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Machine Learning Approach for Energy Consumption Prediction in Datacenters 数据中心能耗预测的机器学习方法
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046987
Abdelhak Merizig, Toufik Bendahmane, Soltane Merzoug, O. Kazar
{"title":"Machine Learning Approach for Energy Consumption Prediction in Datacenters","authors":"Abdelhak Merizig, Toufik Bendahmane, Soltane Merzoug, O. Kazar","doi":"10.1109/ICMIT47780.2020.9046987","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046987","url":null,"abstract":"Cloud Computing represents the ideal solution for end-users either small medium enterprises or simple clients. This solution is given as a for clients to go from classic service concept to oriented service concept. Moreover, this paradigm collects a set of operations which made them a complex task to the managers. Since the coming of the Cloud Computing encourages service providers to deploy their services. These enormous services need some infrastructure services that are located in datacenters in order to execute them. Due to this use, Cloud infrastructure owners are concerned by the huge energy consumed during this execution. This problematic will affect the use of costs for the services providers. To tackle this problem, in this work, we present several models presented in machine learning methods in order to predict the energy to be consumed for the next use. These forecasts could help the infrastructure providers to propose a plan and some analytics to eliminate the waste of used resources during the execution of services. The implementation of this model has been provided in order to evaluate our system. The obtained results demonstrate the effectiveness of our proposed system.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"102 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123039751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Asymptotic analysis of a kernel estimator for stochastic differential equations driven by a mixed sub-fractional Brownian motion 混合次分数布朗运动驱动的随机微分方程核估计量的渐近分析
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9047020
Abdelmalik Keddi, Fethi Madani, A. Bouchentouf
{"title":"Asymptotic analysis of a kernel estimator for stochastic differential equations driven by a mixed sub-fractional Brownian motion","authors":"Abdelmalik Keddi, Fethi Madani, A. Bouchentouf","doi":"10.1109/ICMIT47780.2020.9047020","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9047020","url":null,"abstract":"We consider the problem of estimating the trend function b<inf>t</inf> = b(x<inf>t</inf> ) for process satisfying stochastic differential equations of the typebegin{equation*}dX_t = b(X_t)dt + varepsilon dS_t^H (a),,X_0 = x_0 ,,0 le t le T,end{equation*}where {$S_t^H (a)$, t ≥ 0} is a mixed sub-fractional Brownian motion with known parameters N, a, and H, such that N ∈ ℕ<sup>*</sup>, H ∈ (1/2, 1)<sup>N</sup>, and a ∈ ℝ<sup>N</sup>{0<inf>N</inf>}. We estimate the unknown function b(x<inf>t</inf> ) by a kernel estimator $widehat{b_t}$ and obtain the uniform convergence, rate of convergence and asymptotic normality of the estimator $widehat{b_t}$ (as ε → 0).","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123035797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On The Stability, Boundedness And Square Integrability Of A Class Of Third Order Neutral Differential Equations 一类三阶中立型微分方程的稳定性、有界性和平方可积性
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9047030
D. Beldjerd, Anes Moulai-Khatir, L. Oudjedi
{"title":"On The Stability, Boundedness And Square Integrability Of A Class Of Third Order Neutral Differential Equations","authors":"D. Beldjerd, Anes Moulai-Khatir, L. Oudjedi","doi":"10.1109/ICMIT47780.2020.9047030","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9047030","url":null,"abstract":"A non-linear neutral delay differential equation of the third order is considered. Using Lyapunov’s direct method, we have derived new sufficient conditions for the uniform asymptotic stability of the zero solution as well as the boundedness and square integrability of all solutions. The results here will be of interest to other researchers working on qualitative behavior of solutions of differential equations.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"96 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124636445","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Existence of solution of nonlinear integral equation in L1loc R+) L1loc中非线性积分方程解的存在性
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046985
Fatima Bahidi, Bilel Krichen, B. Mefteh
{"title":"Existence of solution of nonlinear integral equation in L1loc R+)","authors":"Fatima Bahidi, Bilel Krichen, B. Mefteh","doi":"10.1109/ICMIT47780.2020.9046985","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046985","url":null,"abstract":"In this paper, we discuss the solvability of a type of nonlinear integral equation in the Fréchet space $L_{loc}^1 (mathbb{R}^ +)$. This work is an application of some fixed point results developed in [2] for a Hausdorff locally convex spaces.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123958368","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Statistical Study To Detect Emergent Behaviours 检测突发行为的统计研究
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9047015
Ali Boukehila, Nora Taleb
{"title":"Statistical Study To Detect Emergent Behaviours","authors":"Ali Boukehila, Nora Taleb","doi":"10.1109/ICMIT47780.2020.9047015","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9047015","url":null,"abstract":"In recent decades, emergent phenomena have been the subject of many efforts in the field of complex systems. However, it has been shown that emergence is difficult to anticipate, to track and to supervise emergent phenomena. This makes it uneasy for us from taking advantage of its positive possibilities. This paper is about detecting emergent behaviours. The approach lies in four steps: (1) Historical data analysis, (2) Collecting the dataset from an agent-based simulation, (3) Applying K-means Clustering statistical method, (4) An inflexion predictor is used. This paper presents the first three steps. The work in this paper combines techniques from weather forecast and Big data statistical techniques to explore emergent behaviours. We test the primary model with a well-known model: Boids flocking model.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134434634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Numerical solution of flows over a trapezoidal obstacles 流过梯形障碍物的数值解
