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Self-adaptive memetic firefly algorithm and CatBoost-based security framework for IoT healthcare environment 基于自适应记忆萤火虫算法和 CatBoost 的物联网医疗环境安全框架
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.1007/s10665-023-10309-z
Pandit Byomokesha Dash, Manas Ranjan Senapati, H. S. Behera, Janmenjoy Nayak, S. Vimal

The Internet of Things (IoT), which has had a revolutionary influence on human existence, has become a topic of significant attention among the scientific and industrial communities. Smart healthcare, smart cities, smart devices, smart industry, smart grid, and smart cities are just a handful of the many IoT ideas that have altered human life due to the rapid progress of this IoT technology. Security issues involving IoT devices have come up as a significant issue in recent years with special emphasis on the healthcare sector. This increased emphasis is mostly due to the exposure of serious vulnerabilities in IoT security with recent hacking activities. There is significant proof that conventional methods of protecting networks are effective. Still, the use of conventional security protocols for protection of IoT gadgets and networks from hacking is not feasible due to the constrained resources associated with IoT devices and the distinct characteristics observed in IoT protocols. To improve the privacy of the IoT, researchers will need a unique collection of resources, techniques, and datasets in IoT field. To address the earlier described issues, CatBoost is an innovative ensemble approach that combines many tree techniques and optimizes for performance. This model aims to accurately and automatically detect instances of assaults and anomalies in IoT sensors within the healthcare domain. For the successful creation of a security-based model, the hyperparameters are tuned with self-adaptive memetic firefly algorithm (SAMFA) optimization. The primary advantages of this study include (i) The development of an improved ensemble learning CatBoost model-based security system for IoT healthcare network intrusion detection, (ii) the SAMFA optimization method has been implemented for determining the ideal set of hyperparameters for the CatBoost algorithm, and (iii) Assessing the model's performance with a novel dataset of real-life observations (IoT Healthcare Security Dataset). The suggested model outperforms several previous state-of-the-art techniques, with experimental findings indicating outstanding anomaly identification accuracy of 99.99%.

对人类生存产生革命性影响的物联网(IoT)已成为科学界和工业界高度关注的话题。智能医疗、智能城市、智能设备、智能工业、智能电网和智能城市只是众多物联网理念中的一小部分,物联网技术的飞速发展改变了人类的生活。近年来,涉及物联网设备的安全问题已成为一个重要问题,其中医疗保健领域尤为突出。之所以越来越受到重视,主要是因为最近的黑客攻击活动暴露了物联网安全的严重漏洞。有大量证据表明,传统的网络保护方法是有效的。然而,由于物联网设备的相关资源有限以及物联网协议的独特性,使用传统安全协议保护物联网小工具和网络免受黑客攻击并不可行。为了改善物联网的隐私保护,研究人员需要在物联网领域收集独特的资源、技术和数据集。为解决上述问题,CatBoost 是一种创新的集合方法,它结合了多种树状技术并优化了性能。该模型旨在准确、自动地检测医疗保健领域物联网传感器中的攻击和异常情况。为成功创建基于安全的模型,超参数采用自适应记忆萤火虫算法(SAMFA)进行优化调整。本研究的主要优势包括:(i) 为物联网医疗保健网络入侵检测开发了一种基于 CatBoost 模型的改进型集合学习安全系统;(ii) 采用 SAMFA 优化方法确定 CatBoost 算法的理想超参数集;(iii) 利用新颖的真实观测数据集(物联网医疗保健安全数据集)评估模型的性能。所建议的模型优于之前的几种最先进技术,实验结果表明其异常识别准确率高达 99.99%。
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引用次数: 0
A robust scheme for reduction of higher fractional-order systems 减少高分数阶系统的稳健方案
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-08 DOI: 10.1007/s10665-023-10310-6
Iqbal M. Batiha, Nadia Allouch, Iqbal H. Jebril, Shaher Momani

The objective of this work is to present a numerical solution to a system of higher fractional-order differential equations with initial value problems. In order to achieve this objective, we develop a novel theoretical result aimed to reduce these higher fractional-order systems to (alpha )-fractional systems, where (0<alpha le 1), and then apply a recent numerical approach called modified fractional Euler method, which is regarded a numerical modification of the fractional Euler Method (FEM). Finally, we will give numerical applications to illustrate our results using MATLAB procedures.

