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High throughput SRAM design for improved computing in autonomous systems 用于改进自主系统计算的高吞吐量SRAM设计
IF 1 Q4 ROBOTICS Pub Date : 2021-08-24 DOI: 10.1108/ijius-05-2021-0031
Kumari Neeraj, J. K. Das
PurposeHigh throughput and power efficient computing devices are highly essential in many autonomous system-based applications. Since the computational power keeps on increasing in recent years, it is necessary to develop energy efficient static RAM (SRAM) memories with high speed. Nowadays, Static Random-Access Memory cells are predominantly liable to soft errors due to the serious charge which is crucial to trouble a cell because of fewer noise margins, short supply voltages and lesser node capacitances.Design/methodology/approachPower efficient SRAM design is a major task for improving computing abilities of autonomous systems. In this research, instability is considered as a major issue present in the design of SRAM. Therefore, to eliminate soft errors and balance leakage instability problems, a signal noise margin (SNM) through the level shifter circuit is proposed.FindingsBias Temperature Instabilities (BTI) are considered as the primary technology for recently combined devices to reduce degradation. The proposed level shifter-based 6T SRAM achieves better results in terms of delay, power and SNM when compared with existing 6T devices and this 6T SRAM-BTI with 7 nm technology is also applicable for low power portable healthcare applications. In biomedical applications, Body Area Networks (BANs) require the power-efficient SRAM design to extend the battery life of BAN sensor nodes.Originality/valueThe proposed method focuses on high speed and power efficient SRAM design for smart ubiquitous sensors. The effect of BTI is almost eliminated in the proposed design.
目的在许多基于自治系统的应用中,高吞吐量和高能效的计算设备是非常必要的。近年来,随着计算机运算能力的不断提高,开发高效节能的高速静态RAM存储器成为一种迫切需要。目前,静态随机存取存储器单元由于噪声裕度小、供电电压短、节点电容小等原因,容易因严重的电荷而产生软误差。设计/方法/途径节能SRAM设计是提高自主系统计算能力的一项重要任务。在本研究中,不稳定性被认为是SRAM设计中的一个主要问题。因此,为了消除软误差和平衡漏失稳定性问题,提出了一种通过移电平电路的信号噪声裕度(SNM)。偏置温度不稳定性(BTI)被认为是最近组合器件减少退化的主要技术。与现有的6T器件相比,所提出的基于电平移位器的6T SRAM在延迟、功耗和SNM方面取得了更好的效果,并且这种采用7纳米技术的6T SRAM- bti也适用于低功耗便携式医疗保健应用。在生物医学应用中,体域网络(BAN)需要高效节能的SRAM设计来延长BAN传感器节点的电池寿命。独创性/价值提出的方法侧重于为智能泛在传感器设计高速、节能的SRAM。所提出的设计几乎消除了BTI的影响。
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引用次数: 0
Robot coalition formation against time-extended multi-robot tasks 针对时间扩展的多机器人任务的机器人联盟形成
IF 1 Q4 ROBOTICS Pub Date : 2021-08-16 DOI: 10.1108/ijius-12-2020-0070
M. U. Arif
PurposeMulti-robot coalition formation (MRCF) refers to the formation of robot coalitions against complex tasks requiring multiple robots for execution. Situations, where the robots have to participate in multiple coalitions over time due to a large number of tasks, are called Time-extended MRCF. While being NP-hard, time-extended MRCF also holds the possibility of resource deadlocks due to any cyclic hold-and-wait conditions among the coalitions. Existing schemes compromise on solution quality to form workable, deadlock-free coalitions through instantaneous or incremental allocations.Design/methodology/approachThis paper presents an evolutionary algorithm (EA)-based task allocation framework for improved, deadlock-free solutions against time-extended MRCF. The framework simultaneously allocates multiple tasks, allowing the robots to participate in multiple coalitions within their schedule. A directed acyclic graph–based representation of robot plans is used for deadlock detection and avoidance.FindingsAllowing the robots to participate in multiple coalitions within their schedule, significantly improves the allocation quality. The improved allocation quality of the EA is validated against two auction schemes inspired by the literature.Originality/valueTo the best of the author's knowledge, this is the first framework which simultaneously considers multiple MR tasks for deadlock-free allocation while allowing the robots to participate in multiple coalitions within their plans.
