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Spectral Efficient Neural Network-Based M-ary Chirp Spread Spectrum Receivers for Underwater Acoustic Communication 用于水下声学通信的基于神经网络的高频谱效率 M-ary Chirp 扩频接收器
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-17 DOI: 10.1007/s13369-024-08918-6
Songzuo Liu, Habib Hussain Zuberi, Zuhair Arfeen, Xuanye Zhang, Muhammad Bilal, Zongxin Sun

This article addresses the challenges encountered in underwater acoustic communication (UWAC) and presents a novel approach for chirp spread spectrum (CSS) communication. CSS is recognized for its ability to adjust to multipath and Doppler dispersion in underwater conditions, despite it usually demands a large bandwidth time product to achieve optimal performance. To address this constraint and improve data rate, the paper proposes a neural network-based receiver for spectral efficient M-ary CSS communication. M-ary communication is accomplished by transmitting chirps with different start and stop frequencies. At the receiver, a multilayer perceptron (MLP) artificial neural network and a one-dimensional convolutional neural network (1D CNN) are used for supervised classification. The neural network is trained offline using a comprehensive dataset developed by the BELLHOP ray tracing algorithm, which simulates various underwater acoustic channels. The application of VTRM pre-processing equalization aims to enhance performance. The simulation results illustrate the superior performance of the proposed receiver when compared to a conventional receiver based on a matched filter. The 16-ary chirp spread spectrum 1D CNN and MLP receivers show a gain of 6 and 4 dB, respectively, in a simulated channel after undergoing VTRM pre-processing. Furthermore, the utilization of a 16-ary 1D CNN receiver results in a noticeable 6 dB enhancement in two recorded channels. However, the MLP receiver outperforms the traditional receiver in terms of bit error rate. The article emphasizes the possibility of higher data rates and enhanced performance in underwater communication systems by employing the proposed M-ary CSS neural network-based method.

本文探讨了水下声学通信(UWAC)中遇到的挑战,并提出了一种啁啾扩频(CSS)通信的新方法。CSS 因其在水下条件下适应多径和多普勒频散的能力而得到认可,尽管它通常需要较大的带宽时间积才能达到最佳性能。为了解决这一限制并提高数据传输速率,本文提出了一种基于神经网络的接收器,用于频谱高效的 M-ary CSS 通信。M-ary 通信是通过发送起始和终止频率不同的啁啾来实现的。接收器采用多层感知器(MLP)人工神经网络和一维卷积神经网络(1D CNN)进行监督分类。神经网络使用 BELLHOP 射线跟踪算法开发的综合数据集进行离线训练,该算法模拟了各种水下声道。VTRM 预处理均衡的应用旨在提高性能。仿真结果表明,与基于匹配滤波器的传统接收器相比,所提出的接收器性能更优越。经过 VTRM 预处理后,16 级啁啾扩频 1D CNN 和 MLP 接收器在模拟信道中的增益分别为 6 和 4 dB。此外,利用 16 层 1D CNN 接收器在两个记录信道中明显增强了 6 分贝。不过,就误码率而言,MLP 接收器优于传统接收器。文章强调,通过采用所提出的基于 M-ary CSS 神经网络的方法,可以提高水下通信系统的数据传输速率和性能。
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引用次数: 0
The Innovative Approach to Real-Time Detection of Fuel Types Based on Ultrasonic Sensor and Machine Learning 基于超声波传感器和机器学习的燃料类型实时检测创新方法
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-13 DOI: 10.1007/s13369-024-09092-5
Mevlüt Patlak, Mehmet Çunkaş, Ugur Taskiran

