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Turkish scene text recognition: Introducing extensive real and synthetic datasets and a novel recognition model 土耳其场景文本识别:引入大量真实和合成数据集以及新型识别模型
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-08 DOI: 10.1016/j.jestch.2024.101881
Serdar Yıldız
In the advancing field of computer vision, scene text recognition (STR) has been progressively gaining prominence. Despite this progress, the lack of a comprehensive study or a suitable dataset for STR, particularly for languages like Turkish, stands out. Existing datasets, regardless of the language, tend to grapple with issues such as limited sample quantity and high noise levels, which considerably restrict the progression and overall efficacy of STR research and applications. Addressing these shortcomings, we introduce the Turkish Scene Text Recognition (TS-TR) dataset, one of the most substantial STR datasets to date, comprising 7288 text instances. In addition, we propose the Synthetic Turkish Scene Text Recognition (STS-TR) dataset, an enormous collection of 12 million samples created using a novel histogram-based method, more efficient than common synthetic data generation methods. Moreover, we present a novel recognition model, the Masked Vision Transformer for Text Recognition (MViT-TR), which achieves a word accuracy of 94.42% on the challenging TS-TR test dataset, underlining its robustness and performance efficacy. We extend our investigation to the influence of synthetic datasets, the utilization of patch masking, and the function of the position attention module on recognition performance. To foster future STR research, we have made all datasets and source codes publicly available.
在不断进步的计算机视觉领域,场景文本识别(STR)的地位日益突出。尽管取得了这一进展,但针对 STR(尤其是针对土耳其语等语言)的全面研究或合适数据集的缺乏却十分突出。现有的数据集,不论是哪种语言,往往都存在样本数量有限和噪声水平较高等问题,这在很大程度上限制了 STR 研究和应用的进展及整体效果。针对这些不足,我们推出了土耳其场景文本识别(TS-TR)数据集,这是迄今为止最丰富的 STR 数据集之一,包含 7288 个文本实例。此外,我们还提出了土耳其场景文本合成识别(STS-TR)数据集,这是一个包含 1200 万个样本的庞大数据集,采用了一种基于直方图的新方法,比常见的合成数据生成方法更高效。此外,我们还提出了一个新颖的识别模型--用于文本识别的遮罩视觉变换器(MViT-TR),它在具有挑战性的 TS-TR 测试数据集上实现了 94.42% 的单词准确率,凸显了其鲁棒性和性能功效。我们将研究扩展到合成数据集的影响、补丁屏蔽的利用以及位置注意模块对识别性能的作用。为了促进未来的 STR 研究,我们公开了所有数据集和源代码。
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引用次数: 0
A fully-differential improved recycling folded-cascode amplifier for fast-settling switched-capacitor applications 适用于快速沉降开关电容器应用的全差分改进型循环折叠级联放大器
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101886
Mohammad Yavari, Mohammadamin Mohtashamnia
In this paper, a fully-differential class A single-stage CMOS operational transconductance amplifier (OTA) is presented for high-speed switched-capacitor (SC) applications. The main target is to improve both large and small signal parameters in order to achieve a fast-settling performance with sufficient accuracy in SC circuits without needing more power dissipation. Several techniques including the current recycling, phase margin enhancement using high-speed current mirrors, and cross-coupled local positive feedback transistors are employed in the traditional folded-cascode amplifier (FCA) to realize a multi-path single-stage OTA with increased unity-gain frequency, slew rate, and DC gain. Detailed analytical calculations and circuit level simulation results are collected to compare the suggested OTA with alternatives. Based on the analytical calculations, the proposed amplifier significantly outperforms the traditional folded-cascode OTA regarding both large-signal and small-signal parameters. The suggested OTA is simulated in TSMC 65 nm CMOS technology in a SC integrator configuration to verify its usefulness. According to the simulation results, the DC gain, unity-gain bandwidth, and slew rate of the proposed OTA are improved about 22.9 dB, 576 %, 241 %, respectively, compared to the conventional FCA with almost the same power dissipation and other similar simulation conditions. The proposed OTA can be utilized in fast-settling switched-capacitor circuits as well.