这项工作的目的是提出一个带初值问题的高分数阶微分方程系统的数值解。为了实现这一目标,我们提出了一个新颖的理论结果,旨在将这些高分数阶系统简化为 (alpha )-分数系统,其中 (0<alpha le 1),然后应用一种称为修正分数欧拉法的最新数值方法,该方法被视为分数欧拉法(FEM)的数值修正。最后,我们将利用 MATLAB 程序给出数值应用来说明我们的结果。
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引用次数: 0
Thermal boundary-layer solutions for forced convection in a porous domain above a flat plate 平板上方多孔域中强制对流的热边界层解法
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-08 DOI: 10.1007/s10665-023-10311-5
Miltiadis V. Papalexandris

In this paper we present numerical solutions for thermal boundary layers that are developed during forced convection in a porous medium located above a flat plate. The basic feature of such layers is that they are nonsimilar. In our study we consider thermal nonequilibrium between the two phases. Accordingly, each phase is endowed with its own energy equation. The boundary-layer equations are solved with the local nonsimilarity method. We examine convection of air and liquid water, while the solid matrix is supposed to be made of cast iron. According to our computations, there are significant differences between the temperature distributions of the two phases, especially at short and moderate distances from the edge of the flat plate. Also, due to the high conductivity of the solid matrix, the thermal boundary layers are much thicker than the hydrodynamic one. The profile of the local Nusselt number is quite sensitive on the Prandtl number and only far downstream it scales with the square root of the distance. Finally, the validity of the local thermal equilibrium assumption is assessed via a comparative study. According to it, this assumption leads to significant inaccuracies in the temperature profiles but yields reasonable estimates for the thickness of the thermal boundary layer of the fluid.

本文介绍了位于平板上方的多孔介质在强制对流过程中形成的热边界层的数值解法。这种层的基本特征是它们是非相似的。在研究中,我们考虑了两相之间的热非平衡。因此,每相都有自己的能量方程。边界层方程采用局部非相似性方法求解。我们研究了空气和液态水的对流,同时假设固体基体由铸铁制成。根据我们的计算,两相的温度分布存在显著差异,尤其是在距离平板边缘较短和中等距离的地方。此外,由于固体基体的高传导性,热边界层要比流体动力边界层厚得多。局部努塞尔特数曲线对普朗特数相当敏感,只有在远下游才随距离的平方根变化。最后,通过比较研究评估了局部热平衡假设的有效性。据此,该假设会导致温度曲线的严重误差,但会对流体热边界层的厚度产生合理的估计。
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引用次数: 0
Lagrange multiplier and variational equations in mechanics 拉格朗日乘法器和力学中的变分方程
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-08 DOI: 10.1007/s10665-023-10299-y
Robert Nzengwa

The equilibrium of a structure is characterized by either Euler’s equations completed with boundary and some internal conditions, or by variational equations of a stationary point of the total potential energy defined in a set of admissible functions. Generally this set is defined as a reciprocal image of a constraint function defined between two Banach spaces E and F; and has a manifold structure. Test functions of the variational formulation belong to the Banach tangent space of this set at the stationary point. Though variational equations are suitable for numerical methods through finite elements, the restriction of test functions only in the tangent space is source of some difficulties during numerical implementation. Lagrange multipliers, when they exist, offer the best way to bypass these obstacles. In this paper we present some conditions that guarantee the existence of Lagrange multipliers and establish the links between the new variational equations obtained and the initial variational formulation. We show how it has been applied in incompressible fluid or incompressible elastic solid mechanics. The Lagrange multipliers appear as the hydrostatic pressure which modifies their constitutive laws. We also show the efficiency of the Lagrange multipliers in the limit analyses of problems encountered in the homogenization process and particularly on junction of multistructures. In recent works on junction of elastic multi-dimensional structures, the limit final coupled equations are obtained studiously after some complex calculations. The Lagrange multiplier approach on junction of multistructures herein, which is the main result of this paper, substantially simplifies the analysis, without using any ad-hoc assumption as in previous work and paves the way to treat nonlinear junction equations.