This paper presents an approach to prevent the incorrect transfer of fuel to the wrong tank during refueling. An experimental setup was developed to perform ultrasonic and dielectric measurements on diesel, gasoline, ethanol, and water. The fuel types were determined using an ultrasonic sensor and time-of-flight values were measured at various temperatures. Additionally, the dielectric coefficients of these liquids were measured to determine the liquid types using a dielectric sensor. The results obtained from both the ultrasonic and dielectric methods are systematically compared, and the advantages and disadvantages of each approach are thoroughly discussed. It was observed that dielectric method does not always yield accurate results. The proposed system effectively prevents erroneous transfer of fuel to the tank during refueling. The developed system may be used in practice to distinguish fuel types. In addition, a new approach using machine learning techniques to determine fuel type is presented. Fuel types were classified using 33 machine learning algorithms such as support vector machines, artificial neural networks and K-Nearest neighbors. It seems that artificial neural network with first layer size 25 and quadratic discriminant classifiers have achieved remarkable results with a success rate of 94% in classification. The results highlight the important and effective role of ultrasonic sensors in accurately identifying fuel types, leading to more efficient and safer storage and transportation of fuel. It  is also concluded that machine learning techniques can be used effectively in identifying and classifying fuel types. The approach involving ultrasonic and artificial intelligence techniques was particularly innovative in distinguishing fuel types.

本文介绍了一种防止在加油过程中错误地将燃料转移到错误油箱的方法。本文开发了一套实验装置,用于对柴油、汽油、乙醇和水进行超声波和介电测量。使用超声波传感器确定了燃料类型,并测量了不同温度下的飞行时间值。此外,还使用介电传感器测量了这些液体的介电系数,以确定液体类型。对超声波法和介电法得出的结果进行了系统比较,并对两种方法的优缺点进行了深入讨论。据观察,介电方法并不总能得出准确的结果。拟议的系统可有效防止在加油过程中将燃料错误地转移到油箱中。开发的系统可用于实际区分燃料类型。此外,还介绍了一种利用机器学习技术确定燃料类型的新方法。使用支持向量机、人工神经网络和 K 近邻等 33 种机器学习算法对燃料类型进行了分类。第一层大小为 25 的人工神经网络和二次判别分类器似乎取得了显著效果,分类成功率高达 94%。结果凸显了超声波传感器在准确识别燃料类型方面的重要和有效作用,从而提高了燃料储存和运输的效率和安全性。研究还得出结论,机器学习技术可有效用于识别和分类燃料类型。涉及超声波和人工智能技术的方法在区分燃料类型方面尤其具有创新性。
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引用次数: 0
In-Vitro Antibacterial Screening of Punica granatum and Rhamnus sp. Extracts from Saudi Arabia 沙特阿拉伯石榴和鼠李提取物的体外抗菌筛选
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-11 DOI: 10.1007/s13369-024-08936-4
Ikrimah A. Alhanbali, Mazen K. Nazal, Amjad B. Khalil

In the face of the escalating global antibiotic resistance crisis, exploring alternative therapeutic avenues has become imperative. This study investigates the antibacterial potential of Punica granatum and Rhamnus sp. extracts from Dhahran, Saudi Arabia. Antibacterial activities were evaluated against Pseudomonas aeruginosa, Escherichia coli, Staphylococcus aureus, and Enterococcus faecalis using well diffusion, MIC, and MBC assays. The antibacterial tests of both plants revealed that ethanolic extracts demonstrate superior activity compared to chloroform extracts. Also, Enterococcus faecalis proves most susceptible (up to 33 mm inhibition), while Escherichia coli exhibits notable resistance. Although Escherichia coli was the most resistant organism using MIC, Pseudomonas aeruginosa was the most susceptible strain with MIC less than 12.5 mg/mL. The Punica granatum extracts and Rhamnus sp. chloroformed extract display primarily bactericidal effects, whereas the ethanolic extract of Rhamnus sp. has a mainly bacteriostatic effect. Phytochemical analysis reveals a rich composition, including different well-known antimicrobial chemical classes. These findings underscore the potent antibacterial activity of both plants against diverse bacterial strains. The study emphasizes the need for further research into their phytochemical characterization and mechanistic insights.