本文介绍了一种用于高速开关电容器(SC)应用的全差分 A 类单级 CMOS 运算跨导放大器(OTA)。其主要目标是改进大信号和小信号参数,以便在不需要更多功率耗散的情况下,在 SC 电路中实现具有足够精度的快速沉降性能。在传统的折叠级联放大器(FCA)中采用了包括电流回收、利用高速电流镜增强相位裕度和交叉耦合本地正反馈晶体管在内的多项技术,以实现具有更高的单位增益频率、压摆率和直流增益的多路径单级 OTA。我们收集了详细的分析计算和电路级仿真结果,将建议的 OTA 与其他替代方案进行了比较。根据分析计算结果,建议的放大器在大信号和小信号参数方面都明显优于传统的折叠级联 OTA。为了验证所建议的 OTA 的实用性,在 SC 积分器配置中采用 TSMC 65 nm CMOS 技术对其进行了仿真。仿真结果表明,在功率耗散几乎相同和其他仿真条件相似的情况下,与传统 FCA 相比,所建议的 OTA 的直流增益、单位增益带宽和回转率分别提高了约 22.9 dB、576 % 和 241 %。拟议的 OTA 也可用于快速沉降开关电容器电路。
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引用次数: 0
Experimentally validated numerical investigation on the behavior of composite shear walls subjected to cyclic loading 对承受循环荷载的复合剪力墙行为的实验验证数值研究
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101884
M. Hasim Kisa , S. Bahadir Yuksel , Ramazan Özmen
Due to design considerations, reinforced concrete (RC) shear walls, with narrow cross-sections containing excessive steel reinforcing bars, are commonly used in tall buildings for seismic resistance to produce functional floor plans. However, as is particularly evident in the end region components of the RC shear walls, bulky reinforcement can lead to difficulties in concrete pouring and cause concrete segregation. Accordingly, this study concentrates on the numerical investigation of composite shear wall behavior created using cold-formed steel sheet (CFSS) elements under cyclic loading. Three composite shear wall test specimens, having L-shaped CFSSs utilized in the shear wall end regions, were modeled on a 1/3 scale with ABAQUS finite element analysis software. The specimens’ crack propagation behavior was investigated at each loading stage in the numerical analyses and validated with experiments. Furthermore, the lateral force-top displacement relationship was used to assess the wall’s behaviors. According to the results, the modeling approach accurately simulates the composite shear wall’s behavior. Finally, a parametric analysis was performed with the verified numerical simulations to examine the effect of the CFSS elements’ material properties on the composite shear walls. The parametric studies revealed that the steel sheets’ yield strength and position from the neutral axis affected the shear walls’ lateral load-bearing capacity.
出于设计考虑,钢筋混凝土(RC)剪力墙的截面较窄,含有过多的钢筋,通常用于高层建筑的抗震,以产生功能性平面图。然而,在钢筋混凝土剪力墙的端部区域构件中尤为明显的是,粗大的钢筋会导致混凝土浇筑困难并造成混凝土离析。因此,本研究集中对使用冷弯钢板(CFSS)构件制作的复合剪力墙在循环荷载下的行为进行数值研究。使用 ABAQUS 有限元分析软件对剪力墙端部区域使用 L 型 CFSS 的三个复合剪力墙试件进行了 1/3 比例建模。数值分析研究了试样在每个加载阶段的裂纹扩展行为,并通过实验进行了验证。此外,还利用侧向力-顶位移关系评估了墙体的行为。结果表明,建模方法准确地模拟了复合剪力墙的行为。最后,在验证数值模拟的基础上进行了参数分析,以研究 CFSS 元素的材料特性对复合剪力墙的影响。参数研究表明,钢板的屈服强度和与中轴线的位置会影响剪力墙的侧向承载能力。
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引用次数: 0
The impact of implementing backbone architectures on fracture segmentation in X-ray images 实施骨干架构对 X 射线图像中骨折分割的影响
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101883
Salih Turk , Ozkan Bingol , Ahmet Coskuncay , Tolga Aydin
X-ray imaging is widely utilized for the detection of bone fractures due to its affordability, rapid processing capabilities, broad accessibility, and ease of use. Despite these advantages, the intricate analysis of X-ray images necessitates advanced computational techniques to fully exploit their rich informational content. Notably, accurate segmentation of these images plays a critical role in aiding medical professionals with precise diagnoses and effective treatment planning. This study examines the impact of integrating different backbone architectures for the task of fracture segmentation in X-ray images. Specifically, the research focuses on enhancing the widely-used DeepLabV3 model by incorporating pre-trained networks such as ResNet50, ResNet101, and MobileNetV3 into the encoder component to improve feature extraction and segmentation accuracy. The FracAtlas dataset, which presents unique challenges due to its small size and the diversity of fractures from various anatomical regions, was employed for model evaluation. Data augmentation techniques were implemented to expand the dataset, and an additional subset focusing on cropped images of fracture areas was developed. The models were trained over 50 epochs, and their performance was assessed using metrics such as Intersection over Union (IoU), loss values, and Dice scores. The results indicate that the DeepLabV3 model with ResNet-based backbones achieved IoU values exceeding 0.93 on the original dataset and demonstrated outstanding performance on the augmented and cropped datasets, with AUC values reaching up to 0.99. The study also highlights the computational complexity of the models, with ResNet101 exhibiting the highest time complexity, while MobileNetV3 was the most efficient in terms of processing time and memory consumption.