多机器人联盟形成(MRCF)是指针对需要多个机器人执行的复杂任务而形成的机器人联盟。由于大量的任务,机器人必须在一段时间内参与多个联盟的情况被称为时间扩展MRCF。虽然是NP-hard,但由于联盟之间的任何循环保持和等待条件,延长时间的MRCF也存在资源死锁的可能性。现有方案在解决方案质量上妥协,通过瞬时或增量分配形成可行的、无死锁的联盟。设计/方法/方法本文提出了一种基于进化算法(EA)的任务分配框架,用于改进的无死锁解决方案,以对抗时间延长的MRCF。该框架同时分配多个任务,允许机器人在其时间表内参与多个联盟。机器人计划的有向无环图表示用于死锁检测和避免。发现允许机器人在其时间表内参与多个联盟,可显著提高分配质量。改进的EA分配质量在两种拍卖方案中得到了验证。原创性/价值据作者所知,这是第一个同时考虑多个MR任务进行无死锁分配,同时允许机器人在其计划内参与多个联盟的框架。
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引用次数: 3
Enhancement of network coding in wireless sensor network using improved lion algorithm: intention toward maximizing network throughput and lifetime 利用改进的狮子算法增强无线传感器网络中的网络编码:旨在最大化网络吞吐量和寿命
IF 1 Q4 ROBOTICS Pub Date : 2021-07-20 DOI: 10.1108/IJIUS-02-2021-0007
Prashant R. Dike, T. S. Vishwanath, Vandana Rohakale
PurposeSince communication usually accounts as the foremost problem for power consumption, there are some approaches, such as topology control and network coding (NC), for diminishing the activity of sensors’ transceivers. If such approaches are employed simultaneously, then the overall performance does raise as expected. In a wireless sensor network (WSN), the linear NC has been shown to enhance the performance of network throughput and reduce delay. However, the NC condition of existing NC-aware routings may experience the issue of false-coding effect in some scenarios and usually neglect node energy, which highly affects the energy efficiency performance. The purpose of this paper is to propose a new NC scheduling in a WSN with the intention of maximizing the throughput and minimizing the energy consumption of the network.Design/methodology/approachThe improved meta-heuristic algorithm called the improved mutation-based lion algorithm (IM-LA) is used to solve the problem of NC scheduling in a WSN. The main intention of implementing improved optimization is to maximize the throughput and minimize the energy consumption of the network during the transmission from the source to the destination node. The parameters like topology and time slots are taken for optimizing in order to obtain the concerned objective function. While solving the current optimization problem, it has considered a few constraints like timeshare constraint, data-flow constraint and domain constraint. Thus, the network performance is proved to be enhanced by the proposed model when compared to the conventional model.FindingsWhen 20 nodes are fixed for the convergence analysis, performed in terms of multi-objective function, it is noted that during the 400th iteration, the proposed IM-LA was 10.34, 13.91 and 50% better than gray wolf algorithm (GWO), firefly algorithm (FF) and particle swarm optimization (PSO), respectively, and same as LA. Therefore, it is concluded that the proposed IM-LA performs extremely better than other conventional methods in minimizing the cost function, and hence, the optimal scheduling of nodes in a WSN in terms of the multi-objective function, i.e. minimizing energy consumption and maximizing throughput using NC has been successfully done.Originality/valueThis paper adopts the latest optimization algorithm called IM-LA, which is used to solve the problem of network coding scheduling in a WSN. This is the first work that utilizes IM-LA for optimal network coding in a WSN.