面对全球不断升级的抗生素耐药性危机,探索替代治疗途径已势在必行。本研究调查了沙特阿拉伯宰赫兰的石榴和鼠李提取物的抗菌潜力。使用井扩散、MIC 和 MBC 法评估了这两种提取物对铜绿假单胞菌、大肠杆菌、金黄色葡萄球菌和粪肠球菌的抗菌活性。这两种植物的抗菌测试表明,乙醇提取物的活性优于氯仿提取物。此外,粪肠球菌最易受到感染(抑菌浓度高达 33 毫米),而大肠杆菌则表现出明显的抗药性。虽然大肠杆菌是耐药性最强的生物,但铜绿假单胞菌是最易感的菌株,其 MIC 小于 12.5 毫克/毫升。石榴提取物和鼠李属植物氯仿提取物主要具有杀菌作用,而鼠李属植物乙醇提取物主要具有抑菌作用。植物化学分析显示了丰富的成分,包括各种著名的抗菌化学类别。这些发现强调了这两种植物对不同细菌菌株的强效抗菌活性。该研究强调了进一步研究这两种植物的植物化学特征和机理的必要性。
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引用次数: 0
A Novel Active Inductor Based Low Noise Amplifier for Analog Front End of Bio-medical Applications 用于生物医学应用模拟前端的基于有源电感器的新型低噪声放大器
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-11 DOI: 10.1007/s13369-024-09082-7
Pritty, Mansi Jhamb

This work contributes an area-effective low-noise amplifier design with a vast voltage gain range for a wide frequency range. The novel low-noise amplifier has an input stage, a common-gate stage, and another stage of the common-source technique. It is designed using the current mirror, the current bleeding network, and a new active inductor circuit. The noise-canceling network leads to a reduction of noise and power. The current-bleeding network improves the trans-conductance and provides a reduction in overall noise. Active inductors are crucial for achieving maximal gain, extensive bandwidth values, and low power consumption. Body-biasing technique has improved overall performance of the design. The novel low-noise amplifier is simulated and designed at a 0.5 V input voltage cadence virtuoso GPDK 90 nm and GPDK 45 nm complementary metal-oxide semiconductors (CMOS). The power dissipation of the novel active inductor (AI) is 416 µW with an optimized gain value, a small area requirement, and inductance values that varies with different W/L ratios of AI transistors. Power consumption of this low-noise amplifier is 4.85 mW, with optimized S-parameters values. Additionally, a small area and an optimized gain value also adds to the immense potential offered by proposed designs compared to the state-of-the-art low-noise amplifiers.

这项研究提出了一种面积效率高的低噪声放大器设计,其电压增益范围大,频率范围宽。新型低噪声放大器包括一个输入级、一个共门级和另一个共源技术级。它采用电流镜、电流消除网络和新型有源电感器电路进行设计。噪声消除网络可降低噪声和功率。电流泄放网络改善了跨导,降低了整体噪声。有源电感器对于实现最大增益、宽带宽值和低功耗至关重要。体偏压技术提高了设计的整体性能。新型低噪声放大器是在 0.5 V 输入电压下,采用 GPDK 90 纳米和 GPDK 45 纳米互补金属氧化物半导体 (CMOS) 技术进行模拟和设计的。新型有源电感器 (AI) 的功耗为 416 µW,增益值经过优化,面积要求小,电感值随 AI 晶体管的不同 W/L 比而变化。在优化 S 参数值的情况下,这款低噪声放大器的功耗为 4.85 mW。此外,与最先进的低噪声放大器相比,较小的面积和优化的增益值也增加了拟议设计的巨大潜力。
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引用次数: 0
(Delta )-Y Transformer-based Railway Co-phase Power System 基于 $$Delta $$ -Y 变压器的铁路同相供电系统
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-08 DOI: 10.1007/s13369-024-09055-w
Aliasgar P. Shayer, Mahmadasraf A. Mulla

In a railway traction substation, power electronics devices are used in conjunction with a special transformer of a traction substation to mitigate power quality issues. To study the use of power electronics devices with conventional transformer, this research studies the use of a conventional Delta-star transformer along with power electronics converters. The system forms a co-phase system using single-phase back-to-back converters, which addresses the issue of current unbalance and power factor correction. The control theory derives the value of currents to be drawn from the secondary of traction transformer so as to draw balanced power from the three phases of the grid supply. Accordingly, a control algorithm is developed which calculates the reference converter currents and operates the converters. Validation of control theory is done analytically. Simulation and real-time hardware-in-loop experimentation are performed under different loading conditions. The steady-state and dynamic behavior of the system is studied to validate the proposed control algorithm. The work is presented as a proof of concept.