结构平衡的特征是欧拉方程(Euler's equations complet with boundary and some internal conditions),或者是定义在可容许函数集中的总势能静止点的变分方程。一般来说,这个集合被定义为定义在两个巴拿赫空间 E 和 F 之间的约束函数的倒易图像;并且具有流形结构。变分公式的测试函数属于该集合在静止点处的巴拿赫切线空间。虽然变分方程适合于通过有限元进行数值计算,但测试函数只局限于切空间,这给数值计算带来了一些困难。拉格朗日乘法器(如果存在的话)是绕过这些障碍的最佳方法。在本文中,我们提出了保证拉格朗日乘法器存在的一些条件,并建立了所获得的新变分方程与初始变分公式之间的联系。我们展示了如何将其应用于不可压缩流体力学或不可压缩弹性固体力学。拉格朗日乘数以静水压力的形式出现,对其构成规律进行了修正。我们还展示了拉格朗日乘数在对均质化过程中遇到的问题进行极限分析时的效率,特别是在多结构交界处。在最近关于弹性多维结构交界处的研究中,极限最终耦合方程是在经过一些复杂的计算后得到的。本文的主要成果--拉格朗日乘法器方法大大简化了多结构交界处的分析,而无需像以前的工作那样使用任何临时假设,并为处理非线性交界处方程铺平了道路。
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引用次数: 0
Transmission probability of gas molecules through porous layers at Knudsen diffusion 气体分子在努森扩散条件下通过多孔层的传输概率
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-07 DOI: 10.1007/s10665-023-10308-0
Wolfgang Macher, Yuri Skorov, Günter Kargl, Sunny Laddha, Stephan Zivithal

Gas flow through layers of porous materials plays a crucial role in technical applications, geology, petrochemistry, and space sciences (e.g., fuel cells, catalysis, shale gas production, and outgassing of volatiles from comets). In many applications the Knudsen regime is predominant, where the pore size is small compared to the mean free path between intermolecular collisions. In this context common parameters to describe the gas percolation through layers of porous media are the probability of gas molecule transmission and the Knudsen diffusion coefficient of the medium. We show how probabilistic considerations on layer partitions lead to the analytical description of the permeability of a porous medium to gas flow as a function of layer thickness. The derivations are made on the preconditions that the molecule reflection at pore surfaces is diffuse and that the pore structure is homogenous on a scale much larger than the pore size. By applying a bi-hemispherical Maxwell distribution, relations between the layer transmission probability, the half-transmission thickness, and the Knudsen diffusion coefficient are obtained. For packings of spheres, expressions of these parameters in terms of porosity and grain size are derived and compared with former standard models. A verification of the derived equations is given by means of numerical simulations, also providing evidence that our analytical model for sphere packing is more accurate than the former classical models.

