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Derivation of Reliability Index Vector Formula for Series System and Its Application
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作者 康海贵 张晶 +1 位作者 孙英伟 郭伟 《China Ocean Engineering》 SCIE EI CSCD 2013年第2期159-168,共10页
In this study, a reliability index vector formula is proposed for series system with two failure modes in term of the concept of reliability index vector and equivalent failure modes. Firstly, the reliability index ve... In this study, a reliability index vector formula is proposed for series system with two failure modes in term of the concept of reliability index vector and equivalent failure modes. Firstly, the reliability index vector is introduced to determine the correlation coefficient between two failure modes, and then, the reliability index vector of a series system can be obtained. Several numerical cases and an analysis on offshore platform are performed, and the results show that this scheme provided here has better computational accuracy, and its calculation process is simpler for the series systems reliability calculations compared with the other methods. Also this scheme is more convenient for the engineering applications. 展开更多
关键词 reliability index vector series system equivalent failure mode correlation coefficient
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Predicting of Power Quality Steady State Index Based on Chaotic Theory Using Least Squares Support Vector Machine 被引量:2
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作者 Aiqiang Pan Jian Zhou +2 位作者 Peng Zhang Shunfu Lin Jikai Tang 《Energy and Power Engineering》 2017年第4期713-724,共12页
An effective power quality prediction for regional power grid can provide valuable references and contribute to the discovering and solving of power quality problems. So a predicting model for power quality steady sta... An effective power quality prediction for regional power grid can provide valuable references and contribute to the discovering and solving of power quality problems. So a predicting model for power quality steady state index based on chaotic theory and least squares support vector machine (LSSVM) is proposed in this paper. At first, the phase space reconstruction of original power quality data is performed to form a new data space containing the attractor. The new data space is used as training samples for the LSSVM. Then in order to predict power quality steady state index accurately, the particle swarm algorithm is adopted to optimize parameters of the LSSVM model. According to the simulation results based on power quality data measured in a certain distribution network, the model applies to several indexes with higher forecasting accuracy and strong practicability. 展开更多
关键词 CHAOTIC THEORY Least SQUARES Support vector Machine (LSSVM) Power Quality STEADY State index Phase Space Reconstruction Particle SWARM Optimization
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GRIN(Gradient Index)介质中的Maxwell方程组与光线光学 被引量:1
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作者 郭守月 袁兴红 +2 位作者 穆姝慧 周倩 冯克成 《东北师大学报(自然科学版)》 CAS CSCD 北大核心 2011年第4期72-75,共4页
利用坡印廷矢量(Poynting vector)的方向就是光线轨迹曲线的切线方向,推出程函方程(Eikonal equation)的矢量式.经分析发现此式包含了光的粒子性与光的波动性因素,光线的传播规律还受介质折射率函数的制约.再由程函方程进一步推得光线方... 利用坡印廷矢量(Poynting vector)的方向就是光线轨迹曲线的切线方向,推出程函方程(Eikonal equation)的矢量式.经分析发现此式包含了光的粒子性与光的波动性因素,光线的传播规律还受介质折射率函数的制约.再由程函方程进一步推得光线方程,并给出了应用实例. 展开更多
关键词 光线光学 光线方程 坡印廷矢量 变折射率介质 程函方程
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Assessment on the Water Resources Carrying Capacity in Karst Area Based on the Cosine Vector Included Angle 被引量:5