在铁路牵引变电站中,电力电子设备与牵引变电站的特殊变压器结合使用,可减轻电能质量问题。为了研究电力电子设备与传统变压器的结合使用,本研究将传统的三角星型变压器与电力电子变流器结合使用。该系统利用单相背靠背变流器形成一个同相系统,从而解决了电流不平衡和功率因数校正问题。控制理论推导出牵引变压器次级的电流值,以便从电网电源的三个相位汲取平衡的电力。因此,开发了一种控制算法,用于计算参考变流器电流和操作变流器。控制理论的验证是通过分析完成的。在不同负载条件下进行了仿真和实时硬件在环实验。研究了系统的稳态和动态行为,以验证所提出的控制算法。这项工作是作为概念验证提出的。
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引用次数: 0
W-Leg Jumping Robot: Mechanical Design, Dynamical Analysis and Simulation of Jumping Dual Wheel-Leg Hybrid Robot 双腿跳跃机器人:跳跃式双轮腿混合机器人的机械设计、动力学分析与仿真
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-03 DOI: 10.1007/s13369-024-08977-9
Ahmet Burak Tatar

This study primarily focuses on design, mathematically model and simulate a novel two wheel-legged hybrid robot called W-Leg Jumping robot, which has a unique ability to overcome step-like obstacles efficiently. In general, in transformable wheel-leg robot studies, the leg and wheel structure perform their movements in an interdependent manner. However, in this study, it is aimed to design a robot in which the leg and wheel structure can move independently of each other and to develop a robot that can easily overcome obstacles on flat surfaces with the wheel mode and with the leg mode. The robot can fold its legs hidden within the wheels and deploy its two degree of freedom (DoF) legs when it detects step-like obstacles. This mechanism allows the robot to overcome an obstacle with a height of twice the radius of the robot's open/close mechanism of the legs, along with the two-dimensional kinematic and dynamic analyzes of the legs, are presented in detail within the scope of this study proportional-integral-derivative (PID) controller is designed to control the joint angles of the legs. The reference angle values to be followed according to the height of the obstacle are determined using artificial neural network (ANN). Additionally, motion simulations of the robot are conducted for four different obstacle heights (20, 30, 40, and 50 cm). As a result of the PID controller, when exceeding the highest obstacle of 50 cm, the average absolute joint angular tracking error is max. 1.8829°, average tracking error max. 0.265 s and max.

本研究主要侧重于设计、数学建模和仿真一种新型双轮腿混合机器人,即 "W-Leg Jumping 机器人",它具有高效克服台阶状障碍物的独特能力。一般来说,在可变换轮腿机器人的研究中,轮腿结构和轮子结构是以相互依存的方式完成运动的。但本研究的目标是设计一种腿部和轮子结构可以相互独立运动的机器人,并开发一种在轮子模式和腿部模式下都能在平坦表面上轻松克服障碍的机器人。机器人可以将隐藏在轮子中的腿折叠起来,并在检测到台阶状障碍物时展开双自由度(DoF)腿。在本研究范围内,将详细介绍机器人腿的二维运动学和动力学分析,并设计了比例-积分-派生(PID)控制器来控制腿的关节角度。根据障碍物的高度,使用人工神经网络(ANN)确定需要遵循的参考角度值。此外,还针对四种不同的障碍物高度(20、30、40 和 50 厘米)对机器人进行了运动模拟。在 PID 控制器的作用下,当超过 50 厘米的最高障碍物时,平均关节角度跟踪绝对误差最大为 1.8829°,平均关节角度跟踪误差最小为 1.8829°。1.8829°,平均跟踪误差最大为 0.265 s,平均跟踪误差最大为 1.8829°。0.265 秒和最大
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引用次数: 0
A Study of Interference Effect on the Performance of RIS-Equipped Source and Relays DF Relay Network 干扰对配备 RIS 的信号源和中继器 DF 中继网络性能的影响研究
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-02 DOI: 10.1007/s13369-024-08999-3
Anas M. Salhab