气体流经多孔材料层在技术应用、地质学、石油化学和空间科学(如燃料电池、催化、页岩气生产和彗星挥发气体)中发挥着至关重要的作用。在许多应用中,孔隙尺寸与分子间碰撞的平均自由路径相比较小,这在克努森体系中占主导地位。在这种情况下,描述气体在多孔介质层中渗透的常用参数是气体分子传输概率和介质的克努森扩散系数。我们展示了如何通过对层分区的概率考虑,分析描述多孔介质对气体流动的渗透性与层厚度的函数关系。推导的前提条件是孔隙表面的分子反射是扩散的,孔隙结构在比孔隙尺寸大得多的尺度上是均匀的。通过应用双半球麦克斯韦分布,得到了层透射概率、半透射厚度和努森扩散系数之间的关系。对于球形填料,推导出了这些参数在孔隙率和晶粒尺寸方面的表达式,并与以前的标准模型进行了比较。通过数值模拟对推导出的方程进行了验证,也证明了我们的球体堆积分析模型比以前的经典模型更精确。
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引用次数: 0
The linear stability of plane Couette flow with a compliant boundary 具有柔性边界的平面Couette流的线性稳定性
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-02 DOI: 10.1007/s10665-023-10307-1
Andrew Walton, Keming Yu

The linear stability of plane Couette flow subject to one rigid boundary and one flexible boundary is considered at both finite and asymptotically large Reynolds number. The wall flexibility is modelled using a very simple Hooke-type law involving a spring constant K and is incorporated into a boundary condition on the appropriate Orr–Sommerfeld eigenvalue problem. This problem is analyzed at large Reynolds number by the method of matched asymptotic expansions and eigenrelations are derived that demonstrate the existence of neutral modes at finite spring stiffness, propagating with speeds close to that of the rigid wall and possessing wavelengths comparable to the channel width. A large critical value of K is identified at which a new short wavelength asymptotic structure comes into play that describes the entirety of the linear neutral curve. The asymptotic theories compare well with finite Reynolds number Orr–Sommerfeld calculations and demonstrate that only the tiniest amount of wall flexibility is required to destabilize the flow, with the linear neutral curve for the instability emerging as a bifurcation from infinity.

研究了平面Couette流在有限和渐近大雷诺数条件下的一刚性边界和一柔性边界下的线性稳定性。壁面柔性用一个涉及弹簧常数K的非常简单的胡克型定律来建模,并将其纳入相应的Orr-Sommerfeld特征值问题的边界条件。用匹配渐近展开的方法分析了大雷诺数下的这个问题,并推导了在有限弹簧刚度下存在中性模式的本征关系,其传播速度接近刚性壁的速度,并且具有与通道宽度相当的波长。确定了一个大的临界值K,在这个临界值处,一个新的短波长渐近结构开始发挥作用,它描述了线性中性曲线的全部。渐近理论与有限雷诺数Orr-Sommerfeld计算相比较,证明了只需要最微小的壁面弹性就可以使流动不稳定,不稳定的线性中性曲线从无穷远开始出现分叉。
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引用次数: 0
Similarity solution for magnetogasdynamic spherical shock wave in a self-gravitating non-ideal radiating gas using lie invariance method 自重力非理想辐射气体中磁气动力学球面激波的相似解
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-22 DOI: 10.1007/s10665-023-10303-5
Vidit K. Vats, Dheerendra B. Singh, Danish Amin

In this article, a mathematical model describing the unsteady adiabatic flow of spherical shock waves in a self-gravitating, non-ideal radiating gas under the influence of an azimuthal magnetic field is formulated and similarity solutions are obtained. The ambient medium is assumed to be at rest with uniform density. The effect of thermal radiation under an optically thin limit is included in the energy equation of the governing system. By applying the Lie invariance method, the system of PDEs governing the flow in the said medium is transformed into a system of non-linear ODEs via similarity variables. All the four possible cases of similarity solution are obtained by selecting different values for the arbitrary constants involved in the generators. Among these four cases, only two possess similarity solutions, one by assuming the power-law shock path and other by exponential-law shock path. The set of non-linear ODEs obtained in the case of the power-law shock path is solved numerically using the Runge–Kutta method of 4th order in the MATLAB software. The effects of variation of various parameters such as non-ideal parameter ((overline{b })), adiabatic index of the gas ((gamma )), Alfven-Mach number (({M}_{a}^{-2})), ambient magnetic field variation index ((phi )), and gravitational parameter (({G}_{0})) on the flow quantities are discussed in detail and various results are portrayed in the figures. Furthermore, the article includes a detailed comparison made between the solutions obtained for cases with and without gravitational effects in the presence of magnetic field.