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作者 袁子勇 焦树林 +1 位作者 杨萍 金开梅 《Meteorological and Environmental Research》 CAS 2010年第12期1-2,13,共3页
[Objective] The research aimed to assess the water resources carrying capacity in Guizhou Province based on the cosine vector included angle method. [Method] By using the cosine vector included angle method, the index... [Objective] The research aimed to assess the water resources carrying capacity in Guizhou Province based on the cosine vector included angle method. [Method] By using the cosine vector included angle method, the index weight was determined. The projection value of water resources carrying capacity in Guizhou Province was counted by using the multi-objective gray relational projection method. Moreover, the projection value which was counted by the index weight determined by the mean-variance method was as the control. [Result] The projection values which were obtained by two kinds of methods were very close, and the ordering result was consistent. [Conclusion] In the assessment of water resources carrying capacity, it was feasible to use the cosine vector included angle method to determine the index weight. 展开更多
关键词 Cosine vector included angle index weight Gray relational projection Water resources carrying capacity China
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Vector系统应用于牙周基础治疗的临床研究 被引量:2
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作者 李红文 耿发云 +1 位作者 樊维佳 姜晶 《广东牙病防治》 2009年第10期482-484,共3页
目的研究Vector系统进行牙周基础治疗的临床效果。方法采用口内自身对照方法,选择58例慢性牙周炎患者,口内A、D区设为试验组,B、C区设为对照组。所有患者行超声洁治后,试验组应用Vector系统行龈下刮治及根面平整术(scaling and root pla... 目的研究Vector系统进行牙周基础治疗的临床效果。方法采用口内自身对照方法,选择58例慢性牙周炎患者,口内A、D区设为试验组,B、C区设为对照组。所有患者行超声洁治后,试验组应用Vector系统行龈下刮治及根面平整术(scaling and root planning,SRP),对照组应用Gracey刮治器械行SRP。对2组SRP的治疗时间,SRP前(基线期)及SRP后1、3、6个月的龈沟出血指数、探诊出血、探诊深度及附着水平进行比较,视觉模拟疼痛评级法(visual analogue scale,VAS)评定2组的疼痛程度。结果试验组每区的SRP治疗时间为(25.15±1.35)min,明显短于对照组的(40.11±1.08)min(Z=3.625,P<0.05)。SRP后各观察时点,2组的各项牙周指数较治疗前均有明显改善(P<0.05),但2组间各项牙周指数的差异均无统计学意义(P>0.05)。试验组SRP结束时(Zc=2.356,P<0.05)及治疗后1d(Zc=3.138,P<0.05)的VAS评分明显低于对照组。结论Vector系统能缩短临床操作时间,提高牙周基础治疗舒适度,有效改善慢性牙周炎的临床症状。 展开更多
关键词 vector系统 慢性牙周炎 牙周指数 龈下刮治 根面平整
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Lossless Data Hiding Scheme Based on VQ Index Coding
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作者 Chin-Feng Lee Ming-Chi Shih 《Journal of Electronic Science and Technology》 CAS 2013年第1期27-32,共6页
Lossless data hiding can restore the original status of cover media after embedded secret data are extracted. In 2010, Wang et al. proposed a lossless data hiding scheme which hides secret data in vector quantization ... Lossless data hiding can restore the original status of cover media after embedded secret data are extracted. In 2010, Wang et al. proposed a lossless data hiding scheme which hides secret data in vector quantization (VQ) indices, but the encoding strategies adopted by their scheme expand the final codestream. This paper designs four embedding and encoding strategies to improve Wang et aL's scheme. The experiment result of the proposed scheme compared with that of the Wang et aL's scheme reduces the bit rates of the final codestream by 4.6% and raises the payload by 1.09% on average. 展开更多
关键词 Bit rate lossless data hiding PAYLOAD vector quantization vector quantization index table.
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Application of SVR Models in Stock Index Forecast Based on Different Parameter Search Methods 被引量:3
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作者 Jiechao Chen Huazhou Chen +1 位作者 Yajuan Huo Wanting Gao 《Open Journal of Statistics》 2017年第2期194-202,共9页
