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2022 IEEE Workshop on Complexity in Engineering (COMPENG)最新文献

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Stabilization of Higher Periodic Orbits of Chaotic maps using Permutation-selective Objective Function 基于置换选择目标函数的混沌映射高周期轨道镇定
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905436
T. Hulka, R. Matousek, R. Lozi
This paper deals with the design of an advanced objective function capable of proper evaluation of the solutions during the process of chaotic trajectory stabilisation into stable periodic motion by means of evolutionary metaheuristic optimization. The challenging problem of stabilisation of chaotic systems generates many unexpected difficulties. One of them is the evaluation of a sample stabilized run during optimization. Even more so, when the target state of the chaotic system is a stable cycle oscillating periodically between several target positions. In this study, a two-dimensional dynamical system, known as the Hénon map was used. The system is stabilized using Extended Time Delayed Auto Synchronization (ETDAS) method with Genetic Algorithm (GA) optimization. The solutions are evaluated by a permutation-selective objective function, which achieves significantly better results than conventional evaluation methods based on a common objective function.
本文用进化元启发式优化方法设计了一种先进的目标函数,能够对混沌轨迹稳定为稳定周期运动过程中的解进行适当的评估。混沌系统的稳定问题具有挑战性,产生了许多意想不到的困难。其中之一是在优化过程中对样本稳定运行的评估。当混沌系统的目标状态是在多个目标位置之间周期性振荡的稳定周期时更是如此。在这项研究中,使用了一个二维动力系统,即hsamnon图。采用遗传算法优化的扩展延迟自动同步(ETDAS)方法稳定系统。采用置换选择性目标函数对解进行评价,效果明显优于传统的基于普通目标函数的评价方法。
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引用次数: 1
Exploring the complexity of African populations variability with Machine Learning 用机器学习探索非洲人口变化的复杂性
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905451
Tommaso Mori, Alessandro Riga, J. Moggi-Cecchi, Chiara Canfailla, A. Barucci
Human skeletal remains are an immense source of data to describe human biodiversity with an intrinsic complexity due to the multifactorial origin of human variability. Evolution and ontogeny produced complex patterns of variation through contingent events and adaptations. Multivariate approaches have been widely adopted in physical anthropology; however, at present, Artificial Intelligence algorithms have scarcely been applied to such datasets. Data analysis techniques based on Artificial Intelligence algorithms have shown to be suitable in many different fields, from engineering and medicine up to cultural heritage and Egyptology. In this work we aim to show how Machine Learning algorithms can be applied in the field of anthropology, using the W.W. Howells dataset of cranial measurements, limited to the analysis of African populations. Principal Component Analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), Spectral Embedding and Uniform Manifold Approximation and Projection (UMAP) were used for dimensionality reduction, along with supervised and unsupervised methods to explore and quantify the differences due to ancestry and sex in the skulls of African populations. Algorithms such as Support Vector Machines and the unsupervised DBSCAN were applied to the data in order to quantify this similarity. This strategy allows a discrimination of sex and ancestry (about 85% of accuracy for both) in human remains, ultimately opening up new routes for anthropological research.
由于人类变异的多因素起源,人类骨骼遗骸是描述人类生物多样性的巨大数据来源,具有内在的复杂性。进化和个体发生通过偶发事件和适应产生了复杂的变异模式。体质人类学广泛采用多元研究方法;然而,目前人工智能算法很少应用于这类数据集。基于人工智能算法的数据分析技术已被证明适用于许多不同的领域,从工程和医学到文化遗产和埃及学。在这项工作中,我们的目标是展示机器学习算法如何应用于人类学领域,使用W.W.豪威尔斯颅骨测量数据集,仅限于非洲人口的分析。利用主成分分析(PCA)、t分布随机邻居嵌入(t-SNE)、谱嵌入和均匀流形逼近与投影(UMAP)进行降维,以及监督和非监督方法来探索和量化非洲人群头骨中由于祖先和性别造成的差异。为了量化这种相似性,将支持向量机和无监督DBSCAN等算法应用于数据。这种策略允许对人类遗骸进行性别和血统的区分(两者的准确率约为85%),最终为人类学研究开辟了新的途径。
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引用次数: 0
Methodology for autonomous monitoring of mobile networks 移动网络自主监测的方法学
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905449
José Antonio Trujillo, Isabel de la Bandera, Jesús Burgueño, David Palacios, R. Barco
The arrival of a new generation of mobile networks as 5G (5th Generation), brings with it greater complexity in the management of the network due to new services and scenarios. In this context, SON (Self-Organizing Networks) becomes a key factor, given its ability for automate tasks and reduce human workload. Monitoring the network turns out be a crucial task, as it acts as the basis for the other SON functions. This paper proposes a methodology for automate monitoring of mobile networks based on their KPI (Key Performance Indicator).