This paper studies the interference impact on the performance of reconfigurable intelligent surface (RIS)-equipped decode-and-forward (DF) relay networks, where RIS is used as internal part of both the source and relay nodes. For that purpose, approximate closed-form expression is derived for the system outage probability assuming Rayleigh fading channels and opportunistic relaying scheme. Furthermore, to get more insights at the system performance, an approximate but accurate expression is achieved for the outage probability at the high signal-to-noise ratio (SNR) regime, where the system diversity order and coding gain are obtained and analyzed. The findings show that the system can achieve a diversity order of (G_{d}=textrm{min}(N_{1},N_{2})K), where (N_{1}) and (N_{2}) are the numbers of reflecting elements at the source and relays, respectively, and K is the number of relays. Additionally, results illustrate that for the same diversity order, utilizing one relay with multiple reflecting elements gives better performance than utilizing multiple relays each with a single reflecting element. Moreover, findings show that the number of relays not only affects the system diversity order, but also the coding gain of the first hop when it is dominating the system performance. Furthermore, results illustrate that when (N_{1}=N_{2}), the system performance is dominated by the largest interference at either the relay node or the destination. With unequal interference powers, changing number of interferers at the node where interference is larger affects the performance, whereas changing number of interferers at the other node has no effect on the system behavior. On the other hand, when both nodes have the same interference power, changing number of interferers at either node by the same amount results in the same effect on the system performance.

本文研究了干扰对配备可重构智能表面(RIS)的解码前向(DF)中继网络性能的影响,其中 RIS 被用作源节点和中继节点的内部部分。为此,假设采用瑞利衰落信道和机会主义中继方案,得出了系统中断概率的近似闭式表达式。此外,为了更深入地了解系统性能,还对高信噪比(SNR)情况下的中断概率进行了近似但精确的表达,并对系统分集阶和编码增益进行了分析。研究结果表明,系统的分集阶可以达到 (G_{d}=textrm{min}(N_{1},N_{2})K/),其中 (N_{1}/)和 (N_{2}/)分别是信源和中继站的反射信元数,K 是中继站数。此外,结果表明,在相同的分集顺序下,利用一个带有多个反射元件的中继器比利用多个带有单个反射元件的中继器性能更好。此外,研究结果表明,当第一跳的编码增益对系统性能起主导作用时,中继器的数量不仅会影响系统的分集顺序,还会影响第一跳的编码增益。此外,结果表明,当(N_{1}=N_{2})时,系统性能受中继节点或目的地最大干扰的支配。在干扰功率不相等的情况下,改变干扰较大的节点的干扰器数量会影响系统性能,而改变另一个节点的干扰器数量则不会影响系统性能。另一方面,当两个节点的干扰功率相同时,改变任何一个节点的干扰器数量,其结果都会对系统性能产生相同的影响。
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引用次数: 0
Microstructure Evolution in Titanium Alloys and Metal Matrix Composites Manufactured via Powder Bed Fusion: A Comprehensive Review 通过粉末床熔融技术制造的钛合金和金属基复合材料的微观结构演变:全面综述
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-02 DOI: 10.1007/s13369-024-08838-5
Raja Muhammad Awais Khan, Mohamed Abdelmoula, Samir Mekid

In the realm of additive manufacturing, powder bed fusion (PBF) is recognized as an innovative and highly effective technique for manufacturing titanium-based materials. With an understanding of and regulation for the complex microstructural evolution that occurs during the PBF process, several previous studies have been conducted to enhance the reliability, efficiency, and performance of the PBF through investigation and optimization of microstructure evolution in PBF. These studies have examined various aspects, including feedstock materials, process parameters, and post-processing techniques, in order to gain a comprehensive understanding and control over the progression of microstructure in the PBF. Process parameters are widely acknowledged as critical determinants in the PBF process for titanium-based materials, significantly influencing the quality in 3D printed components. Previous studies have provided an in-depth discussion of the effects of process parameters, such as laser power, scanning speed, and hatching space, on the microstructure evolution of Ti-based materials. The primary objective of this review paper is, therefore, to provide a comprehensive and clear explanation of recent efforts, with a particular focus on investigating the complex evolution of microstructures in Ti-based materials during the PBF process. This thorough discussion is devoted to providing a comprehensive understanding of the effects of process parameters on the evolution of microstructures in Ti-based materials.