Stock index forecast is regarded as a challenging task of financial time-series prediction. In this paper, the non-linear support vector regression (SVR) method was optimized for the application in stock index predict... Stock index forecast is regarded as a challenging task of financial time-series prediction. In this paper, the non-linear support vector regression (SVR) method was optimized for the application in stock index prediction. The parameters (C, σ) of SVR models were selected by three different methods of grid search (GRID), particle swarm optimization (PSO) and genetic algorithm (GA).The optimized parameters were used to predict the opening price of the test samples. The predictive results shown that the SVR model with GRID (GRID-SVR), the SVR model with PSO (PSO-SVR) and the SVR model with GA (GA-SVR) were capable to fully demonstrate the time-dependent trend of stock index and had the significant prediction accuracy. The minimum root mean square error (RMSE) of the GA-SVR model was 15.630, the minimum mean absolute percentage error (MAPE) equaled to 0.39% and the correspondent optimal parameters (C, σ) were identified as (45.422, 0.012). The appreciated modeling results provided theoretical and technical reference for investors to make a better trading strategy. 展开更多
关键词 CSI 300 index Support vector Regression Grid Search Particle SWARM Optimization GENETIC Algorithm
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Vector系统在轻中度牙周病治疗中的应用研究 被引量:4
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作者 刘宗响 王鹏来 +1 位作者 牛文芝 陈涵 《口腔生物医学》 2010年第2期94-95,共2页
目的观察Vector系统治疗轻中度牙周炎的临床疗效。方法 200例牙周病患者随机分为对照组和实验组,分别采用Gracey刮治器和Vector系统治疗技术,在治疗后15、45、90d时分别测量并记录牙牙周探诊深度(probing depth,PD)和出血指数(bleeding ... 目的观察Vector系统治疗轻中度牙周炎的临床疗效。方法 200例牙周病患者随机分为对照组和实验组,分别采用Gracey刮治器和Vector系统治疗技术,在治疗后15、45、90d时分别测量并记录牙牙周探诊深度(probing depth,PD)和出血指数(bleeding index,BI)。结果对照组和实验组治疗前后的各项指标均有显著改善,实验组PD在治疗后15d时明显小于对照组(P<0.05),而45d和90d时两组的差异无统计学意义(P>0.05),实验组的BI改善优于对照组(P<0.05)。结论 Vector系统在牙周治疗中有确切的临床效果。 展开更多
关键词 牙周病 vector系统 牙周探诊深度 出血指数
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Vector治疗仪对慢性牙周炎患者的牙周袋深度及对其菌斑指数的影响 被引量:24
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作者 牛玉岚 刘继华 +1 位作者 闫慧鑫 刘卫锋 《临床和实验医学杂志》 2020年第24期2687-2688,F0003,共3页
目的探讨Vector治疗仪对慢性牙周炎患者的牙周袋深度及对其菌斑指数的影响。方法前瞻性选择2016年12月至2019年12月在延安市中医医院口腔科治疗的慢性牙周炎患者,共60例。按照随机数字表法将研究对象分为观察组(n=30例)和对照组(n=30例... 目的探讨Vector治疗仪对慢性牙周炎患者的牙周袋深度及对其菌斑指数的影响。方法前瞻性选择2016年12月至2019年12月在延安市中医医院口腔科治疗的慢性牙周炎患者,共60例。按照随机数字表法将研究对象分为观察组(n=30例)和对照组(n=30例)。观察组采用新型超声系统Vector牙周治疗仪治疗,对照组选用传统常规刮治疗法治疗。比较2组治疗时间和治疗过程中的主观疼痛度。在治疗前和治疗后1个半月,探查和记录所有患者牙周袋探测深度(PD)以及牙周菌斑指数(PLI),比较2组患者之间的差异。结果治疗过程中观察组用时较对照组明显缩短,差异有统计学意义(P=0.003);观察组患者主观疼痛度较对照组明显减轻,差异有统计学意义(P<0.001);治疗前观察组和对照组PD差异无统计学意义(P>0.05);治疗后1个半月随访,2组PD值均减小,差异有统计学意义(P<0.05);治疗后观察组PD值明显小于对照组(P<0.05);治疗前观察组和对照组PLI差异无统计学意义(P>0.05);治疗后1个半月随访,2组PLI值均减小,差异有统计学意义(P<0.05);治疗后观察组PLI值明显小于对照组(P<0.05)。结论Vector治疗仪在治疗慢性牙周炎时能明显减小患者牙周袋深度及菌斑指数,与传统刮治术相比更为安全、有效。 展开更多
关键词 慢性牙周炎 vector治疗仪 牙周袋深度 菌斑指数
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Evolutionary algorithm based index assignment algorithm for noisy channel
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作者 李天昊 余松煜 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期431-435,共5页
A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reductio... A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reduction in average distortion due to channel errors, over conventional arbitrary index assignment, as confirmed by experimental results over the memoryless binary symmetric channel (BSC) for any bit error. 展开更多
关键词 joint source/channel coding vector quantization index assignment binary symmetric channel.
