Computational and Mathematical Methods最新文献

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Stochastic Transportation Problem with Multichoice Random Parameter 具有多选择随机参数的随机运输问题
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-08-26 DOI: 10.1155/2023/9109009
Talari Ganesh, K. K. Paidipati, Christophe Chesneau
{"title":"Stochastic Transportation Problem with Multichoice Random Parameter","authors":"Talari Ganesh,&nbsp;K. K. Paidipati,&nbsp;Christophe Chesneau","doi":"10.1155/2023/9109009","DOIUrl":"10.1155/2023/9109009","url":null,"abstract":"<div>\u0000 <p>This paper deals with the situation of multiple random choices along with multiple objective functions of the transportation problem. Due to the uncertainty in the environment, the choices of the cost coefficients are considered multichoice random parameters. The other parameters (supply and demand) are replaced by random variables with Gaussian distributions, and each multichoice parameter alternative is treated as a random variable. In this paper, the Newton divided difference interpolation technique is used to convert the multichoice parameter into a single choice in the objective function. Then, the chance-constrained method is applied to transform the probabilistic constraints into deterministic constraints. Due to the consideration of multichoices in the objective function, the expectation minimization model is used to get the deterministic form. Moreover, the fuzzy programming approach with the membership function is utilized to convert the multiobjective function into a single-objective function. A case study is also illustrated for a better understanding of the methodology.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/9109009","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75394262","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: 0
A Bit-Parallel Tabu Search Algorithm for Finding E(s2)-Optimal and Minimax-Optimal Supersaturated Designs 寻找最优和最小最大最优过饱和设计的位并行禁忌搜索算法
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-06-06 DOI: 10.1155/2023/9431476
Luis B. Morales, Dursun A. Bulutoglu
{"title":"A Bit-Parallel Tabu Search Algorithm for Finding E(s2)-Optimal and Minimax-Optimal Supersaturated Designs","authors":"Luis B. Morales,&nbsp;Dursun A. Bulutoglu","doi":"10.1155/2023/9431476","DOIUrl":"10.1155/2023/9431476","url":null,"abstract":"<div>\u0000 <p>We prove the equivalence of two-symbol supersaturated designs (SSDs) with <i>N</i> (even) rows, <i>m</i> columns, and <i>s</i><sub>max</sub> = 4<i>t</i> + <i>i</i>, where <i>i</i> ∈ {0, 2} and <i>t</i> ∈ <i>ℤ</i><sup>≥0</sup> and resolvable incomplete block designs (RIBDs) whose any two blocks intersect in at most (<i>N</i> + 4<i>t</i> + <i>i</i>)/4 points. Using this equivalence, we formulate the search for two-symbol <i>E</i>(<i>s</i><sup>2</sup>)-optimal and minimax-optimal SSDs with <i>s</i><sub>max</sub> ∈ {2, 4, 6} as a search for RIBDs whose blocks intersect accordingly. This allows developing a bit-parallel tabu search (TS) algorithm. The TS algorithm found <i>E</i>(<i>s</i><sup>2</sup>)-optimal and minimax-optimal SSDs achieving the sharpest known <i>E</i>(<i>s</i><sup>2</sup>) lower bound with <i>s</i><sub>max</sub> ∈ {2, 4, 6} of sizes (<i>N</i>, <i>m</i>) = (16, 25), (16, 26), (16, 27), (18, 23), (18, 24), (18, 25), (18, 26), (18, 27), (18, 28), (18, 29), (20, 21), (22, 22), (22, 23), (24, 24), and (24, 25). In each of these cases, no such SSD could previously be found.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/9431476","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87528776","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: 0
Towards Supercomputing Categorizing the Maliciousness upon Cybersecurity Blacklists with Concept Drift 基于概念漂移的网络安全黑名单恶意分类研究
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-05-20 DOI: 10.1155/2023/5780357
M. V. Carriegos, N. DeCastro-García, D. Escudero
{"title":"Towards Supercomputing Categorizing the Maliciousness upon Cybersecurity Blacklists with Concept Drift","authors":"M. V. Carriegos,&nbsp;N. DeCastro-García,&nbsp;D. Escudero","doi":"10.1155/2023/5780357","DOIUrl":"10.1155/2023/5780357","url":null,"abstract":"<div>\u0000 <p>In this article, we have carried out a case study to optimize the classification of the maliciousness of cybersecurity events by IP addresses using machine learning techniques. The optimization is studied focusing on time complexity. Firstly, we have used the extreme gradient boosting model, and secondly, we have parallelized the machine learning algorithm to study the effect of using a different number of cores for the problem. We have classified the cybersecurity events’ maliciousness in a biclass and a multiclass scenario. All the experiments have been carried out with a well-known optimal set of features: the geolocation information of the IP address. However, the geolocation features of an IP address can change over time. Also, the relation between the IP address and its label of maliciousness can be modified if we test the address several times. Then, the models’ performance could degrade because the information acquired from training on past samples may not generalize well to new samples. This situation is known as concept drift. For this reason, it is necessary to study if the optimization proposed works in a concept drift scenario. The results show that the concept drift does not degrade the models. Also, boosting algorithms achieving competitive or better performance compared to similar research works for the biclass scenario and an effective categorization for the multiclass case. The best efficient setting is reached using five nodes regarding high-performance computation resources.