本文建立了球形激波在自重力非理想辐射气体中受方位磁场影响的非定常绝热流动的数学模型,并得到了相似解。假定周围介质处于静止状态,密度均匀。在控制系统的能量方程中考虑了光薄极限下的热辐射效应。应用李不变性方法,将控制介质流动的偏微分方程系统通过相似变量转化为非线性偏微分方程系统。通过对生成器中涉及的任意常数选择不同的值,得到了所有四种可能的相似解。在这四种情况中,只有两种情况具有相似解,一种是假设幂律冲击路径,另一种是假设指数律冲击路径。在MATLAB软件中采用四阶龙格-库塔法对幂律激波路径下得到的非线性ode集进行了数值求解。详细讨论了非理想参数((overline{b }))、气体绝热指数((gamma ))、阿尔芬-马赫数({M}_{a}^{-2})、环境磁场变化指数((phi ))、重力参数(({G}_{0}))等参数的变化对流量的影响,并给出了各种结果。此外,本文还详细比较了在有磁场和无引力作用的情况下所得到的解。
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引用次数: 0
Anti-plane surface waves of an elastic half-space coated with a metacomposite layer 涂有超复合材料层的弹性半空间的反平面表面波
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-22 DOI: 10.1007/s10665-023-10305-3
C. Q. Ru

Inspired by recent research interest in metasurfaces, an effective medium model is presented to study anti-plane (Love) surface waves of an elastic half-space coated with an elastic metasurface thin layer filled with coated or uncoated hard spheres. Explicit formulas are derived for phase velocity and attenuation coefficient, and the general implications of the derived results are discussed with specific examples without or with damping effect on local resonance of embedded hard spheres. Emphasis is placed on the effects of the metasurface and damping on the structure of bandgap for Love waves, with detailed comparison to the known results on Love waves of an elastic half-space coated with a thin elastic layer or elastic plate. The derived results and conclusions may offer new insights into the study of surface elastic waves in locally resonant metacomposites.

受近年来超表面研究的启发,提出了一种有效介质模型,用于研究涂覆有涂覆或未涂覆硬球的弹性超表面薄层的弹性半空间的反平面(Love)表面波。推导出了相速度和衰减系数的显式公式,并通过对嵌入硬球局部共振无阻尼或有阻尼影响的具体算例,讨论了所得结果的一般含义。重点讨论了超表面和阻尼对Love波带隙结构的影响,并与已知的覆盖薄弹性层或弹性板的弹性半空间Love波带隙结构的结果进行了详细的比较。所得结果和结论为局部共振超复合材料表面弹性波的研究提供了新的思路。
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引用次数: 0
Short time angular impulse response of Rayleigh beams 瑞利梁的短时角脉冲响应
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-21 DOI: 10.1007/s10665-023-10302-6
Bidhayak Goswami, K. R. Jayaprakash, Anindya Chatterjee

In the dynamics of linear structures, the impulse response function is of fundamental interest. In some cases one examines the short term response wherein the disturbance is still local and the boundaries have not yet come into play, and for such short-time analysis the geometrical extent of the structure may be taken as unbounded. Here we examine the response of slender beams to angular impulses. The Euler–Bernoulli model, which does not include rotary inertia of cross sections, predicts an unphysical and unbounded initial rotation at the point of application. A finite length Euler–Bernoulli beam, when modeled using finite elements, predicts a mesh-dependent response that shows fast large-amplitude oscillations setting in very quickly. The simplest introduction of rotary inertia yields the Rayleigh beam model, which has more reasonable behavior including a finite wave speed at all frequencies. If a Rayleigh beam is given an impulsive moment at a location away from its boundaries, then the predicted behavior has an instantaneous finite jump in local slope or rotation, followed by smooth evolution of the slope for a finite time interval until reflections arrive from the boundary, causing subsequent slope discontinuities in time. We present a detailed study of the angular impulse response of a simply supported Rayleigh beam, starting with dimensional analysis, followed by modal expansion including all natural frequencies, culminating with an asymptotic formula for the short-time response. The asymptotic formula is obtained by breaking the series solution into two parts to be treated independently term by term, and leads to a polynomial in time. The polynomial matches the response from refined finite element (FE) simulations.