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RELIABILITY ASSESSMENT OF STRUCTURAL SYSTEMS BASED ON DIRECTIONAL VECTOR SIMULATION TECHNIQUE
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作者 Zhang Liangxin Hu Yunchang 《Acta Mechanica Solida Sinica》 SCIE EI 2000年第3期237-245,共9页
The new improved directional vector simulation method foranalyzing the reliability of struc- tural systems failure probabilityis researched. This paper also points out the defects of generaldirectional vector simulati... The new improved directional vector simulation method foranalyzing the reliability of struc- tural systems failure probabilityis researched. This paper also points out the defects of generaldirectional vector simulation, and gives rise to a new higheraccuracy approximate integral formula of structural systems failureprobability. A new geometric meaning of characteristic function isobtained. A new simple method of generating uniformly distributedrandom vector sample sin n-dimensional unit hyper-spherical surfaceis put forward and strictly proved. This method is easy to put intopractice. Numerical examples are given to show the applicability andeffectiveness of the suggested approach to structural systemsreliability problems. 展开更多
关键词 Monte-Carlo simulation directional vector simulation rliability index
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A Multi-dimensional Index Structure Based on Improved VA-file and CAN in the Cloud 被引量:2
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作者 Chun-Ling Cheng Chun-Ju Sun +1 位作者 Xiao-Long Xu Deng-Yin Zhang 《International Journal of Automation and computing》 EI CSCD 2014年第1期109-117,共9页
Currently,the cloud computing systems use simple key-value data processing,which cannot support similarity search efectively due to lack of efcient index structures,and with the increase of dimensionality,the existing... Currently,the cloud computing systems use simple key-value data processing,which cannot support similarity search efectively due to lack of efcient index structures,and with the increase of dimensionality,the existing tree-like index structures could lead to the problem of"the curse of dimensionality".In this paper,a novel VF-CAN indexing scheme is proposed.VF-CAN integrates content addressable network(CAN)based routing protocol and the improved vector approximation fle(VA-fle) index.There are two index levels in this scheme:global index and local index.The local index VAK-fle is built for the data in each storage node.VAK-fle is thek-means clustering result of VA-fle approximation vectors according to their degree of proximity.Each cluster forms a separate local index fle and each fle stores the approximate vectors that are contained in the cluster.The vector of each cluster center is stored in the cluster center information fle of corresponding storage node.In the global index,storage nodes are organized into an overlay network CAN,and in order to reduce the cost of calculation,only clustering information of local index is issued to the entire overlay network through the CAN interface.The experimental results show that VF-CAN reduces the index storage space and improves query performance efectively. 展开更多
关键词 Cloud computing index similarity search clustering vector approximation fle(VA-fle) content addressable network(CAN)
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MODIFIED QUANTIZATION INDEX MODULATION WATERMARKING ADAPTIVE TO CONTRAST MASKING THRESHOLDS
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作者 Wang, Guoxi Ma, Lihong +2 位作者 Yu, Decong Cai, Kang Lu, Hanqing 《China Communications》 SCIE CSCD 2007年第1期75-84,共10页