X 射线成像因其经济实惠、快速处理能力、广泛的可及性和易用性而被广泛用于骨折检测。尽管具有这些优势,但要对 X 射线图像进行复杂的分析,就必须采用先进的计算技术,以充分利用其丰富的信息内容。值得注意的是,这些图像的精确分割在帮助医疗专业人员进行精确诊断和有效治疗规划方面起着至关重要的作用。本研究探讨了集成不同骨干架构对 X 光图像中骨折分割任务的影响。具体来说,研究重点是通过将 ResNet50、ResNet101 和 MobileNetV3 等预先训练好的网络整合到编码器组件中来增强广泛使用的 DeepLabV3 模型,从而提高特征提取和分割精度。FracAtlas 数据集因其规模小和来自不同解剖区域的骨折的多样性而具有独特的挑战性,该数据集被用于模型评估。我们采用了数据扩增技术来扩展数据集,并开发了一个额外的子集,重点关注断裂区域的裁剪图像。对模型进行了 50 个历时的训练,并使用联合交叉(IoU)、损失值和 Dice 分数等指标对模型的性能进行了评估。结果表明,基于 ResNet 骨干的 DeepLabV3 模型在原始数据集上的 IoU 值超过了 0.93,在增强和裁剪数据集上表现出色,AUC 值高达 0.99。研究还强调了模型的计算复杂度,其中 ResNet101 的时间复杂度最高,而 MobileNetV3 在处理时间和内存消耗方面效率最高。
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引用次数: 0
Front Matter 1 - Full Title Page (regular issues)/Special Issue Title page (special issues) 封面 1 - 完整扉页(常规期刊)/特刊扉页(特刊)
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/S2215-0986(24)00291-X
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引用次数: 0
An integrated solution for 3D overhead cranes: Time-optimal motion planning, obstacle avoidance, and anti-swing 3D 桥式起重机集成解决方案:时间优化运动规划、避障和防摆动
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101852
Van Chung Nguyen , Hue Luu Thi , Hoa Bui Thi Khanh , Huy Nguyen Danh , Dai Pham Duc , Tung Lam Nguyen
This paper proposed a motion planning scheme, a nonlinear controller integrated with an observer for a three-dimensional overhead crane (3DOC) nonlinear system. The designed motion planning considering system constraints and providing time-optimal, collision-free navigation in three dimensions is presented. Furthermore, the 3DOC system is characterized as a highly nonlinear, uncertain system and is always heavily influenced by external disturbances, the system variables are also partially measured using sensors. To solve all these problems, a second-order sliding controller (SO-SMC) based on an extended state observer (ESO) is formulated to solve the problem of uncertainty, disturbance, and furnishing a state estimation mechanism for the 3DOC nonlinear system. The closed-loop system, which consists of the extended state observer and the second-order sliding control stability, is verified via Lyapunov’s stability. Comprehensive simulations, experiments, and comparisons with existing methods are conducted under four cases with the presence of obstacles to demonstrate the observer’s quality and showcase the effectiveness of the proposed methods.