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/5780357","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88959618","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: 0
Dual Solutions and Stability Analysis of Cu-H2O-Casson Nanofluid Convection past a Heated Stretching/Shrinking Slippery Sheet in a Porous Medium Cu-H2O-Casson纳米流体对流在多孔介质中加热拉伸/收缩滑片的双溶液和稳定性分析
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-05-18 DOI: 10.1155/2023/6671523
Kifle Adula Duguma, Oluwole Daniel Makinde, Lemi Guta Enyadene
{"title":"Dual Solutions and Stability Analysis of Cu-H2O-Casson Nanofluid Convection past a Heated Stretching/Shrinking Slippery Sheet in a Porous Medium","authors":"Kifle Adula Duguma,&nbsp;Oluwole Daniel Makinde,&nbsp;Lemi Guta Enyadene","doi":"10.1155/2023/6671523","DOIUrl":"10.1155/2023/6671523","url":null,"abstract":"<div>\u0000 <p>In this study, we examined the impact of Cu-H<sub>2</sub>O nanoparticles on two-dimensional Casson nanofluid flows past permeable stretching/shrinking sheet embedded in a Darcy-Forchheimer porous medium in the presence of slipperiness of surface, suction/injection, viscous dissipation, and convective heating. Using some realistic assumptions and appropriate similarity transformations, the governing nonlinear partial differential equations were formulated and transformed into a system of nonlinear ordinary differential equations and then numerically solved by using the shooting technique. Numerical results are displayed for dimensionless fluid velocity and temperature profiles, skin friction, and the local Nusselt number. The impacts of different governing physical parameters on these quantities are presented and discussed using graphs, tables, and a chart. For the specific range of shrinking sheet, the result shows that dual solutions exist, and temporal stability analysis is performed by introducing small disturbances to determine the stable solutions. It is detected that the upper branch solution is hydrodynamically stable and substantially realistic; however, the lower branch solution is unstable and physically unachievable. The fluid flow stability is obtained by enhancing the suction, surface slipperiness, and viscous dissipation parameters. However, augmenting the values of the Casson factor, Cu-H<sub>2</sub>O nanoparticle volume fraction, porous medium, porous medium inertia, and convective heating parameters increases the blow-up stability of the fluid flow. The rate of heat transfer enhances with the increment in the Casson factor, porous medium, porous medium inertia, suction, velocity ratio, nanoparticle volume fraction, and convective heating parameters, whereas it reduces as the slipperiness of the surface and viscous dissipation parameters rise. Increment of Cu-H<sub>2</sub>O nanoparticle volume fraction into the Casson fluid boosts the heat transfer enhancement rate higher for the shrinking sheet surface.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/6671523","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79049515","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: 0
On the Use of Commercial Finite Element Packages for a Dimensionless Solution to a Class of Problems 一类问题的无量纲解的商用有限元包的应用
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-05-12 DOI: 10.1155/2023/4839057
S. Pashah
{"title":"On the Use of Commercial Finite Element Packages for a Dimensionless Solution to a Class of Problems","authors":"S. Pashah","doi":"10.1155/2023/4839057","DOIUrl":"10.1155/2023/4839057","url":null,"abstract":"<div>\u0000 <p>Physical laws provide a mathematical description of a physical phenomenon. The mathematical description is generally in the form of differential equations with appropriate initial and boundary conditions, called initial boundary value problems. The dimensionless form of an initial boundary value problem is the first step for the solution to a class of problems. The approach is generally applied for closed-form (or analytical) solutions, whereas practical engineering problems can only be solved numerically. Commercial finite element packages are commonly used for the numerical solution of engineering problems with complexities caused by geometry, loading, and material properties. A numerical solution does not produce a formula; therefore, a