由于通信通常是功耗的首要问题,有一些方法,如拓扑控制和网络编码(NC),以减少传感器收发器的活动。如果同时使用这些方法,那么总体性能确实会如预期的那样提高。在无线传感器网络(WSN)中,线性NC已被证明可以提高网络吞吐量和降低延迟。然而,现有的NC感知路由的NC条件在某些情况下可能会出现假编码效应的问题,并且通常会忽略节点能量,这严重影响了能效性能。本文的目的是提出一种新的无线传感器网络的数控调度方法,以最大限度地提高网络的吞吐量和最小化网络的能耗。设计/方法/方法采用改进的元启发式算法——改进的基于突变的狮子算法(IM-LA)来解决无线传感器网络中的数控加工调度问题。实现改进的优化的主要目的是从源节点到目的节点的传输过程中,最大限度地提高吞吐量和最小化网络的能耗。利用拓扑结构和时隙等参数进行优化,得到相应的目标函数。在求解当前优化问题时,考虑了分时约束、数据流约束和域约束等约束。实验结果表明,与传统模型相比,该模型能提高网络的性能。结果当固定20个节点进行多目标函数的收敛性分析时,在第400次迭代时,所提出的IM-LA算法分别比灰狼算法(GWO)、萤火虫算法(FF)和粒子群算法(PSO)的收敛性提高10.34、13.91和50%,与LA算法相同。因此,本文提出的IM-LA在最小化成本函数方面的性能优于其他传统方法,因此,成功地完成了基于多目标函数的WSN节点优化调度,即使用NC最小化能耗和最大化吞吐量。独创性/价值本文采用最新的优化算法IM-LA,用于解决WSN中的网络编码调度问题。这是首次在WSN中利用IM-LA进行优化网络编码的工作。
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引用次数: 0
Multiclass skin lesion classification using image augmentation technique and transfer learning models 基于图像增强技术和迁移学习模型的多类皮肤损伤分类
IF 1 Q4 ROBOTICS Pub Date : 2021-06-08 DOI: 10.1108/IJIUS-02-2021-0010
Naga Swetha R, V. K. Shrivastava, K. Parvathi
PurposeThe mortality rate due to skin cancers has been increasing over the past decades. Early detection and treatment of skin cancers can save lives. However, due to visual resemblance of normal skin and lesion and blurred lesion borders, skin cancer diagnosis has become a challenging task even for skilled dermatologists. Hence, the purpose of this study is to present an image-based automatic approach for multiclass skin lesion classification and compare the performance of various models.Design/methodology/approachIn this paper, the authors have presented a multiclass skin lesion classification approach based on transfer learning of deep convolutional neural network. The following pre-trained models have been used: VGG16, VGG19, ResNet50, ResNet101, ResNet152, Xception, MobileNet and compared their performances on skin cancer classification.FindingsThe experiments have been performed on HAM10000 dataset, which contains 10,015 dermoscopic images of seven skin lesion classes. The categorical accuracy of 83.69%, Top2 accuracy of 91.48% and Top3 accuracy of 96.19% has been obtained.Originality/valueEarly detection and treatment of skin cancer can save millions of lives. This work demonstrates that the transfer learning can be an effective way to classify skin cancer images, providing adequate performance with less computational complexity.