随着新一代移动网络5G(第5代)的到来,由于新的业务和场景,网络管理的复杂性也随之增加。在这种情况下,SON(自组织网络)成为一个关键因素,因为它具有自动化任务和减少人工工作量的能力。监视网络是一项至关重要的任务,因为它是其他SON功能的基础。本文提出了一种基于关键绩效指标(KPI)的移动网络自动监控方法。
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引用次数: 0
A Machine Learning Based Model for Monitoring of Composites’ Drilling-Induced Defects During Assembly Production Using Terahertz Imaging Data 基于机器学习的太赫兹成像数据监测装配生产过程中复合材料钻削缺陷模型
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905438
A. Amini, T. Gan
The composite materials are becoming more popular due to their advantages over traditional materials, including being lightweight, high stiffness-to-density and high strength-to-weight ratios. As a result, composite materials have been widely used in manufacturing sector for various industries including aerospace, automotive, marine and energy. Nonetheless, as machining of composites is unavoidable for assembly purposes, defects can be induced at various stages of manufacturing process. Drilling of fiber-reinforced composites is a complex task due to their anisotropic, inhomogeneous, and highly abrasive characteristics. Defects form drilling process including delamination and fiber pull-out can significantly affect the strength and performance of composites. There have been a wide variety of non-destructive testing (NDT) methods playing a major role in testing of composite materials. However, the current NDT solutions for in-service inspection are largely complex, which leads to higher inspection costs. The proposed solution uses artificial intelligence (AI) based algorithm utilizing Terahertz imaging data to detect drilling-induced defects in composite materials during manufacturing and assembly. A machine learning (ML) model has been developed to process the data obtained from Terahertz scanning to automatically detect and report the defects in composite drillings. In order to achieve such a system, a ML model based on Faster R-CNN neural network for drill holes’ defects detection has been developed. This automated solution will have the ability to reduce the manual inspection time of the operator and the costs of inspection process of drilling holes. The developed system proved to have a statistically significant efficiency in both performance and speed as well as reducing the sub-quality products.
与传统材料相比,复合材料具有重量轻、刚度密度高、强度重量比高等优点,因此越来越受欢迎。因此,复合材料已广泛应用于航空航天、汽车、船舶和能源等各个行业的制造业。然而,由于复合材料的加工是装配目的不可避免的,在制造过程的各个阶段都可能产生缺陷。由于纤维增强复合材料的各向异性、非均匀性和高磨蚀性,其钻孔是一项复杂的任务。钻削过程中产生的分层和纤维脱落等缺陷对复合材料的强度和性能影响很大。各种各样的无损检测方法在复合材料的检测中起着重要的作用。然而,目前用于在役检测的NDT解决方案非常复杂,这导致了更高的检测成本。该解决方案采用基于人工智能(AI)的算法,利用太赫兹成像数据来检测复合材料在制造和组装过程中由钻井引起的缺陷。开发了一种机器学习(ML)模型来处理从太赫兹扫描获得的数据,以自动检测和报告复合材料钻孔中的缺陷。为了实现这一系统,本文提出了一种基于Faster R-CNN神经网络的钻孔缺陷检测ML模型。这种自动化解决方案将能够减少操作人员的人工检查时间和检查钻孔过程的成本。开发的系统被证明在性能和速度以及减少次品方面具有统计上显著的效率。
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引用次数: 0
Mimicking the Complex Human Circulatory System via a Custom Hydro-mechanical Pulse Duplicator 通过定制的液压机械脉冲复制器模拟复杂的人体循环系统
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905456
E. Manzoni, M. Rampazzo, L. Micco, F. Susin
The complex human systemic circulation can be mimicked by exploiting in vitro simulators, giving the chance to replicate both physiological and pathological conditions. Specifically, in this work, it is considered the Pulse Duplicator (PD) in use at the Healing Research Laboratory, at the University of Padova, Italy, aimed at testing medical devices, accelerating innovation cycles, and rapidly exploring new effective practical solutions. Besides the opportunities of such a workbench, there are also some challenges, especially for issues that are related to the set-up of experiments, in order to guarantee their quality and repeatability. It goes without saying that the proper tuning of certain PD parameters is crucial. This paper shows how one can assist the system tuning procedure by leveraging some tools of dynamical systems.