completely new solution must be obtained even for minor changes in the data set. A single-dimensionless finite element analysis would solve a class of problems. Literature shows that user-developed finite element codes, not accessible for general use, are generally used for dimensionless finite element solutions. The availability of dimensionless analysis in a commercial finite element package would be very convenient. Commercial packages do not have built-in dimensionless formulations. However, all mainstream packages allow user-implemented formulation through different coding requirements. At least one researcher has used a commercial package for dimensionless analyses without coding. The work presents a guide on alternate implementation methods of dimensionless formulations in commercial packages. A sample case demonstrates the stepwise implementation of a dimensionless formulation without writing a customized finite element code.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/4839057","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72507517","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: 0
Hamiltonicity in Directed Toeplitz Graphs with s1 = 1 and s3 = 4 s 1 = 1和s 3 = 4的有向Toeplitz图的哈密性
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-04-17 DOI: 10.1155/2023/3676487
Shabnam Malik
{"title":"Hamiltonicity in Directed Toeplitz Graphs with s1 = 1 and s3 = 4","authors":"Shabnam Malik","doi":"10.1155/2023/3676487","DOIUrl":"10.1155/2023/3676487","url":null,"abstract":"<div>\u0000 <p>A directed Toeplitz graph <i>T</i><sub><i>n</i></sub>〈<i>s</i><sub>1</sub>, ⋯, <i>s</i><sub><i>k</i></sub>; <i>t</i><sub>1</sub>, ⋯, <i>t</i><sub><i>l</i></sub>〉 with vertices 1, 2, ⋯, <i>n</i> is a directed graph whose adjacency matrix is a Toeplitz matrix. In this paper, we investigate the Hamiltonicity in directed Toeplitz graphs <i>T</i><sub><i>n</i></sub>〈<i>s</i><sub>1</sub>, ⋯, <i>s</i><sub><i>k</i></sub>; <i>t</i><sub>1</sub>, ⋯, <i>t</i><sub><i>l</i></sub>〉 with <i>s</i><sub>1</sub> = 1 and <i>s</i><sub>3</sub> = 4.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/3676487","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75992704","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: 0
Mathematical Modeling of COVID-19 with Periodic Transmission: The Case of South Africa 周期性传播COVID-19的数学模型:以南非为例
IF 0.9
Computational and Mathematical Methods Pub Date : 2023-02-15 DOI: 10.1155/2023/9326843
Belthasara Assan, Farai Nyabadza
{"title":"Mathematical Modeling of COVID-19 with Periodic Transmission: The Case of South Africa","authors":"Belthasara Assan,&nbsp;Farai Nyabadza","doi":"10.1155/2023/9326843","DOIUrl":"10.1155/2023/9326843","url":null,"abstract":"<div>\u0000 <p>The data on SARS-CoV-2 (COVID-19) in South Africa show seasonal transmission patterns to date, with the peaks having occurred in winter and summer since the outbreaks began. The transmission dynamics have mainly been driven by variations in environmental factors and virus evolution, and the two are at the center of driving the different waves of the disease. It is thus important to understand the role of seasonality in the transmission dynamics of COVID-19. In this paper, a compartmental model with a time-dependent transmission rate is formulated and the stabilities of the steady states analyzed. We note that if <i>R</i><sub>0</sub> &lt; 1, the disease-free equilibrium is globally asymptotically stable, and the disease completely dies out; and when <i>R</i><sub>0</sub> &gt; 1, the system admits a positive periodic solution, and the disease is uniformly or periodically persistent. The model is fitted to data on new cases in South Africa for the first four waves. The model results indicate the need to consider seasonality in the transmission dynamics of COVID-19 and its importance in modeling fluctuations in the data for new cases. The potential impact of seasonality in the transmission patterns of COVID-19 and the public health implications is discussed.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2023 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2023/9326843","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74227046","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: 0
Modeling and Optimal Control Analysis for Malaria Transmission with Role of Climate Variability 考虑气候变率的疟疾传播建模与最优控制分析
IF 0.9
Computational and Mathematical Methods Pub Date : 2022-12-02 DOI: 10.1155/2022/9667396
Temesgen Duressa Keno, Lemessa Bedjisa Dano, Oluwole Daniel Makinde