在线性结构动力学中,脉冲响应函数具有重要的意义。在某些情况下,我们研究的是短期响应,其中扰动仍然是局部的,边界还没有发挥作用,对于这种短期分析,结构的几何范围可以被认为是无界的。这里我们研究了细长光束对角脉冲的响应。欧拉-伯努利模型不包括截面的转动惯量,预测在应用点处的非物理和无界初始旋转。有限长度的欧拉-伯努利梁,当使用有限元建模时,预测网格依赖的响应,显示出快速的大振幅振荡。最简单的旋转惯性引入产生了瑞利波束模型,该模型具有更合理的行为,包括在所有频率下的有限波速。如果在远离其边界的位置给予瑞利光束脉冲力矩,则预测的行为在局部斜率或旋转上具有瞬时有限跳跃,随后斜率在有限时间间隔内平滑演变,直到反射从边界到达,导致随后的斜率在时间上不连续。我们详细研究了简支瑞利梁的角脉冲响应,从量纲分析开始,然后是包括所有固有频率的模态展开,最后得到了一个短时间响应的渐近公式。通过将级数解分解为两部分逐项独立处理得到渐近公式,并在时间上得到一个多项式。该多项式与精细有限元(FE)模拟的响应相匹配。
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引用次数: 0
Wave scattering by Pi-type breakwater floating in deep water 深水漂浮pi型防波堤对波浪的散射
IF 1.3 4区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-21 DOI: 10.1007/s10665-023-10301-7
R. B. Kaligatla, S. Singh, B. N. Mandal

This article presents a study on surface gravity wave scattering by a rectangular (box-type) breakwater with thin side plates in the situation of oblique incident waves in deep water. Applying the continuity of fluid pressure and velocity to Havelock’s expansion of velocity potentials, the problem is converted to an integral equation of the Fredholm type, whose solution is the horizontal component of fluid velocity. The integral equation is solved by employing Galerkin’s approximation with polynomials as basis functions multiplied by suitable weight functions. The wave reflection and transmission coefficients are calculated numerically to find the breakwater’s performance on wave scattering. The accuracy of the results is verified through numerical convergence and checking of the energy balance equation. The rectangular breakwater reflects long waves to some extent in water of infinite depth, in contrast to a thin breakwater. The thin plates attached to the rectangular breakwater show a reduction in wave transmission. Furthermore, the attachment of thin plates leads to an increment in horizontal force and a reduction in vertical force.

本文研究了深水斜入射波作用下薄边矩形箱式防波堤表面重力波的散射特性。将流体压力和速度的连续性应用于Havelock的速度势展开,将问题转化为Fredholm型积分方程,其解为流体速度的水平分量。采用伽辽金近似,以多项式为基函数,乘以合适的权函数,求解了积分方程。通过数值计算波浪反射系数和透射系数,得出防波堤对波浪散射的性能。通过数值收敛和能量平衡方程的校核,验证了计算结果的准确性。矩形防波堤与薄型防波堤相比,能在无限深的水中反射一定程度的长波。附在矩形防波堤上的薄板显示出波浪传播的减少。此外,薄板的附着导致水平力的增加和垂直力的减小。
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引用次数: 0
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Journal of Engineering Mathematics
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