复杂的人体体循环可以通过利用体外模拟器来模拟,从而有机会复制生理和病理条件。具体来说,在这项工作中,它被认为是在意大利帕多瓦大学愈合研究实验室使用的脉冲复制器(PD),旨在测试医疗设备,加快创新周期,并迅速探索新的有效的实用解决方案。除了这样一个工作平台的机会之外,也有一些挑战,特别是与实验设置相关的问题,以保证实验的质量和可重复性。不用说,适当调整某些PD参数是至关重要的。本文展示了如何利用动力系统的一些工具来辅助系统调优过程。
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引用次数: 0
Chaotic Ant Lion Optimization Algorithm 混沌蚁狮优化算法
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905467
D. Davendra, M. Bialic-Davendra, Magdalena Metlicka
The Ant Lion Optimization (ALO) algorithm is a relative recent metaheuristic, designed on the concept of predator ant lions. The basic concepts revolve around hunting prey such as the random walk of ants, building traps, entrapment of ants in traps, catching preys, and re-building traps. The proposed algorithm focus on the stochasticity of the algorithm, with the embedding of chaos maps as pseudo-random number generation. The uniqueness of this approach is to evaluate the behavior of ALO, which employs minimal tuning parameters, and to observe the effectiveness of chaotic systems in mostly self-tuning algorithms. The experimentations was conducted on standard benchmark unimodal and multimodal problems and the results compared with the canonical version of ALO and other published algorithms. Based on the results comparisons, the Chaotic Ant Lion Optimization (CALO) performed significantly better than ALO and most compared algorithms.
蚁狮优化算法(ALO)是一种相对较新的元启发式算法,它是根据捕食蚁狮的概念设计的。基本概念围绕着狩猎猎物,如蚂蚁的随机行走,建立陷阱,陷阱中蚂蚁的陷阱,捕捉猎物,重建陷阱。该算法注重算法的随机性,采用混沌映射的嵌入作为伪随机数的生成。该方法的独特之处在于评估了采用最小调谐参数的ALO的行为,并观察了混沌系统在大多数自调谐算法中的有效性。在标准基准的单峰和多峰问题上进行了实验,并将实验结果与规范版本的ALO和其他已发表的算法进行了比较。结果表明,混沌蚁狮优化算法(CALO)的性能明显优于混沌蚁狮优化算法(ALO)和大多数比较算法。
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引用次数: 1
Optimal Practical Design and Reduced Complexity of 6G sub-Terahertz Wireless Backhaul Networks 6G亚太赫兹无线回程网络的优化实用设计与降低复杂度
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905466
Engy M. H. Shalma, Mohamed M. H. Shalma
With the 6G being required to deliver data rates exceeding 100 Gbps for a single user, suitable wireless backhaul networks should be properly designed to carry these data to the backhaul network. In this paper, the complexity and practical aspects of designing these links in the sub-terahertz band with hardware power limitations, frequency selectivity, severe path loss, beam misalignment, coupling and noise figure losses are addressed with optimal power allocation where a new reduced complexity power allocation algorithm is proposed to realize faster data processing and lower computational delay and we investigate the effect of these factors on the system performance. The bit-rate achieved is expected to exceed 1 Tbps for 1 km using practical antennas and practically realized power sources from the literature.