在增材制造领域,粉末床熔融(PBF)被认为是制造钛基材料的一种创新而高效的技术。由于对 PBF 过程中发生的复杂微观结构演变有了一定的了解和规范,之前已经开展了多项研究,旨在通过调查和优化 PBF 中的微观结构演变,提高 PBF 的可靠性、效率和性能。这些研究对原料材料、工艺参数和后处理技术等各个方面进行了研究,以全面了解和控制 PBF 中微观结构的发展。工艺参数被广泛认为是钛基材料 PBF 工艺的关键决定因素,对 3D 打印部件的质量有重大影响。以往的研究深入探讨了激光功率、扫描速度和孵化空间等工艺参数对钛基材料微观结构演变的影响。因此,本综述论文的主要目的是全面、清晰地阐述最近的研究成果,尤其侧重于研究 PBF 过程中钛基材料微观结构的复杂演变。本文的深入探讨旨在全面了解工艺参数对钛基材料微观结构演变的影响。
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引用次数: 0
Exploration on Synthesis, Characterization and Biological Activities of Transition Metal Complexes Comprising Hydroxybenzylideneaminocyclohexylimino-methyl-4,6-dibromophenol Schiff Base Ligand 含羟基亚苄基氨基环己亚氨基甲基-4,6-二溴苯酚席夫碱配体的过渡金属配合物的合成、表征和生物活性探索
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-01 DOI: 10.1007/s13369-024-08937-3
S. Manimalathi, J. Priya, D. Madheswari

The development of novel compounds is essential for the discovery of new therapeutic chemopharmaceuticals. We have synthesized a new Schiff base ligand through condensation of 3,5-dibromo-2-hydroxybenzaldehyde with cyclohexane-1,2-diamine and its relevant transition metal complexes with Mn, Fe, Co, Ni, Cu and Zn metal ions. The synthesized ligand and the metal complexes have been characterized by elemental analysis, UV–Vis, FT-IR, 1H-NMR, 13C-NMR spectroscopy and ESI mass spectrometry; these studies revealed that ligand is bonded to the metal ion via two phenolic oxygen and two azomethine nitrogen. SEM-EDX with mapping analyses of zinc metal complex also demonstrated needle-shaped morphology with uniform distribution of elements. Schiff base metal complexes have been screened for their in vitro antimicrobial activities against Escherichia coli and Staphylococcus aureus bacteria as well as Candida albicans and Aspergillus niger fungi. Also, molecular docking studies inferred the possible interaction of the metal complexes that have been computed using the molecular mechanic calculations using the HyperChem 8.03 molecular modeling program to confirm that there exists a favorable interaction between biomolecules and metal complex. The anticancer tests for MCF-7 breast cancer cell lines conducted with Zn (II) metal complex demonstrated its synergistic effect, exemplifying its involvement in stronger anticancer action, and implementing a higher inhibitory efficiency of the IC50 value of 86.68 ± 0.72 μg/ml for MCF-7 cell. As a result, the current study recognizes the potential of the newly synthesized Schiff base-derived complexes as a preclinical therapeutic agent.

开发新型化合物对于发现新的化学药物治疗方法至关重要。我们通过 3,5-二溴-2-羟基苯甲醛与环己烷-1,2-二胺的缩合,合成了一种新的希夫碱配体及其与锰、铁、钴、镍、铜和锌金属离子的相关过渡金属配合物。通过元素分析、紫外可见光、傅立叶变换红外光谱、1H-NMR、13C-NMR 光谱和 ESI 质谱对合成的配体和金属配合物进行了表征;这些研究表明,配体通过两个酚氧和两个偶氮甲基氮与金属离子键合。对锌金属络合物进行的 SEM-EDX 和制图分析也显示出元素分布均匀的针状形态。希夫碱金属配合物对大肠杆菌、金黄色葡萄球菌以及白色念珠菌和黑曲霉真菌的体外抗菌活性进行了筛选。此外,分子对接研究还推断了金属复合物可能存在的相互作用,并使用 HyperChem 8.03 分子建模程序进行了分子力学计算,以确认生物大分子与金属复合物之间存在有利的相互作用。使用 Zn (II) 金属复合物对 MCF-7 乳腺癌细胞系进行的抗癌测试表明,该复合物具有协同增效作用,证明其参与了更强的抗癌作用,对 MCF-7 细胞的 IC50 值为 86.68 ± 0.72 μg/ml,具有更高的抑制效率。因此,本研究认为新合成的希夫碱衍生复合物具有作为临床前治疗药物的潜力。
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引用次数: 0
Adaptive Neuro-fuzzy Inference System-Based Data-Driven Model for Optimal Recharging of Electric Vehicles and Cost Prediction in Energy Hubs 基于自适应神经模糊推理系统的数据驱动模型,用于优化能源枢纽的电动汽车充电和成本预测
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-04-30 DOI: 10.1007/s13369-024-09050-1
Muhammad Khalid