In this paper,we suggest an adaptive watermarking method to improve both transparence and robustness of quantization index modulation(QIM) scheme. Instead of a fixed quantization step-size,we apply a step-size adapted... In this paper,we suggest an adaptive watermarking method to improve both transparence and robustness of quantization index modulation(QIM) scheme. Instead of a fixed quantization step-size,we apply a step-size adapted to image content in each 8×8 block to make a balance of robust extraction and transparent embedding.The modified step-size is determined by contrast masking thresholds of Watson’s perceptual model.From a normalized crossed-correlation value between the original watermark and the detected watermark,we could observe that our method is robust to attacks of additive white Gaussian noise(AWGN),Salt and Pepper noise and Joint Photographic Experts Group(JPEG) compression than the original QIM.By taking into account the contrast insensitivity and visible thresholds of human visual system,the suggested improvement achieves a maximum embedding strength and an appropriate quantization step-size which is consistent with local values of a host signal. 展开更多
关键词 vector projected WATERMARKING ADAPTIVE QUANTIZATION index modulation CONTRAST sensitivity MASKING
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Robust Quantzation Index Modulation VIA Adaptive Watermarking
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作者 Wang, Guoxi Ma, Lihong +2 位作者 Yu, Decong Cai, Kang Lu, Hanqing 《China Communications》 SCIE CSCD 2008年第2期40-48,共9页
In this paper,we suggest an adaptive watermarkingmethod to improve both transparence and robustnessof quantization index modulation(QIM)scheme.Instead of a fixed quantization step-size,we apply astep-size adapted to i... In this paper,we suggest an adaptive watermarkingmethod to improve both transparence and robustnessof quantization index modulation(QIM)scheme.Instead of a fixed quantization step-size,we apply astep-size adapted to image content in each 8×8block to make a balance of robust extraction andtransparent embedding.The modified step-size isdetermined by contrast masking thresholds ofWatson’s perceptual model.From a normalizedcrossed-correlation value between the original watermarkand the detected watermark,we could observethat our method is robust to attacks of additivewhite Gaussian noise(AWGN),Salt and Peppernoise and Joint Photographic Experts Group(JPEG)compression than the original QIM.By taking intoaccount the contrast insensitivity and visible thresholdsof human visual system,the suggested improvementachieves a maximum embedding strength andan appropriate quantization step-size which is consistentwith local values of a host signal. 展开更多
关键词 vector projected WATERMARKING adaptive QUANTIZATION index MODULATION CONTRAST sensitivity MASKING
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Residual Spray for the Control of <i>Aedes</i>Vectors in Dengue Outbreak Residential Areas
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作者 Nurulhusna Ab Hamid Siti Nurfadhlina Mohd Noor +17 位作者 Mitra Saadatian-Elahi Nur Rasyidah Isa Rohaiyu Md Rodzay Balqis Md Ruslan Topek Omar Mohd Iqbal Mohd Norsham Noor Hasmiza Amanzuri Nurliyana Abd Khalil Izzah Farhah Zambari Muhammad Anwar Mohd Kassim Muhammad Khairi Kamarul Zaman Ainaa Mardia Bachtiar Effendi Afiq Ahnaf Hafisool Lee Teck Peng Brian Poong Mustafakamal Ibrahim Nurul Ashikin Roslan Lee Han Lim 《Advances in Entomology》 2019年第4期105-123,共19页
