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Epileptic seizure identification in EEG signals using DWT, ANN and sequential window algorithm 基于小波变换、神经网络和序列窗算法的脑电信号癫痫发作识别
Soft Computing Letters Pub Date : 2021-12-01 Epub Date: 2021-11-06 DOI: 10.1016/j.socl.2021.100026
Ramendra Nath Bairagi, Md Maniruzzaman, Suriya Pervin, Alok Sarker
{"title":"Epileptic seizure identification in EEG signals using DWT, ANN and sequential window algorithm","authors":"Ramendra Nath Bairagi,&nbsp;Md Maniruzzaman,&nbsp;Suriya Pervin,&nbsp;Alok Sarker","doi":"10.1016/j.socl.2021.100026","DOIUrl":"10.1016/j.socl.2021.100026","url":null,"abstract":"<div><p>A patient-specific novel systematic methodology is described in this study for automatic seizure detection from raw electroencephalogram (EEG) signals. Filtering process by means of band-pass finite impulse response (FIR) filter with the frequency range of 0.5–40 Hz is implemented at the outset to eliminate different artifacts and noises mixed with raw EEG signals. As EEGs are highly non-linear and non-stationary signals in nature, discrete wavelet transform (DWT) is then used to analyze the signals in time-frequency domain. DWT with four level decomposition is performed using db6 mother wavelet for feature extraction. A new feature set, composed of eleven non-linear statistical features extracted from each sub-bands resulting from due to wavelet decomposition, is then fed to the input of artificial neural network (ANN) to classify the signal accurately. Finally, a novel algorithm named sequential window algorithm is carried out to improve the classification performance. 99.44% mean classification accuracy, 80.66% average sensitivity, 4.12 s mean latency and 0.2% average false positive rate (FPR) are achieved in this study. This study successfully reduces the latency time with more accuracy and significantly low FPR.</p></div>","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"3 ","pages":"Article 100026"},"PeriodicalIF":0.0,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666222121000150/pdfft?md5=b0a46d7fb7bc7f50f0cdf1f37d10e9e5&pid=1-s2.0-S2666222121000150-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88898780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Application of Swarm Robotic System in a Dynamic Environment using Cohort Intelligence 群体机器人系统在动态环境中的应用
Soft Computing Letters Pub Date : 2020-08-01 Epub Date: 2020-08-13 DOI: 10.1016/j.socl.2020.100006
Priya Bannur , Purvi Gujarathi , Karthik Jain , Anand J Kulkarni
{"title":"Application of Swarm Robotic System in a Dynamic Environment using Cohort Intelligence","authors":"Priya Bannur ,&nbsp;Purvi Gujarathi ,&nbsp;Karthik Jain ,&nbsp;Anand J Kulkarni","doi":"10.1016/j.socl.2020.100006","DOIUrl":"10.1016/j.socl.2020.100006","url":null,"abstract":"<div><p>The nature inspired Swarm Intelligence has laid the foundation for many eclectic applications. This work considers a solution to one such application of Search and Rescue operation, based on Cohort Intelligence (CI) methodology which aims at modelling the behaviour of candidates based on the interaction amongst each other to achieve a common goal. Every candidate improves its own behaviour by observing all other candidates in the cohort. This method results in the refinement of the performance of the entire system. The research done so far in this application using CI is associated with robots deployed in a static alien establishment. However, this assumption is not suitable in real-life scenarios. In this paper, the obstacle avoidance and path planning of a swarm of robots was implemented while considering a dynamic alien establishment. The problem of robots occasionally getting stuck in the non-convex obstacles has also been solved using a perturbation technique. The following test cases were implemented - No Obstacle Case (NOC), Stationary Obstacles Case (SOC), Single Dynamic Obstacle Case (SDOC), Multiple Dynamic Obstacles Case with Same Velocity (MDOC-SV) and Multiple Dynamic Obstacles Case with Different Velocities (MDOC-DV).</p></div>","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"2 ","pages":"Article 100006"},"PeriodicalIF":0.0,"publicationDate":"2020-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.socl.2020.100006","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"94303059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Decision support system for dementia patients using intuitionistic fuzzy similarity measure 基于直觉模糊相似测度的痴呆患者决策支持系统
Soft Computing Letters Pub Date : 2020-08-01 Epub Date: 2020-06-20 DOI: 10.1016/j.socl.2020.100005
Hanat Y. Raji-Lawal , Adio T. Akinwale , Olusegun Folorunsho , Amidu O. Mustapha
{"title":"Decision support system for dementia patients using intuitionistic fuzzy similarity measure","authors":"Hanat Y. Raji-Lawal ,&nbsp;Adio T. Akinwale ,&nbsp;Olusegun Folorunsho ,&nbsp;Amidu O. Mustapha","doi":"10.1016/j.socl.2020.100005","DOIUrl":"10.1016/j.socl.2020.100005","url":null,"abstract":"<div><p>Similarity measure confirms the proximity of two objects to each other. This concept can be applied as fuzzy or intuitionistic fuzzy. There are lots of fuzzy similarity measures which had been extended to intuitionistic fuzzy similarity measure, with application in different domain. There is need to investigate these methods based on their application for further modification. Thus, the aim of this research is to modify existing fuzzy and intuitionistic fuzzy similarity measures, and apply it to cognitive domain for better performance.</p><p>Existing intuitionistic fuzzy similarity methods were extended and modified. These research showed that the existing methods had been applied to various domains, and researchers had improved and extended most fuzzy similarity measure to intuitionistic fuzzy similarity measure for optimal performance. Experiment showed that the proposed methods gives higher similarity value and lower processing time.</p></div>","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"2 ","pages":"Article 100005"},"PeriodicalIF":0.0,"publicationDate":"2020-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.socl.2020.100005","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"97999527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Similarity measure for aggregated fuzzy numbers from interval-valued data 区间值数据中聚合模糊数的相似性度量