目的皮肤癌的死亡率在过去几十年中一直在上升。皮肤癌的早期发现和治疗可以挽救生命。然而,由于正常皮肤和病变的视觉相似性以及病变边界模糊,即使对于熟练的皮肤科医生来说,皮肤癌症诊断也已成为一项具有挑战性的任务。因此,本研究的目的是提出一种基于图像的多类皮肤损伤自动分类方法,并比较各种模型的性能。设计/方法论/方法在本文中,作者提出了一种基于深度卷积神经网络迁移学习的多类皮肤损伤分类方法。使用了以下预先训练的模型:VGG16、VGG19、ResNet50、ResNet101、ResNet152、Xception、MobileNet,并比较了它们在皮肤癌症分类方面的性能。实验在HAM10000数据集上进行,该数据集包含10015张七类皮肤病变的皮肤镜图像。分类准确率为83.69%,Top2准确率为91.48%,Top3准确率为96.19%。原创/价值癌症的早期发现和治疗可以挽救数百万人的生命。这项工作表明,转移学习可以是一种有效的方法来分类皮肤癌症图像,提供足够的性能和较少的计算复杂度。
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引用次数: 6
Online flight path planning with flight time constraints for fixed-wing UAVs in dynamic environments 动态环境下具有飞行时间约束的固定翼无人机在线航迹规划
IF 1 Q4 ROBOTICS Pub Date : 2021-05-04 DOI: 10.1108/ijius-11-2020-0063
Luitpold Babel
PurposeA major challenge for mission planning of aircraft is to generate flight paths in highly dynamic environments. This paper presents a new approach for online flight path planning with flight time constraints for fixed-wing UAVs. The flight paths must take into account the kinematic restrictions of the vehicle and be collision-free with terrain, obstacles and no-fly areas. Moreover, the flight paths are subject to time constraints such as predetermined time of arrival at the target or arrival within a specified time interval.Design/methodology/approachThe proposed flight path planning algorithm is an evolution of the well-known RRT* algorithm. It uses three-dimensional Dubins paths to reflect the flight capabilities of the air vehicle. Requirements for the flight time are realized by skillfully concatenating two rapidly exploring random trees rooted in the start and target point, respectively.FindingsThe approach allows to consider static obstacles, obstacles which might pop up unexpectedly, as well as moving obstacles. Targets might be static or moving with constantly changing course. Even a change of the target during flight, a change of the target approach direction or a change of the requested time of arrival is included.Originality/valueThe capability of the flight path algorithm is demonstrated by simulation results. Response times of fractions of a second qualify the algorithm for real-time applications in highly dynamic scenarios.
目的飞行器任务规划的一个主要挑战是在高度动态的环境中生成飞行路径。本文提出了一种基于飞行时间约束的固定翼无人机在线飞行路径规划的新方法。飞行路径必须考虑车辆的运动学限制,并且与地形、障碍物和禁飞区无碰撞。此外,飞行路径受到时间约束,例如到达目标的预定时间或在指定时间间隔内到达。设计/方法论/方法所提出的飞行路径规划算法是对著名的RRT*算法的进化。它使用三维Dubins路径来反映飞行器的飞行能力。通过巧妙地连接两个分别植根于起始点和目标点的快速探索随机树,实现了对飞行时间的要求。发现该方法允许考虑静态障碍物、可能意外弹出的障碍物以及移动障碍物。目标可能是静止的,也可能随着路线的不断变化而移动。甚至包括飞行过程中目标的变化、目标接近方向的变化或请求到达时间的变化。独创性/价值仿真结果证明了飞行路径算法的能力。几分之一秒的响应时间使该算法适用于高度动态场景中的实时应用。
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引用次数: 3
Cascade control for heterogeneous multirotor UAS 异构多旋翼无人机的串级控制
IF 1 Q4 ROBOTICS Pub Date : 2021-04-29 DOI: 10.1108/IJIUS-02-2021-0008
Ayaz Ahmed Hoshu, Liuping Wang, A. Fisher, Abdul Sattar
PurposeDespite of the numerous characteristics of the multirotor unmanned aircraft systems (UASs), they have been termed as less energy-efficient compared to fixed-wing and helicopter counterparts. The purpose of this paper is to explore a more efficient multirotor configuration and to provide the robust and stable control system for it.Design/methodology/approachA heterogeneous multirotor configuration is explored in this paper, which employs a large rotor at the centre to provide majority of lift and three small tilted booms rotors to provide the control. Design provides the combined characteristics of both quadcopters and helicopters in a single UAS configuration, providing endurance of helicopters keeping the manoeuvrability, simplicity and control of quadcopters. In this paper, rotational as well as translational dynamics of the multirotor are explored. Cascade control system is designed to provide an effective solution to control the attitude, altitude and position of the rotorcraft.FindingsOne of the challenging tasks towards successful flight of such a configuration is to design a stable and robust control system as it is an underactuated system possessing complex non-linearities and coupled dynamics. Cascaded proportional integral (PI) control approach has provided an efficient solution with stable control performance. A novel motor control loop is implemented to ensure enhanced disturbance rejection, which is also validated through Dryden turbulence model and 1-cosine gust model.Originality/valueRobustness and stability of the proposed control structure for such a dynamically complex UAS configuration is demonstrated with stable attitude and position performance, reference tracking and enhanced disturbance rejection.