The incidence of dengue in Malaysia has shown an increasing trend since the year 2000. Vector control is the primary approach for dengue control in Malaysia. There is an urgent need for new or modified approaches such... The incidence of dengue in Malaysia has shown an increasing trend since the year 2000. Vector control is the primary approach for dengue control in Malaysia. There is an urgent need for new or modified approaches such as the residual spraying on the outer walls that can potentially last long enough to control the Aedes population, particularly in the outbreak-prone areas. In this field study, we conducted outdoor residual spraying (ORS) using a newly formulated polymer-enhanced suspension concentrate (SC-PE) of deltamethrin. The objectives of this study were to evaluate the efficacy of ORS using deltamethrin SC-PE and its effect on wild Aedes populations and to assess its residual bio-efficacy on painted cement walls against the pyrethroid-susceptible strains of laboratory-reared Aedes mosquitoes. Three rounds of spraying in a four-month cycle were conducted between 2014 and 2015 in four residential areas (low-rise and high-rise housing types) in Hulu Langat, Selangor. The bio-efficacy of the insecticide was evaluated by assessing its impact on vector population using ovitrap surveillance. Standard WHO wall deposit bioassay was adapted to determine bio-efficacy of deltamethrin, i.e. post 30 min knockdown and post 24 h mortality after exposure. During the treatment period, we observed significant reductions in the population of Ae. albopictus in the sprayed low-rise housing in both semi-indoor and outdoor environments, while in the high-rise housing, there was also a significant decline in Ae. aegypti population in the semi-indoor environment. The evaluation of the residual bio-efficacy of deltamethrin SC-PE against laboratory-reared Aedes mosquitoes showed that the insecticide lasted longer in the high-rise housing compared to the low-rise housing with >80% mortality achieved continuously for 16 weeks. We provide initial evidence on residual efficacy of deltamethrin SC-PE in reducing Aedes population size in the low-rise and high-rise housing. Our results showed that ORS is a promising tool in the dengue vector control and like IRS in malaria control;it is a powerful and effective method if conducted correctly. However, large scale and well-designed studies with entomological and epidemiological endpoints are still warranted before its routine use in dengue control. 展开更多
关键词 Indoor RESIDUAL SPRAYING Outdoor RESIDUAL SPRAYING AEDES Deltamethrin SC-PE DENGUE vector CONTROL Ovitrap index Malaysia
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Seasonal Least Squares Support Vector Machine with Fruit Fly Optimization Algorithm in Electricity Consumption Forecasting
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作者 WANG Zilong XIA Chenxia 《Journal of Donghua University(English Edition)》 EI CAS 2019年第1期67-76,共10页
Electricity is the guarantee of economic development and daily life. Thus, accurate monthly electricity consumption forecasting can provide reliable guidance for power construction planning. In this paper, a hybrid mo... Electricity is the guarantee of economic development and daily life. Thus, accurate monthly electricity consumption forecasting can provide reliable guidance for power construction planning. In this paper, a hybrid model in combination of least squares support vector machine(LSSVM) model with fruit fly optimization algorithm(FOA) and the seasonal index adjustment is constructed to predict monthly electricity consumption. The monthly electricity consumption demonstrates a nonlinear characteristic and seasonal tendency. The LSSVM has a good fit for nonlinear data, so it has been widely applied to handling nonlinear time series prediction. However, there is no unified selection method for key parameters and no unified method to deal with the effect of seasonal tendency. Therefore, the FOA was hybridized with the LSSVM and the seasonal index adjustment to solve this problem. In order to evaluate the forecasting performance of hybrid model, two samples of monthly electricity consumption of China and the United States were employed, besides several different models were applied to forecast the two empirical time series. The results of the two samples all show that, for seasonal data, the adjusted model with seasonal indexes has better forecasting performance. The forecasting performance is better than the models without seasonal indexes. The fruit fly optimized LSSVM model outperforms other alternative models. In other words, the proposed hybrid model is a feasible method for the electricity consumption forecasting. 展开更多
