, and vulnerability, are difficult to obtain due to complexities in water security during drought periods. Therefore, drought entropy was used to determine the weights of the three critical indices. Conventional simulation results regarding the risk load of water security during drought periods were often regarded as precise. However, neither the simulation process nor the DRI gives any consideration to uncertainties in drought events. Therefore, the Dempster-Shafer (D-S) evidence theory and the evidential reasoning algorithm were introduced, and the DRI values were calculated with consideration of uncertainties of the three indices. The drought entropy and evidential reasoning algorithm were used in a case study of the Haihe River Basin to assess water security risks during drought periods. The results of the new DRI values in two scenarios were compared and analyzed. It is shown that the values of the DRI in the D-S evidence algorithm increase slightly from the original results of Zhang et al. (2005), and the results of risk assessment of water security during drought periods are reasonable according to the situation in the study area. This study can serve as a reference for further practical application and planning in the Haihe River Basin, and other relevant or similar studies. 展开更多
关键词 risk assessment water security drought periods entropy D-S evidence theory "evidential reasoning algorithm Haihe River Basin
在线阅读 下载PDF
A CLOSED-FORM ALGORITHM FOR THE STEADY-STATE RESPONSE OF ELASTIC MECHANISMS
16
作者 顾洪波 《Journal of China Textile University(English Edition)》 EI CAS 1990年第3期47-50,共4页
This paper presents a closed-form algorithm for the steady-state response of elastic mecha-nisms. Based on an analytic expression of the initial conditions, the steady-state response can beobtained by just one cycle o... This paper presents a closed-form algorithm for the steady-state response of elastic mecha-nisms. Based on an analytic expression of the initial conditions, the steady-state response can beobtained by just one cycle of integration, thus the algorithm is of high efficiency. The algorithm isthen verified by comparing the computational results with the previously published experimental re-sults. 展开更多
关键词 mechanism ELASTIC analysis algorithm STEADY-STATE response periodic COEFFICIENT FUNDAMENTAL matrix.
在线阅读 下载PDF
Plotting the Clarifying Curves and Determination of the Specific Amount of Settled Material during the Initial Period to Sedimentation in Stationary Column of Aqueous Suspensions of Solids
17
作者 Victor Viorel Safta Mirela Dilea Gabriel Alexandru Constantin 《Journal of Mechanics Engineering and Automation》 2013年第4期203-208,共6页