本文为三维桥式起重机(3DOC)非线性系统提出了一种运动规划方案、一个集成了观测器的非线性控制器。所设计的运动规划考虑了系统约束条件,并能在三维空间内提供时间最优、无碰撞的导航。此外,三维桥式起重机系统是一个高度非线性、不确定的系统,总是受到外部干扰的严重影响,系统变量也部分是通过传感器测量的。为了解决所有这些问题,本文提出了一种基于扩展状态观测器(ESO)的二阶滑动控制器(SO-SMC),以解决不确定性和干扰问题,并为 3DOC 非线性系统提供一种状态估计机制。由扩展状态观测器和二阶滑动控制稳定性组成的闭环系统通过 Lyapunov 稳定性得到了验证。在存在障碍物的四种情况下进行了全面的模拟、实验,并与现有方法进行了比较,以证明观测器的质量并展示所提方法的有效性。
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引用次数: 0
Small-signal modeling and characteristic comparative analysis for a single grid-connected grid-forming VSG with full-order and second-order 具有全阶和二阶的单并网电网成形 VSG 的小信号建模和特性比较分析
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101879
Chuanfeng Liang , Rongliang Shi , Chengwei Ju , Jun hui Li , Yu Zhang
The single-machine grid-connected grid-forming virtual synchronous generator (GFVSG) small signal mathematical model is divided into full-order and second-order small signal mathematical models according to whether power calculation, voltage plus current bottom double loop and AC filtering are considered in the modeling process. And the difference of mathematical models has an important impact on the accurate analysis of GFVSG grid-connected active power dynamic response characteristics (GCAP-DRCs). For this reason, the full-order and second-order small signal mathematical models of GFVSG grid-connected system are established, then their GCAP-DRCs are compared and analyzed. The results show that the second-order model and the full-order model of GFVSG grid-connected system have similar GCAP-DRCs, thus the second-order model can be directly used to replace the full-order model to study the GCAP-DRCs of GFVSG grid-connected system in engineering applications, so as to simplify the theoretical analysis process. Finally, the correctness of the mathematical model and theoretical analysis is verified by using MATLAB/Simulink software simulation and experiment.
根据建模过程中是否考虑功率计算、电压加电流底层双回路和交流滤波,单机并网虚拟同步发电机(GFVSG)小信号数学模型分为全阶小信号数学模型和二阶小信号数学模型。而数学模型的不同对准确分析 GFVSG 并网有功功率动态响应特性(GCAP-DRC)有重要影响。为此,本文建立了 GFVSG 并网系统的全阶和二阶小信号数学模型,并对其 GCAP-DRC 进行了比较和分析。结果表明,GFVSG 并网系统的二阶模型与全阶模型具有相似的 GCAP-DRC 值,因此在工程应用中可以直接用二阶模型代替全阶模型来研究 GFVSG 并网系统的 GCAP-DRC 值,从而简化理论分析过程。最后,通过 MATLAB/Simulink 软件仿真和实验验证了数学模型和理论分析的正确性。
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引用次数: 0
Corrigendum to “Improving road safety through a novel crosswalk: Comprehensive material study with photoluminescent resin” [Eng. Sci. Technol. Int. J. 57 (2024) 101793] 通过新型人行横道改善道路安全:光致发光树脂综合材料研究" [Eng.
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101856
J.M. Lozano Domínguez, T.J. Mateo Sanguino, M.J. Redondo González, J.M. Davila Martin
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引用次数: 0
Investigating crumb rubber-modified geopolymer composites derived from steel slag for enhanced thermal performance 研究从钢渣中提取的碎屑橡胶改性土工聚合物复合材料,以提高热性能
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101880
Ashwin Narendra Raut , Musa Adamu , Ranjit J. Singh , Yasser E. Ibrahim , Anant Lal Murmu , Omar Shabbir Ahmed , Supriya Janga
Thermal performance of building materials is often improved by introducing air voids through foaming. However, this typically results in a reduction in compressive strength. To address this issue, an experimental study was conducted to develop thermally efficient geopolymer blocks using three grades of crumb rubber (CR), without compromising compressive strength. Tests such as compressive strength, tensile strength, thermal conductivity, water absorption, and porosity were carried out to assess the performance of these blocks in comparison to conventional geopolymer blocks. The CR-incorporated geopolymer blocks demonstrated low thermal conductivity, ranging from 0.63 to 0.43 W/mK, along with a reduced environmental impact and carbon footprint. Importantly, they exhibited high compressive strength, ranging from 25 to 52 MPa, which exceeds the required strength for first-class bricks (12 MPa). A computational conjugate heat transfer analysis was also carried out to evaluate the strength of heat transferred through the solid media to the internal fluid media. It contributes to the advancement of environmentally conscious building materials, emphasizing the potential benefits of crumb rubber-incorporated geopolymer composites as a novel material for building construction purpose.