Soft Computing Letters Pub Date : 2020-08-01 Epub Date: 2020-02-14 DOI: 10.1016/j.socl.2020.100002
Justin Kane Gunn, Hadi Akbarzadeh Khorshidi, Uwe Aickelin
{"title":"Similarity measure for aggregated fuzzy numbers from interval-valued data","authors":"Justin Kane Gunn,&nbsp;Hadi Akbarzadeh Khorshidi,&nbsp;Uwe Aickelin","doi":"10.1016/j.socl.2020.100002","DOIUrl":"10.1016/j.socl.2020.100002","url":null,"abstract":"<div><p>This paper presents a method to compute the degree of similarity between two aggregated fuzzy numbers from intervals using the Interval Agreement Approach (IAA). The similarity measure proposed within this study contains several features and attributes, of which are novel to aggregated fuzzy numbers. The attributes completely redefined or modified within this study include area, perimeter, centroids, quartiles and the agreement ratio. The recommended weighting for each feature has been learned using Principal Component Analysis (PCA). Furthermore, an illustrative example is provided to detail the application and potential future use of the similarity measure.</p></div>","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"2 ","pages":"Article 100002"},"PeriodicalIF":0.0,"publicationDate":"2020-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.socl.2020.100002","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87311794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
A hybrid heuristic approach for traffic light synchronization based on the MAXBAND 基于MAXBAND的混合启发式交通灯同步方法
Soft Computing Letters Pub Date : 2019-12-01 Epub Date: 2020-01-13 DOI: 10.1016/j.socl.2019.100001
Xavier Cabezas , Sergio García , Santiago D. Salas
{"title":"A hybrid heuristic approach for traffic light synchronization based on the MAXBAND","authors":"Xavier Cabezas ,&nbsp;Sergio García ,&nbsp;Santiago D. Salas","doi":"10.1016/j.socl.2019.100001","DOIUrl":"10.1016/j.socl.2019.100001","url":null,"abstract":"<div><p>This study addresses a high resolution model for the synchronization of traffic lights on transport networks. A hybrid heuristic algorithm optimizes the mixed integer linear model, referred as MAXBAND, seeking to achieve maximal bandwidth by setting arterial signals. The assessed algorithm corresponds to a hybrid metaheuristic which combines Tabu Search and Variable Neighborhood Search. The algorithm uses a memory structure within an iterative local search, allowing a broader diversity of solutions. In addition, some adjustments were incorporated to the MAXBAND such as the revision of the constraints of the mixed integer linear model, including those that describe all the cyclic routes in the graph, and some bounds were generalized for integer variables. Extensive computational experiments were carried out evidencing a competitive performance for large instances.</p></div>","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"1 ","pages":"Article 100001"},"PeriodicalIF":0.0,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.socl.2019.100001","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"112259309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Electronic structure principles in static and dynamic situations 静态和动态情况下的电子结构原理
Soft Computing Letters Pub Date : 2007-11-01 DOI: 10.1163/157404007782913336
P. Chattaraj, D. R. Roy, S. Giri
{"title":"Electronic structure principles in static and dynamic situations","authors":"P. Chattaraj, D. R. Roy, S. Giri","doi":"10.1163/157404007782913336","DOIUrl":"https://doi.org/10.1163/157404007782913336","url":null,"abstract":"Various electronic structure principles are analyzed in time-independent and time-dependent situations. Periodicity and chemical reactions have been studied as representative static cases. A generalized nonlinear Schrodinger equation has been solved in gaining insights into the reactivity dynamics associated with ion-atom collisions and atom-field interactions. Dynamical variants of various electronic structure principles reveal themselves.","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"6 1","pages":"223-230"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88314296","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: 12
Correlated Linear Response Calculations of the C6 Dispersion Coefficients of Hydrogen Halides 卤化氢C6色散系数的相关线性响应计算
Soft Computing Letters Pub Date : 2007-11-01 DOI: 10.1163/157404007782913372
S. Sauer, I. Paidarová