The present paper presents an algorithm and a program for plotting the clarifying curves and for determination of the specific amount of settled material during the initial period based on data obtained from sedimenta... The present paper presents an algorithm and a program for plotting the clarifying curves and for determination of the specific amount of settled material during the initial period based on data obtained from sedimentation experiments in stationary column of aqueous suspensions of solids particles with different concentrations. The algorithm and program have been developed for an interactive, rapid and convenient processing of the data obtained from sedimentation experiments in stationary column of aqueous suspensions of solids particles and allow obtaining with accuracy of precise and expressive graphs which characterize the behaviour of aqueous suspensions to sedimentation in stationary column. Sedimentation study of different aqueous suspensions of solids particles in stationary column is of great importance for experimentally determining the important parameters required to design and exploitation clarifiers and sludge thickeners from waste water treatment plants. 展开更多
关键词 Sedimentation in stationary column of aqueous suspensions algorithm program clarifying curves specific amount ofsettled material during the initial period
在线阅读 下载PDF
考虑均衡服务和停站协同的城际铁路周期运行图优化 被引量:1
18
作者 周文梁 闫璐云 《铁道科学与工程学报》 北大核心 2025年第2期557-568,共12页
城际铁路作为城市群中旅客出行的骨干,对促进城市群内城市之间人员往来和各生产要素流动具有重要意义。周期列车运行图使得列车等时间间隔运行、具有周期规律性,能够为居民提供更便捷的出行服务。为通过均衡各OD(起讫点)服务列车发车和... 城际铁路作为城市群中旅客出行的骨干,对促进城市群内城市之间人员往来和各生产要素流动具有重要意义。周期列车运行图使得列车等时间间隔运行、具有周期规律性,能够为居民提供更便捷的出行服务。为通过均衡各OD(起讫点)服务列车发车和降低列车旅行时长来提高旅客出行效率,进而提高城际铁路旅客服务水平,在构建周期时间-空间网络的基础上,以最小化列车总旅行时间和OD列车服务均衡性为目标,考虑OD最小服务列车数量约束、列车最大旅行时长约束等条件,建立考虑停站的城际铁路周期列车运行图优化的多目标整数规划非线性模型,进而设计一种基于有向图弧权优化的启发式算法对模型进行求解。算法为了体现不同列车对相同有向弧使用成本的差异性,提出一种基于列车的差异化弧权体系,实现相同有向弧为不同列车设置不同惩罚权值,以引导不同列车选择不同运行路径。最后以京津城际铁路周期运行图编制为例,对比分析单目标优化时间、单目标优化OD服务均衡、固定列车停站优化和考虑列车停站优化多种情形下的优化结果,相比初始运行图而言,各优化结果分别提高了列车旅行时间和OD列车服务均衡性7%、36%、32%及38%的整体效益。研究结果可为城际铁路运营管理部门进一步优化周期列车运行图和提高旅客服务质量提供参考。 展开更多
关键词 城际铁路 周期运行图 OD服务均衡 停站协同 启发式算法
在线阅读 下载PDF
妇科恶性肿瘤患者术后麻醉恢复期疼痛预测模型的构建与评价 被引量:1
19
作者 严丽洁 韦金翠 蒋雨芯 《广西医学》 2025年第3期364-370,共7页
目的构建妇科恶性肿瘤患者术后麻醉恢复期疼痛预测模型并评价模型的预测性能。方法采用便利抽样法,选取342例行妇科恶性肿瘤切除手术的患者作为研究对象,采用单因素分析和Pearson相关性分析筛选术后麻醉恢复期疼痛的危险因素。再将数据... 目的构建妇科恶性肿瘤患者术后麻醉恢复期疼痛预测模型并评价模型的预测性能。方法采用便利抽样法,选取342例行妇科恶性肿瘤切除手术的患者作为研究对象,采用单因素分析和Pearson相关性分析筛选术后麻醉恢复期疼痛的危险因素。再将数据按7∶3的比例随机分为训练集和测试集。基于训练集数据,利用随机森林算法,建立术后麻醉恢复期疼痛风险预测模型,随后绘制训练集和测试集预测拟合图,并对危险因素的重要性进行排序,分析不同危险因素对疼痛发生风险的影响。结果患者均存在不同程度的术后麻醉恢复期疼痛。训练集疼痛评分为(3.85±1.12)分,测试集疼痛评分为(3.79±1.08)分。基于训练集构建的随机森林模型显示,术中淋巴结清扫、阿片类药物使用剂量、国际妇产科联盟(FIGO)分期、年龄是术后麻醉恢复期疼痛的主要预测因子,基于测试集数据验证的结果显示,该模型在预测精度和稳健性方面具有较好的性能。结论术中淋巴结清扫、阿片类药物使用剂量、FIGO分期、年龄是妇科恶性肿瘤患者术后麻醉恢复期疼痛的主要预测因子,基于随机森林算法构建的预测模型具有良好的预测性能。 展开更多
关键词 妇科恶性肿瘤 麻醉恢复期 疼痛 随机森林算法 预测模型
暂未订购
基于分类垃圾收运时效性的多周期多车舱路径优化研究
20
作者 肖建华 张文雪 +2 位作者 潘钰雅 肖久红 牛云云 《中国管理科学》 北大核心 2025年第10期86-97,共12页
随着城市生活垃圾量的急剧增加,分类收运正逐渐成为垃圾分类政策有效实施的关键。本文针对分类垃圾收运的时效性、收运车辆的多舱性等特征,以总成本最小为目标,构建了多周期多车舱垃圾分类收运车辆路径优化模型。根据问题特性,提出了一... 随着城市生活垃圾量的急剧增加,分类收运正逐渐成为垃圾分类政策有效实施的关键。本文针对分类垃圾收运的时效性、收运车辆的多舱性等特征,以总成本最小为目标,构建了多周期多车舱垃圾分类收运车辆路径优化模型。根据问题特性,提出了一种基于两阶段的改进自适应大邻域搜索算法。其中,设计了周期相似算子以调整垃圾收运周期,联合收运插入算子以优化周期内多舱车收运路径。最后,通过不同规模算例和实际案例进行对比分析,验证了模型和算法的有效性及高效性。 展开更多
关键词 分类垃圾收运 多周期 多车舱 自适应大邻域搜索算法
原文传递
上一页 1 2 33 下一页 到第
使用帮助 返回顶部