建筑材料的热性能通常是通过发泡引入空气空隙来改善的。然而,这通常会导致抗压强度降低。为解决这一问题,我们开展了一项实验研究,在不影响抗压强度的前提下,使用三种等级的碎屑橡胶(CR)开发热效率高的土工聚合物砌块。通过抗压强度、拉伸强度、导热性、吸水性和孔隙率等测试,评估了这些砌块与传统土工聚合物砌块的性能对比。加入 CR 的土工聚合物砌块的导热系数较低,在 0.63 到 0.43 W/mK 之间,同时还减少了对环境的影响和碳足迹。重要的是,它们具有很高的抗压强度,从 25 兆帕到 52 兆帕不等,超过了一级砖所要求的强度(12 兆帕)。此外,还进行了计算共轭传热分析,以评估通过固体介质向内部流体介质传递热量的强度。该研究为环保型建筑材料的发展做出了贡献,强调了屑橡胶融入土工聚合物复合材料作为新型建筑材料的潜在优势。
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引用次数: 0
RELAKA: Robust ECC based Privacy Preserving Lightweight Authenticated Key Agreement protocol for healthcare applications RELAKA:适用于医疗保健应用的基于稳健 ECC 的隐私保护轻量级认证密钥协议
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.jestch.2024.101887
R. Kousalya, G.A. Sathish Kumar
With the advancement of cutting-edge technologies, the Internet of Medical Things (IoMT) has assisted the healthcare sector by facilitating interaction between healthcare service providers and patients in remote areas. In IoMT, wearable or implantable sensors collect the patient’s record and share the information through a public network. Health-related information about the patient must be protected from a variety of attacks by the adversary since it is sensitive and extremely vulnerable to attacks. The sensor equipment that is implanted in the patient is also resource-constrained and has a low power capacity. The entities involved in the communication must be authenticated with one another in order to protect patients’ health information, anonymity, and reliability. While several authenticated key agreement protocols have been proposed, many suffer from high computational costs and storage cost, making them unsuitable for lightweight applications. This paper proposes a secure three-factor robust Elliptic Curve Cryptography (ECC) based mutually authenticated and key agreement protocol known as RELAKA for the IoMT environment, utilizing the benefits of one-way hash function. In proposed scheme, all entities, including the healthcare service providers and wearable sensors, are authenticated by the medical server. Subsequently, a secret key is established for each communication session and shared between all the entities. Additionally, mechanism for appropriate user revocation and re-registration is integrated to provide additional security in cases where a user’s QR code is tampered with by the attacker. The privacy of the proposed protocol is investigated by the potential use of zero knowledge proof. Furthermore, the efficacy of the authentication is examined by challenge and response mechanism. The informal security analysis demonstrates its resistance to threats such as DoS, impersonation, message modification, password guessing, and so on. The performance evaluation of RELAKA protocol indicates that the execution, communication, and storage costs is reduced by 87.59%, 43% and 60.71% respectively. Moreover, the outcomes of the AVISPA simulation illustrate that the RELAKA successfully evades both active and passive attacks. In addition, real-world testbed environment is developed with Raspberry pi 4 model B and the experimental results verifies the robustness of the proposed protocol. According to theoretical analysis and experimental evaluation, the RELAKA scheme is more secure and efficient than the existing protocols.
随着尖端技术的发展,医疗物联网(IoMT)通过促进医疗服务提供商与偏远地区患者之间的互动,为医疗保健行业提供了帮助。在 IoMT 中,可穿戴或植入式传感器收集病人的记录,并通过公共网络共享信息。由于病人的健康相关信息十分敏感,极易受到攻击,因此必须保护这些信息免受对手的各种攻击。植入患者体内的传感器设备也受到资源限制,功率较低。为了保护患者的健康信息、匿名性和可靠性,参与通信的实体之间必须相互验证。虽然已经提出了几种验证密钥协议,但许多协议都存在计算成本和存储成本高的问题,因此不适合轻量级应用。本文利用单向散列函数的优势,为 IoMT 环境提出了一种基于椭圆曲线加密法(ECC)的安全三因素稳健相互验证和密钥协议协议,即 RELAKA。在提议的方案中,包括医疗服务提供商和可穿戴传感器在内的所有实体都要经过医疗服务器的验证。随后,为每个通信会话建立密钥,并在所有实体之间共享。此外,还集成了适当的用户撤销和重新注册机制,以便在用户的二维码被攻击者篡改时提供额外的安全性。通过可能使用的零知识证明,对所提议协议的隐私性进行了研究。此外,还通过挑战和响应机制检验了身份验证的有效性。非正式安全分析表明,该协议可抵御 DoS、冒名顶替、信息修改、密码猜测等威胁。RELAKA 协议的性能评估表明,其执行成本、通信成本和存储成本分别降低了 87.59%、43% 和 60.71%。此外,AVISPA 仿真结果表明,RELAKA 成功地躲避了主动和被动攻击。此外,还利用 Raspberry pi 4 B 型开发了实际测试平台环境,实验结果验证了所提协议的鲁棒性。根据理论分析和实验评估,RELAKA 方案比现有协议更安全、更高效。
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引用次数: 0
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Engineering Science and Technology-An International Journal-Jestech
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