This study presents a hybrid neuro-fuzzy prognostic framework that develops an energy allocation method for current urban power infrastructure. This is accomplished by combining a nature-inspired intelligent optimization method with the learning capabilities, interpretability, and reasoning powers of neural networks, known as an adaptive neuro-fuzzy interface system. To align the problem’s representation with real-world situations, this study includes different charging demand tactics enforced by electric vehicles (EVs) along with the limitations of the power-generating systems at energy facilities to achieve optimal power generation. The implementation of the one-day pricing structure entails a complex optimization process aimed at reducing costs and minimizing the release of detrimental emissions. The proposed model was constructed using an adaptive neuro-fuzzy approach, with the training data derived from this optimization problem as the central component. The proposed approach effectively handled the diverse energy demand patterns demonstrated by EVs, encompassing the Electric Power Research Institute recommendations, stochastic behavior, and both peak and off-peak charging. This cooperation occurs systematically. The Crow Search Algorithm-Adaptive Neural Fuzzy Inference System achieved a reduction in operational expenditures in terms of percentages, such as 2.66%, 3.39%, 3.94%, and 2.63% for all recharging scenarios. These values are lower than those of other advanced approaches. The hybrid strategy that has been established has several benefits, such as the efficient management of various scenarios related to the demand for charging energy for EVs and the development of a predictive cost scheme. This scheme can assist policymakers in formulating cost-effective energy policies and budget plans for future EV loads. Moreover, they offer the advantage of self-reliance, allowing EV owners to charge their cars economically in many accessible situations. Another important component is the ability of urban planners to reduce greenhouse gas emissions from power generation, thereby promoting the development of an ecologically sustainable charging infrastructure. Finally, a benchmark test system was employed to evaluate the efficacy of the proposed approach across different energy consumption patterns.

本研究提出了一种混合神经模糊预测框架,为当前的城市电力基础设施开发了一种能源分配方法。这是通过将自然启发的智能优化方法与神经网络的学习能力、可解释性和推理能力(即自适应神经模糊接口系统)相结合来实现的。为了使问题的表述与现实情况相一致,本研究将电动汽车(EV)的不同充电需求策略与能源设施发电系统的局限性结合起来,以实现最优发电。单日定价结构的实施需要一个复杂的优化过程,旨在降低成本并最大限度地减少有害气体的排放。所提议的模型是利用自适应神经模糊方法构建的,其核心部分是该优化问题所产生的训练数据。所提出的方法有效地处理了电动汽车表现出的多种能源需求模式,包括电力研究所的建议、随机行为以及高峰和非高峰充电。这种合作是系统性的。乌鸦搜索算法-自适应神经模糊推理系统在所有充电方案中都实现了运营支出百分比的降低,如 2.66%、3.39%、3.94% 和 2.63%。这些数值都低于其他先进方法。已建立的混合战略有几个好处,如有效管理与电动汽车充电能源需求相关的各种方案,以及开发预测成本方案。该方案可帮助决策者制定具有成本效益的能源政策和未来电动汽车负载的预算计划。此外,它们还具有自力更生的优势,使电动汽车车主能够在许多方便的情况下经济地为汽车充电。另一个重要组成部分是城市规划者能够减少发电产生的温室气体排放,从而促进生态可持续充电基础设施的发展。最后,我们采用了一个基准测试系统来评估所提出的方法在不同能源消耗模式下的功效。
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Arabian Journal for Science and Engineering
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