{"title":"Modeling and Optimal Control Analysis for Malaria Transmission with Role of Climate Variability","authors":"Temesgen Duressa Keno,&nbsp;Lemessa Bedjisa Dano,&nbsp;Oluwole Daniel Makinde","doi":"10.1155/2022/9667396","DOIUrl":"10.1155/2022/9667396","url":null,"abstract":"<div>\u0000 <p>In this paper, we present a nonlinear deterministic mathematical model for malaria transmission dynamics incorporating climatic variability as a factor. First, we showed the limited region and nonnegativity of the solution, which demonstrate that the model is biologically relevant and mathematically well-posed. Furthermore, the fundamental reproduction number was determined using the next-generation matrix approach, and the sensitivity of model parameters was investigated to determine the most affecting parameter. The Jacobian matrix and the Lyapunov function are used to illustrate the local and global stability of the equilibrium locations. If the fundamental reproduction number is smaller than one, a disease-free equilibrium point is both locally and globally asymptotically stable, but endemic equilibrium occurs otherwise. The model exhibits forward and backward bifurcation. Moreover, we applied the optimal control theory to describe the optimal control model that incorporates three controls, namely, using treated bed net, treatment of infected with antimalaria drugs, and indoor residual spraying strategy. The Pontryagin’s maximum principle is introduced to obtain the necessary condition for the optimal control problem. Finally, the numerical simulation of optimality system and cost-effectiveness analysis reveals that the combination of treated bed net and treatment is the most optimal and least-cost strategy to minimize the malaria.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2022 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2022-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2022/9667396","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82514313","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: 0
Harmonic Mixture Weibull-G Family of Distributions: Properties, Regression and Applications to Medical Data 调和混合Weibull-G族分布:性质、回归及其在医疗数据中的应用
IF 0.9
Computational and Mathematical Methods Pub Date : 2022-11-28 DOI: 10.1155/2022/2836545
Ernest Zamanah, Suleman Nasiru, Albert Luguterah
{"title":"Harmonic Mixture Weibull-G Family of Distributions: Properties, Regression and Applications to Medical Data","authors":"Ernest Zamanah,&nbsp;Suleman Nasiru,&nbsp;Albert Luguterah","doi":"10.1155/2022/2836545","DOIUrl":"10.1155/2022/2836545","url":null,"abstract":"<div>\u0000 <p>In recent years, the developments of new families of probability distributions have received greater attention as a result of desirable properties they exhibit in the modelling of data sets. The Harmonic Mixture Weibull-G family of distributions was developed in this study. The statistical properties were comprehensively presented and five special distributions developed from the family. The hazard functions of the special distributions were shown to exhibit various forms of monotone and nonmonotone shapes. The applications of the developed family to real data sets in medical studies revealed that the special distribution (Harmonic mixture Weibul Weibull distribution) provided a better fit to the data sets than other competitive models. A location-scale regression model was developed from the family and its application demonstrated using survival time data of hypertensive patients.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2022 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2022-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2022/2836545","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79303099","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: 0
Convergence Analysis of a Modified Forward-Backward Splitting Algorithm for Minimization and Application to Image Recovery 一种改进的前向后分割算法的收敛性分析及其在图像恢复中的应用
IF 0.9
Computational and Mathematical Methods Pub Date : 2022-10-06 DOI: 10.1155/2022/3455998
Kunrada Kankam, Watcharaporn Cholamjiak, Prasit Cholamjiak
{"title":"Convergence Analysis of a Modified Forward-Backward Splitting Algorithm for Minimization and Application to Image Recovery","authors":"Kunrada Kankam,&nbsp;Watcharaporn Cholamjiak,&nbsp;Prasit Cholamjiak","doi":"10.1155/2022/3455998","DOIUrl":"10.1155/2022/3455998","url":null,"abstract":"<div>\u0000 <p>Many applications in applied sciences and engineering can be considered as the convex minimization problem with the sum of two functions. One of the most popular techniques to solve this problem is the forward-backward algorithm. In this work, we aim to present a new version of splitting algorithms by adapting with Tseng’s extragradient method and using the linesearch technique with inertial conditions. We obtain its convergence result under mild assumptions. Moreover, as applications, we provide numerical experiments to solve image recovery problem. We also compare our algorithm and demonstrate the efficiency to some known algorithms.</p>\u0000 </div>","PeriodicalId":100308,"journal":{"name":"Computational and Mathematical Methods","volume":"2022 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2022-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2022/3455998","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80334013","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: 0
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