关键词 forecasting FRUIT FLY optimization algorithm(FOA) least SQUARES support vector machine(LSSVM) SEASONAL index
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对地球轨道偏心率亚轨道尺度和准410ka周期特征解析:基于行星会合向量指数对偏心率周期机理的新认知
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作者 刘复刚 《地球环境学报》 2025年第1期1-6,共6页
行星会合向量指数K可以指代太阳相对太阳系质心的运动特征。太阳质心距太阳系质心的最大距离已超出太阳的实体直径,这时太阳系质心已经不在太阳本体之内。太阳到太阳系质心距离的变化相对行星运动轨道而言,就是太阳焦点位置的变化。K向... 行星会合向量指数K可以指代太阳相对太阳系质心的运动特征。太阳质心距太阳系质心的最大距离已超出太阳的实体直径,这时太阳系质心已经不在太阳本体之内。太阳到太阳系质心距离的变化相对行星运动轨道而言,就是太阳焦点位置的变化。K向量指数间接指代太阳轨道运动具有亚轨道尺度准2400 a特征周期和轨道尺度的准100 ka和准410 ka显著周期。研究发现太阳焦点在椭圆轨道拱线上会出现千年尺度的180°反向变化。这表明造成地球轨道偏心率的变化不只是行星系统的摄动这一种动力机制,还应该考虑行星系统对太阳轨道运动制衡调控作用的贡献。此外还发现,准410 ka地球轨道偏心率长周期作为地质计时“钟摆”具有准方向不变性特点。这种新观念可能对探讨轨道与亚轨道尺度气候变化成因提供新的思想方法和理论探索途径。 展开更多
关键词 太阳系质心 行星会合向量指数 地球轨道偏心率 准1074a周期 准2400a周期 准410ka周期
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航空高光谱图像的湖泊富营养化评价方法
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作者 黄岩 方彦奇 +5 位作者 徐明钻 石剑龙 杨奎 祁超 梁森 季岩 《红外与激光工程》 北大核心 2025年第5期84-91,共8页
针对目前湖泊水体富营养化评价中水质参数定量反演困难、数据多以地面或低空间分辨率数据为主的现状,采用0.5 m空间分辨率的航空高光谱遥感数据,结合地面实测数据开展水质参数定量反演研究,并基于反演结果进行湖泊水体富营养化评价。首... 针对目前湖泊水体富营养化评价中水质参数定量反演困难、数据多以地面或低空间分辨率数据为主的现状,采用0.5 m空间分辨率的航空高光谱遥感数据,结合地面实测数据开展水质参数定量反演研究,并基于反演结果进行湖泊水体富营养化评价。首先,对预处理后的水体表面离水反射率进行4种数学变换并与水质参数进行相关性分析,选择相关性较高的一阶微分,使用竞争性自适应重加权算法进行特征提取。然后采用基于量子粒子群(QPSO)参数优化的最小二乘支持向量回归(LSSVR)算法进行水质参数反演模型的构建,使用决定系数(R^(2))和均方根误差评价模型精度,并进行对比分析。最后进行综合营养状态指数计算,与实测值进行比较分析,并基于航空高光谱数据开展研究区湖泊水体富营养化评价。结果表明:1)基于QPSO-LSSVR方法的水质参数反演模型精度最高(R^(2)>0.8);2)综合营养指数结果准确,反演值与实测值的平均相对误差为0.91%,均方根误差为0.50;3)研究区水体富营养化评价结果空间分辨率高,能从面上精确、细致地反应湖水营养状态分布情况。该方法实现了水体富营养化的高精度快速评价。 展开更多
关键词 航空高光谱图像 湖泊富营养化 最小二乘支持向量回归 综合营养状态指数法
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一种向量索引支持的时态知识图谱高效搜索方法
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作者 朱红 胡新雨 +3 位作者 高莉莎 张强 徐晓轶 朱盟盟 《计算机技术与发展》 2025年第2期138-145,共8页
知识图谱嵌入(Knowledge Graph Embedding,KGE)将实体和关系表示为低维、连续的向量,使机器学习模型能够轻松适应知识图谱(Knowledge Graph,KG)的搜索任务。然而,在大规模知识库(Knowledge Base,KB)的搜索密集型应用中,现有的模型大多... 知识图谱嵌入(Knowledge Graph Embedding,KGE)将实体和关系表示为低维、连续的向量,使机器学习模型能够轻松适应知识图谱(Knowledge Graph,KG)的搜索任务。然而,在大规模知识库(Knowledge Base,KB)的搜索密集型应用中,现有的模型大多侧重于提高在静态KG上搜索的准确性,忽略了在动态时态知识图谱(Temporal Knowledge Graph,TKG)上搜索的时间效率。为此,提出了一种向量索引支持的TKG高效搜索方法,以提高在TKG上的搜索效率。具体来说,首先,将实体,关系和时间信息映射到向量空间,并利用长短期记忆神经网络(Long Short-Term Memory,LSTM)学习关系类型的时间感知,从而建立了具有时间信息感知与关系联合编码的TKG向量库。然后,利用向量数据库建立大规模TKG的向量索引库(IndexIVFFlat)。注意,该索引通过聚类操作来划分搜索空间,以提高知识的搜索效率。最后,在拥有高效索引的TKG上通过相似度计算执行近似性搜索与实验评估。结果显示,该方法在时间效率上优于未建立索引的方法,且在搜索准确度上优于一些强相关的方法。表明,该向量索引库的建立在保证了搜索准确性的前提下提高了在TKG上的搜索效率。 展开更多
关键词 知识图谱嵌入 时态知识图谱 索引 搜索 向量数据库 机器学习
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结合标签发现与独热编码的链路预测方法
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作者 李鑫阳 柳亚云 +2 位作者 姜麟 孙玉清 张志坚 《计算机工程与设计》 北大核心 2025年第6期1609-1615,共7页
为解决当前链路预测因节点和网络拓扑等信息有限而导致的预测性能受限这一问题,提出一种结合标签发现与独热编码的链路预测方法。采用标签发现算法,深入挖掘网络中具有相同标签的节点;结合节点标签与独热编码定义节点的标签特征向量,将... 为解决当前链路预测因节点和网络拓扑等信息有限而导致的预测性能受限这一问题,提出一种结合标签发现与独热编码的链路预测方法。采用标签发现算法,深入挖掘网络中具有相同标签的节点;结合节点标签与独热编码定义节点的标签特征向量,将两节点标签特征向量间夹角的余弦值作为这两个节点的相似性度量指标;提出基于该相似性度量指标的链路预测算法,区别于传统算法基于网络中已知的结构信息定义相似性指标,该算法利用的是网络中未知的结构信息。实验结果表明,该方法能有效提高链路预测的准确性并且具有较优的鲁棒性。 展开更多
关键词 链路预测 网络拓扑 标签发现 独热编码 标签特征向量 相似性指标 鲁棒性
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