目的尽管多旋翼无人机系统(UASs)的众多特征,它们被称为与固定翼和直升机同行相比能效较低。本文的目的是探索一种更有效的多转子结构,并为其提供鲁棒稳定的控制系统。设计/方法/方法本文探讨了一种多转子结构,该结构采用一个大转子在中心提供大部分升力,三个小倾斜臂转子提供控制。设计提供了四轴飞行器和直升机在单一UAS配置中的综合特性,提供直升机的续航力,保持四轴飞行器的机动性,简单性和控制。本文研究了多转子的转动和平移动力学。设计了串级控制系统,为旋翼机的姿态、高度和位置控制提供了有效的解决方案。由于这是一个欠驱动系统,具有复杂的非线性和耦合动力学,因此设计一个稳定的鲁棒控制系统是实现这种构型成功飞行的一个具有挑战性的任务。级联比例积分(PI)控制方法提供了控制性能稳定的有效解决方案。设计了一种新型的电机控制回路,增强了系统的抗扰性,并通过Dryden湍流模型和1-余弦阵风模型进行了验证。通过稳定的姿态和位置性能、参考跟踪和增强的抗扰性,证明了所提出的控制结构对这种动态复杂的无人机配置的独创性、实用性和稳定性。
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引用次数: 4
Output tracking and feedback stabilization for 6-DoF UAV using an enhanced active disturbance rejection control 6-DoF无人机输出跟踪和反馈稳定的增强型自抗扰控制
IF 1 Q4 ROBOTICS Pub Date : 2021-03-16 DOI: 10.1108/IJIUS-09-2020-0059
Aws Abdulsalam Najm, Ibraheem Kasim Ibraheem, Amjad J. Humaidi, A. Azar
PurposeThe hybrid control system of the nonlinear PID (NLPID) controller and improved active disturbance rejection control (IADRC) are proposed for stabilization purposes for a 6-degree freedom (DoF) quadrotor system with the existence of exogenous disturbances and system uncertainties.Design/methodology/approachIADRC units are designed for the altitude and attitude systems, while NLPID controllers are designed for the x−y position system on the quadrotor nonlinear model. The proposed controlling scheme is implemented using MATLAB/Simulink environment and is compared with the traditional PID controller and NLPID controller.FindingsDifferent tests have been done, such as step reference tracking, hovering mode, trajectory tracking, exogenous disturbances and system uncertainties. The simulation results showed the demonstrated performance and stability gained by using the proposed scheme as compared with the other two controllers, even when the system was exposed to different disturbances and uncertainties.Originality/valueThe study proposes an NLPID-IADRC scheme to stabilize the motion of the quadrotor system while tracking a specified trajectory in the presence of exogenous disturbances and parameter uncertainties. The proposed multi-objective Output Performance Index (OPI) was used to obtain the optimum integrated time of the absolute error for each subsystem, UAV quadrotor system energy consumption and for minimizing the chattering phenomenon by adding the integrated time absolute of the control signals.