由于需要6G为单个用户提供超过100 Gbps的数据速率,因此应适当设计合适的无线回程网络来将这些数据传输到回程网络。本文通过优化功率分配,解决了在亚太赫兹频段设计这些链路的复杂性和实用性问题,包括硬件功率限制、频率选择性、严重的路径损耗、波束失调、耦合和噪声损失,提出了一种新的降低复杂度的功率分配算法,以实现更快的数据处理和更低的计算延迟,并研究了这些因素对系统性能的影响。使用实用天线和文献中实际实现的电源,预计实现的比特率将超过1tbps,传输1公里。
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引用次数: 0
Objective Evaluation of Bradykinesia Using the RehaBEElitation Serious Game 目的应用康复训练严肃游戏评价运动迟缓
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905437
L. C. Mendes, A. Cabral, C. Alves, Y. Morère, I. Marques, A. Andrade
Bradykinesia is the main motor symptom of Parkinson's disease (PD). The clinical assessment of bradykinesia is mainly based on clinical scales, however, this type of assessment is subjective and inaccurate. This study aimed to evaluate bradykinesia objectively using a developed serious game, called RehaBEElitation. Fifteen individuals with PD (experimental group - EG) and 15 healthy individuals (control group - CG) participated in this study. Data collection was performed in the ON and OFF states of medication. Bradykinesia was evaluated using the gold standard clinical assessment scale, and calculating the response time (RT) and the participants' angular velocity (AV) of movement when playing RehaBEElitation. The t-test and the Wilcoxon-Mann-Whitney test were used for each variable, RT and AV, to confirm the differences between CG and EG, EG in the two medication states, CG and EG in the ON state, and CG and EG in the OFF state. Significant differences between groups were found in all comparisons (p<0.001). CG participants had the smallest RT, followed by EG participants in the ON state and EG participants in the OFF state. CG exhibited the largest AV, followed by EG in the ON state and EG in the OFF state. In short, the RehaBEElitation serious game is an alternative tool to objectively assess bradykinesia of individuals with PD.
运动迟缓是帕金森病(PD)的主要运动症状。运动迟缓的临床评估主要基于临床量表,但这种评估是主观的,不准确的。这项研究旨在通过一款名为RehaBEElitation的严肃游戏客观地评估运动迟缓。15例PD患者(实验组- EG)和15例健康人(对照组- CG)参加了本研究。数据收集是在开和关药物状态下进行的。采用金标准临床评估量表评估运动迟缓,并计算受试者在玩RehaBEElitation时的反应时间(RT)和运动角速度(AV)。RT和AV各变量采用t检验和Wilcoxon-Mann-Whitney检验,确认CG和EG、两种用药状态下的EG、ON状态下的CG和EG、OFF状态下的CG和EG的差异。各组间比较差异均有统计学意义(p<0.001)。CG参与者的RT最小,其次是开启状态的EG参与者和关闭状态的EG参与者。CG表现出最大的AV,其次是打开状态下的EG和关闭状态下的EG。简而言之,RehaBEElitation严肃游戏是客观评估PD患者运动迟缓的另一种工具。
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引用次数: 0
On the effect of the number of photons on the generation and transfer of entangled states between toroidal cavities via artificial atoms 光子数对人造原子在环形腔间产生和转移纠缠态的影响
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905461
Emilio H. S. Sousa, A. Vidiella-Barranco, J. Roversi
We present an efficient scheme for the generation of entangled states of two spatially separated whispering-gallery-mode (WGM) micro-resonators which are coupled via 2 two-level atoms. Using an atom chain as bridges, we explore the possibility of generation, transfer as well as distributing quantum entanglement between the two cavities. We show that, for an initial preparation with the system having only one photon, the atoms can become periodically (and maximally) entangled while the intra-cavity modes in each cavity become periodically (partially) entangled. Interestingly, if the cavities are initially prepared with two photons, the dynamics can be tuned in such a way that the intra-cavity modes in each cavity become periodically entangled, reaching maximum entanglement, while the atoms remain unentangled during all time.