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046993
A. Laiadi
{"title":"Numerical solution of flows over a trapezoidal obstacles","authors":"A. Laiadi","doi":"10.1109/ICMIT47780.2020.9046993","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046993","url":null,"abstract":"In this paper, we consider a bidimensional irrotational flow over a multiple trapezoidal obstacles is considered. The fluid is assumed to be incompressible and invisid. Both gravity and surface tension are included in the dynamic boundary conditions. The fully non-linear problem is formulated by using a boundary integral equation technique. The resulting integro-differential equations are solved iteratively by Newton’s method. When surface tension and gravity are included, There are two additional parameters in the problem known as the Weber number and Froude number. The problem is solved numerically. Numerical solutions for some symmetric examples are presented. These solutions depend on two parameters: the Weber number, the Froude number.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130744996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impulsive functional Differential Inclusions on Unbounded Domain 无界域上的脉冲泛函微分包含
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046989
Bahya Roummani, A. Ouahab
{"title":"Impulsive functional Differential Inclusions on Unbounded Domain","authors":"Bahya Roummani, A. Ouahab","doi":"10.1109/ICMIT47780.2020.9046989","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046989","url":null,"abstract":"In this work, we present some results of existence of solutions and topological structure of some class of impulsive Cauchy problem of differential inclusions on Unbounded Domain.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115351994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparison analysis of pan-sharpening methods on Alsat-2A images Alsat-2A图像泛锐化方法对比分析
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046990
Abdelwhab Ouahab, M. F. Belbachir
{"title":"A comparison analysis of pan-sharpening methods on Alsat-2A images","authors":"Abdelwhab Ouahab, M. F. Belbachir","doi":"10.1109/ICMIT47780.2020.9046990","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046990","url":null,"abstract":"The aim of pan-sharpening is to extract the spatial information from the panchromatic image and to inject them into the multispectral images. In this study, seven pan-sharpening techniques are tested on Alsat-2A images. The spectral and spatial qualities of fused images are tested using the Correlation Coefficient (CC), the Structural Similarity (SSIM), spatial correlation coefficient, and the quality with no reference (QNR). A comparative performance analysis of the CC, the SSIM, SCC and the QNR shows that the Brovey and the generalized intensity-hue-saturation (GIHS) perform the best among all the techniques in terms of spatial information. The Additive Trous Wavelet Transform with unitary injection model (ATWT) perform the best among all the techniques in terms of spectral information. The Additive Wavelet Luminance Proportional (AWLP) gives the best balance between the spatial and spectral information.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115361601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stability Behavior of a Timoshenko beam with delay terms in the internal feedbacks 内反馈中具有延迟项的Timoshenko光束的稳定性行为
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9046973
Hocine Makheloufi, N. Mezouar, Mounir Bahlil
{"title":"Stability Behavior of a Timoshenko beam with delay terms in the internal feedbacks","authors":"Hocine Makheloufi, N. Mezouar, Mounir Bahlil","doi":"10.1109/ICMIT47780.2020.9046973","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9046973","url":null,"abstract":"In this work, we investigate a linear Timoshenko system with delay terms in the internal feedbacks in the two equations. We use the multiplier method to prove the uniform decay of its energy under suitable conditions on the weight of feedbacks with delays and the weight of feedbacks without delays.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126704826","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Caputo type Fractional Differential Equation with Katugampola fractional integral conditions 具有Katugampola分数阶积分条件的Caputo型分数阶微分方程
2020 2nd International Conference on Mathematics and Information Technology (ICMIT) Pub Date : 2020-02-01 DOI: 10.1109/ICMIT47780.2020.9047005
Abdelatif Boutiara, Maamar Benbachir, K. Guerbati
{"title":"Caputo type Fractional Differential Equation with Katugampola fractional integral conditions","authors":"Abdelatif Boutiara, Maamar Benbachir, K. Guerbati","doi":"10.1109/ICMIT47780.2020.9047005","DOIUrl":"https://doi.org/10.1109/ICMIT47780.2020.9047005","url":null,"abstract":"This manuscript aims to study the existence and uniqueness of solutions for a new class of boundary value problems of nonlinear fractional differential equations with Katugampola fractional integral conditions. Ours results are given by applying some standard fixed point theorems, the Boyd-Wong nonlinear contraction principle, and Leray-Schauder nonlinear alternative. Examples illustrating the obtained results are also presented.","PeriodicalId":132958,"journal":{"name":"2020 2nd International Conference on Mathematics and Information Technology (ICMIT)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116686887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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