目的针对存在外部扰动和系统不确定性的六自由度四旋翼系统,提出了非线性PID(NLPID)控制器和改进的自抗扰控制(IADRC)的混合控制系统。设计/方法/方法IADRC单元是为高度和姿态系统设计的,而NLPID控制器是为四旋翼非线性模型上的x−y位置系统设计的。利用MATLAB/Simulink环境实现了该控制方案,并与传统的PID控制器和NLPID控制器进行了比较。结果进行了不同的测试,如步进参考跟踪、悬停模式、轨迹跟踪、外部扰动和系统不确定性。仿真结果表明,与其他两种控制器相比,即使系统受到不同的扰动和不确定性,使用所提出的方案也能获得所证明的性能和稳定性。独创性/价值该研究提出了一种NLPID-IADRC方案,在存在外部扰动和参数不确定性的情况下,在跟踪指定轨迹的同时,稳定四旋翼系统的运动。提出的多目标输出性能指标(OPI)用于获得每个子系统的绝对误差、无人机四旋翼系统能耗的最佳积分时间,并通过添加控制信号的积分绝对时间来最小化抖振现象。
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引用次数: 8
Terrain imperatives for Mini unmanned aircraft systems applications 小型无人驾驶飞机系统应用的地形要求
IF 1 Q4 ROBOTICS Pub Date : 2021-01-20 DOI: 10.1108/IJIUS-09-2020-0044
P. Ramesh, J. Muruga Lal Jeyan
PurposeAmongst all classes of unmanned aircraft system (UAS), the rise of the Mini UAS class is the most dominant. Mini UASs are field-deployable systems and hence are not expected to operate from a runway. Therefore, the operating terrain plays an important role in the deployment and employment of the Mini UAS. However, there is limited published work in this area. The impact of terrain is more critical for military applications than civilian applications. The purpose of this paper is to explore the implications of various types of terrain on the employment and deployment of Mini UAS.Design/methodology/approachThis paper explores the implications of various types of terrain on the employment and deployment of Mini UAS.FindingsMini UAS with field deployable requirements is often launched within the tactical battle area in case of military applications or in close proximity to the intended target area for civilian applications. Due to the size and weight of the Mini UAS, launch and recovery becomes an important factor to be considered. Rotary wing or fixed-wing vertical take-off and landing configuration UAS overcomes the limitations of Mini UAS and hence it is the preferred option. Impact of the terrain is significantly higher for military applications as compared to civil applications. Mountain terrain is the most challenging for Mini UAS operations.Practical implicationsThis paper will help the designers configure the UAS as per the operating terrain.Originality/valueTerrain affects the deployment and employment of Mini UAS and the capabilities of the system with respect to terrain in which it is expected to operate must be considered during the design of a Mini UAS. The paper will help the designers configure the UAS as per the operating terrain.