提出了一种通过两个二能级原子耦合的两个空间分离的微腔(WGM)产生纠缠态的有效方案。利用原子链作为桥梁,我们探索了在两个空腔之间产生、转移和分布量子纠缠的可能性。我们表明,对于只有一个光子的系统的初始制备,原子可以周期性地(和最大程度地)纠缠,而每个腔中的腔内模式会周期性地(部分地)纠缠。有趣的是,如果空腔最初是用两个光子制备的,那么动力学可以以这样一种方式进行调整,即每个空腔中的腔内模式周期性地纠缠,达到最大纠缠,而原子在任何时候都保持不纠缠。
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引用次数: 0
Functional electrical stimulation driven by a brain–computer interface in acute and subacute stroke patients impacts beta power and long-range temporal correlation 脑机接口驱动的功能性电刺激对急性和亚急性脑卒中患者β功率和远端时间相关性的影响
Pub Date : 2022-07-18 DOI: 10.1109/COMPENG50184.2022.9905448
J. Krueger, R. Krauth, C. Reichert, S. Perdikis, S. Vogt, T. Huchtemann, S. Dürschmid, Almut Sickert, J. Lamprecht, A. Huremović, M. Görtler, S. Nasuto, R. Knight, H. Hinrichs, H. Heinze, S. Lindquist, M. Sailer, J. Millán, C. Sweeney-Reed
Functional electrical stimulation (FES) is a standard rehabilitation approach applied by therapists to aid motor recovery in a paretic limb post-stroke. Information pertaining to the timing of a movement attempt can be obtained from changes in the power of oscillatory electrophysiological activity in motor cortical regions, derived from scalp electroencephalographic (EEG) recordings. The use of a brain–computer interface (BCI), to enable delivery of FES within a tight temporal window with a movement attempt detected in scalp EEG, is associated with greater motor recovery than conventional FES application in patients in the chronic phase post-stroke. We hypothesized that the heightened neural plasticity early post-stroke could further enhance motor recovery and that motor improvements would be accompanied by changes in the motor cortical sensorimotor rhythm after compared with before treatment. Here we assessed clinical outcome and changes in the sensorimotor rhythm in patients following subcortical stroke affecting the non-dominant hemisphere from a study comparing timing of FES delivery using a BCI, with a Sham group, receiving FES with no such temporal relationship. The BCI group showed greater clinical improvement following the treatment, particularly early post-stroke, and a greater decrease in beta oscillatory power and long-range temporal correlation over contralateral (ipsilesional) motor cortex. The electrophysiological changes are consistent with a reduction in compensatory processes and a transition towards a subcritical state when movement is triggered at the time of movement detection based on motor cortical oscillations.
功能电刺激(FES)是一种标准的康复方法,被治疗师用于帮助中风后肢体瘫痪的运动恢复。与运动尝试的时间有关的信息可以从运动皮质区振荡电生理活动的功率变化中获得,这些变化来自头皮脑电图(EEG)记录。脑机接口(BCI)的使用,使FES在一个紧凑的时间窗口内传递,在头皮脑电图中检测到运动尝试,与传统的FES应用相比,在中风后慢性期患者中具有更大的运动恢复。我们假设中风后早期神经可塑性的增强可以进一步促进运动恢复,并且与治疗前相比,运动改善将伴随着运动皮质感觉运动节律的变化。在这里,我们通过比较BCI和Sham组接受FES的时间关系,评估了影响非优势半球的皮质下卒中患者的临床结果和感觉运动节律的变化。脑机接口组在治疗后表现出更大的临床改善,特别是中风后早期,对侧(同侧)运动皮质的β振荡功率和远端时间相关性下降更大。当基于运动皮层振荡的运动检测触发运动时,电生理变化与代偿过程的减少和向亚临界状态的过渡相一致。
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引用次数: 1
期刊
2022 IEEE Workshop on Complexity in Engineering (COMPENG)
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