{"title":"Correlated Linear Response Calculations of the C6 Dispersion Coefficients of Hydrogen Halides","authors":"S. Sauer, I. Paidarová","doi":"10.1163/157404007782913372","DOIUrl":"https://doi.org/10.1163/157404007782913372","url":null,"abstract":"Three correlated linear response theory methods - the second order polarization propagator approximation (SOPPA), the second order polarization propagator approxima- tion with coupled cluster singles and doubles amplitudes, SOPPA(CCSD), and multiconfig- urational self-consistent field (MCSCF) linear response theory - were used to determine the electric dipole polarizabilities at imaginary frequencies of the hydrogen halides HX (with X = F, Cl, Br and I). The dynamic polarizabilities were subsequently used to calculate the C6 dispersion coefficient for a pair of interacting HX molecules via numerical integra- tion of the Casimir-Polder formula. The dependence of the polarizabilities, their frequency dependence and C6 coefficients on the one-electron basis set, the level of correlation and zero-point vibrational corrections was studied. Furthermore it was investigated whether relativistic effective core potentials (RECP) could be employed in such calculations. It was found that SOPPA(CCSD) and MCSCF calculations with large active spaces using basis sets of at least double augmented quadruple zeta quality give comparable results which in particular for SOPPA(CCSD) are in close agreement with the available experimental values. Furthermore it could be shown that the results of the RECP calculations are in close agreement with the all electron calculations.","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"9 1","pages":"399-421"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78552906","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: 10
Origin of the Bulk Effect on the NLO Property of P-terphenyl Microcrystalline Structure - Computer Simulations 对特苯微晶结构NLO性能体效应的起源——计算机模拟
Soft Computing Letters Pub Date : 2007-11-01 DOI: 10.1163/157404007782913129
M. Makowska-Janusik
{"title":"Origin of the Bulk Effect on the NLO Property of P-terphenyl Microcrystalline Structure - Computer Simulations","authors":"M. Makowska-Janusik","doi":"10.1163/157404007782913129","DOIUrl":"https://doi.org/10.1163/157404007782913129","url":null,"abstract":"The effect of environment on the nonlinear optical (NLO) property of p-terphenyl is discussed. The performed study is mainly devoted to the simulations of the photoinduced optical second harmonic generation (SHG) and comparison of the obtained data to the literature experimental results. The structure of the investigated system has been modeled by molecular dynamic simulations. Three equivalent structures of the investigated system were built to minimize the statistical structural error. Then the averaged structural data were taken into account to compute the macroscopic optical property. Quantum chemical time-dependent density functional theory (TDDFT) calculations of the first-order nonlinear optical properties were performed. The first-order hyperpolarizability of the isolated molecule was calculated, under the influence of a polarized pumping beam. To evaluate the role of amorphous and crystalline environment the permanent local field in the bulk system was calculated. The obtained results are small; however, their effects on the first hyperpolarizabilities are large in comparison to changes in the linear optical property. Using a rigorous local field approach and the molecular dynamic modeled structure the photoinduced NLO property of p-terphenyl may be reproduced for the high power density laser beam. The obtained results are in good agreement to the experimental data.","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"23 1","pages":"285-293"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73055798","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: 1
Computation of Optical Rotation using Time–Dependent Density Functional Theory 用时变密度泛函理论计算旋光性
Soft Computing Letters Pub Date : 2007-11-01 DOI: 10.1163/157404007782913327
J. Autschbach
{"title":"Computation of Optical Rotation using Time–Dependent Density Functional Theory","authors":"J. Autschbach","doi":"10.1163/157404007782913327","DOIUrl":"https://doi.org/10.1163/157404007782913327","url":null,"abstract":"A short overview of the time–dependent density–functional theory (TD–DFT) based formalism to compute the optical rotation of chiral molecules is given. Some computational data obtained with a new TD–DFT linear response implementation in the NWChem program package are reported. A selection of available computational studies is reviewed where TD–DFT methods were used for the computation of optical rotation and optical rotatory dispersion of molecules.","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"194 1","pages":"131-150"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74888342","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: 36
DFT Optimized All-Electron Basis Sets for Gradient Corrected Functionals: 4 d Transition Metals 梯度校正泛函的DFT优化全电子基集:4 d过渡金属
Soft Computing Letters Pub Date : 2007-11-01 DOI: 10.1163/157404007782913318
P. Calaminici, R. Mejia-Olvera
{"title":"DFT Optimized All-Electron Basis Sets for Gradient Corrected Functionals: 4 d Transition Metals","authors":"P. Calaminici, R. Mejia-Olvera","doi":"10.1163/157404007782913318","DOIUrl":"https://doi.org/10.1163/157404007782913318","url":null,"abstract":"Density functional theory optimized all-electron basis sets for gradient corrected functionals for 4d transition metal atoms are presented. Double Zeta Valence Polarization (DZVP) basis sets were optimized with the PW86 functional. The performance of the newly generalized gradient approximation (GGA) optimized basis sets was tested with atomic and molecular properties calculations. Excitation energies of 4d transition metal atoms, as well as electronic configurations, structural parameters and harmonic vibrational frequencies of homonuclear 4d transition metal dimers are presented. The obtained results are compared with available experimental data as well as with theoretical data obtained by using analogous basis sets optimized for local functionals or with theoretical values from the literature.","PeriodicalId":101169,"journal":{"name":"Soft Computing Letters","volume":"39 1","pages":"201-213"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73842223","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: 1
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