在所有类别的无人机系统(UAS)中,Mini UAS类的兴起是最具优势的。迷你无人机是可在现场部署的系统,因此不需要在跑道上操作。因此,作战地形在小型无人机的部署和使用中起着重要作用。然而,在这一领域发表的作品有限。地形对军事应用的影响比民用应用更为关键。本文的目的是探讨各种类型的地形对微型无人机的使用和部署的影响。设计/方法/方法本文探讨了各种地形对Mini UAS的使用和部署的影响。具有现场部署要求的小型无人机通常在军事应用的战术作战区域内发射,或者在民用应用的预定目标区域附近发射。由于迷你无人机的尺寸和重量,发射和回收成为一个重要的因素要考虑。旋翼或固定翼垂直起降配置的UAS克服了Mini UAS的局限性,因此是首选的选择。与民用应用相比,地形对军事应用的影响要大得多。山地地形对小型无人机的操作来说是最具挑战性的。实际意义本文将帮助设计人员根据操作地形配置无人机。地形会影响Mini UAS的部署和使用,在设计Mini UAS时,必须考虑到系统在预期操作的地形方面的能力。本文将帮助设计人员根据作战地形配置无人机。
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引用次数: 3
Query processing over secure perturbed data over hybrid cloud 混合云上安全扰动数据的查询处理
IF 1 Q4 ROBOTICS Pub Date : 2020-12-28 DOI: 10.1108/ijius-09-2020-0054
Sridhar Reddy Vulapula, Srinivas Malladi
PurposeHybrid cloud composing of public and private cloud is seen as a solution for storage of health care data characterized by many private and sensitive data. In many hybrid cloud-based solutions, the data are perturbed and kept in public cloud, and the perturbation credentials are kept in private cloud.Design/methodology/approachHybrid cloud is a model combing private and public cloud. Security for the data is enforced using this distribution in hybrid clouds. However, these mechanisms are not efficient for range query and retrieval of data from cloud. In this work, a secure and efficient retrieval solution combining K-mean clustering, geometric perturbation and R-Tree indexing is proposed for hybrid clouds.FindingsCompared to existing solution, the proposed indexing on perturbed data is able to achieve 33% reduced retrieval time. The security of indexes as measured using variance of differences was 66% more than existing solutions.Originality/valueThis study is an attempt for efficient retrieval of data with range queries using R-Tree indexing approach.
目的由公有云和私有云组成的混合云被视为一种存储医疗保健数据的解决方案,其特征是许多私有和敏感数据。在许多基于混合云的解决方案中,数据被扰动并保存在公共云中,扰动证书保存在私有云中。设计/方法论/方法混合云是一种结合私有云和公有云的模型。数据的安全性是在混合云中使用这种分布来强制执行的。然而,这些机制对于云数据的范围查询和检索并不有效。在这项工作中,结合K-均值聚类、几何扰动和R-树索引,提出了一种安全高效的混合云检索解决方案。发现与现有的解决方案相比,所提出的对扰动数据的索引能够实现33%的检索时间减少。使用差异方差测量的指数的安全性比现有解决方案高66%。原创性/价值本研究尝试使用R-树索引方法通过范围查询有效检索数据。
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引用次数: 1
Verification of pattern unlock and gait behavioural authentication through a machine learning approach 通过机器学习方法验证模式解锁和步态行为认证
IF 1 Q4 ROBOTICS Pub Date : 2020-06-25 DOI: 10.36872/lepi/v51i2/301131
G. Chaitanya, Krovi Raja Sekhar
PurposeThe existing authentication procedures (pin, pattern, password) are not very secure. Therefore, the Gait pattern authentication scheme is introduced to verify the own user. The current research proposes a running Gaussian grey wolf boosting (RGGWB) model to recognize the owner.Design/methodology/approachThe biometrics system plays an important role in smartphones in securing confidential data stored in them. Moreover, the authentication schemes such as passwords and patterns are widely used in smartphones.FindingsTo validate this research model, the unauthenticated user's Gait was trained and tested simultaneously with owner gaits. Furthermore, if the gait matches, the smartphone unlocks automatically; otherwise, it rejects it.Originality/valueFinally, the effectiveness of the proposed model is proved by attaining better accuracy and less error rate.
目的现有的身份验证程序(pin、模式、密码)不是很安全。因此,引入步态模式认证方案来验证自己的用户。目前的研究提出了一种运行高斯灰狼提升(RGGWB)模型来识别所有者。设计/方法/方法生物识别系统在智能手机中保护存储在其中的机密数据方面发挥着重要作用。此外,密码和模式等身份验证方案在智能手机中被广泛使用。发现为了验证这个研究模型,未经验证的用户的步态与所有者的步态同时进行了训练和测试。此外,如果步态匹配,智能手机会自动解锁;最后,通过获得更好的精度和更低的误差率,证明了所提出的模型的有效性。
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引用次数: 4
期刊
International Journal of Intelligent Unmanned Systems
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