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The Transformative Role of Microsoft Azure AI in Healthcare 微软 Azure 人工智能在医疗保健领域的变革性作用
Q2 Engineering Pub Date : 2024-07-08 DOI: 10.30534/ijeter/2024/021272024
Praveen Borra, Praveen Borra
This paper explores the transformative impact of Azure AI technologies on healthcare, focusing on diagnostics, predictive analytics, operational efficiency, and drug discovery. Azure AI tools are reshaping healthcare delivery by harnessing data-driven insights and advanced machine learning algorithms to enhance patient outcomes significantly. Azure AI enables more precise diagnostics through advanced image recognition and pattern analysis, improving the speed and accuracy of medical assessments. It supports predictive analytics models that personalize treatment plans based on individual patient data, thereby optimizing care and reducing risks. In hospital settings, Azure AI enhances operational efficiencies by predicting maintenance needs and optimizing resource allocation, streamlining workflows and improving overall service delivery. Furthermore, Azure AI accelerates drug discovery processes by analyzing extensive datasets to identify potential drug candidates swiftly. These advancements not only improve the efficiency and effectiveness of healthcare services but also hold promise for addressing healthcare disparities and promoting equitable access to quality care globally.
本文探讨了 Azure 人工智能技术对医疗保健的变革性影响,重点关注诊断、预测分析、运营效率和药物发现。Azure 人工智能工具通过利用数据驱动的洞察力和先进的机器学习算法,正在重塑医疗保健服务,从而显著提高患者的治疗效果。Azure AI 可通过先进的图像识别和模式分析实现更精确的诊断,提高医疗评估的速度和准确性。它支持预测分析模型,可根据患者的个人数据个性化治疗方案,从而优化护理并降低风险。在医院环境中,Azure AI 通过预测维护需求和优化资源分配、简化工作流程和改善整体服务交付,提高了运营效率。此外,Azure AI 还能通过分析大量数据集来迅速识别潜在的候选药物,从而加快药物发现过程。这些进步不仅提高了医疗保健服务的效率和有效性,而且有望在全球范围内解决医疗保健差距问题,促进公平获得优质医疗服务。
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引用次数: 0
An Effective Data Fusion Methodology for Multi-modal Emotion Recognition: A Survey 多模态情感识别的有效数据融合方法:一项调查
Q2 Engineering Pub Date : 2024-07-08 DOI: 10.30534/ijeter/2024/011272024
Emotion recognition is a pivotal area of research with applications spanning education, healthcare, and intelligent customer service. Multimodal emotion recognition (MER) has emerged as a superior approach by integrating multiple modalities such as speech, text, and facial expressions, offering enhanced accuracy and robustness over unimodal methods. This paper reviews the evolution and current state of MER, highlighting its significance, challenges, and methodologies. We delve into various datasets, including IEMOCAP and MELD, providing a comparative analysis of their strengths and limitations. The literature review covers recent advancements in deep learning techniques, focusing on fusion strategies like early, late, and hybrid fusion. Identified gaps include issues related to data redundancy, feature extraction complexity, and real-time detection. Our proposed methodology leverages deep learning for feature extraction and a hybrid fusion approach to improve emotion detection accuracy. This research aims to guide future studies in addressing current limitations and advancing the field of MER. The main of this paper review recent methodologies in multimodal emotion recognition, analyze different data fusion techniques,identify challenges and research gaps.
情感识别是一个关键的研究领域,其应用范围涵盖教育、医疗保健和智能客户服务。多模态情感识别(MER)通过整合语音、文本和面部表情等多种模态而成为一种卓越的方法,与单模态方法相比,它具有更高的准确性和鲁棒性。本文回顾了 MER 的演变和现状,强调了其意义、挑战和方法。我们深入研究了各种数据集,包括 IEMOCAP 和 MELD,对它们的优势和局限性进行了比较分析。文献综述涵盖了深度学习技术的最新进展,重点关注早期、晚期和混合融合等融合策略。发现的差距包括与数据冗余、特征提取复杂性和实时检测相关的问题。我们提出的方法利用深度学习的特征提取和混合融合方法来提高情感检测的准确性。这项研究旨在指导未来的研究,解决目前的局限性,推动 MER 领域的发展。本文主要回顾了多模态情感识别的最新方法,分析了不同的数据融合技术,指出了面临的挑战和研究空白。
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引用次数: 0
Low Costs Electrical Calibration System of SLM with the Uncertainty Measurements Compared with Primary System Platform Brūel & Kjær type 3630 与 Brūel & Kjær 3630 型初级系统平台相比,具有不确定度测量功能的低成本 SLM 电气校准系统
Q2 Engineering Pub Date : 2024-07-08 DOI: 10.30534/ijeter/2024/031272024
Sound level meter (SLM) calibration according to IEC61672-1, 2, 3: 2013 is an essential step in the measurement process. It ensures that the SLM meets its specifications. There is a strong need for an efficient and cheap calibration system device for the electrical calibration of SLM since it avoids the body effect and angle sensitivity of the microphone membrane to the sound incidence angle for free field calibration. As well as, it avoids leakage errors due to the microphone fitting in the coupler and the coupler effect in pressure field calibration. This work gives an alternative system device used in the electrical calibration of SLM. This system consists of individual tools; PULSE signal generator, universal frequency counter, HP Dynamic signal analyzer, and DMM voltmeter. All system tools are complying with the IEC17025. The calibration procedures follow the second edition of IEC61672-2. Calibration measurements of frequency, time-weightings, and linearity of range parameters as the major features of SLMs are tested in the frequency range of 31.5 Hz to 16 k Hz. The calibration was repeated 5 times on different days and different warm-up times for devices to estimate the associated uncertainty measurement values in accordance with Part 2 and Part 3 of IEC 61672. The obtained results show that, the calibration measurement deviations are in the allowable tolerance of the IEC 61672-1 and they are comparable with that obtained from the primary Brüel & Kjær (B & K) platform 3630. The computed uncertainty of measurements is in accepted limits that are required by IEC 61672-1 which is determined to the level of confidence of 95%, using coverage factor 2.
根据 IEC61672-1、2、3: 2013 标准校准声级计 (SLM) 是测量过程中的重要步骤。它确保声级计符合其规格要求。由于在进行自由场校准时可避免传声器膜对声音入射角的体效应和角度敏感性,因此亟需一种高效、廉价的校准系统设备来对 SLM 进行电气校准。此外,它还能避免耦合器中传声器接头造成的泄漏误差以及压力场校准中的耦合器效应。这项工作提供了用于 SLM 电气校准的替代系统设备。该系统由各种工具组成:PULSE 信号发生器、通用频率计、惠普动态信号分析仪和 DMM 电压表。所有系统工具均符合 IEC17025 标准。校准程序遵循 IEC61672-2 第二版。在 31.5 Hz 至 16 k Hz 的频率范围内测试了作为 SLM 主要特征的频率、时间加权和量程参数线性度的校准测量。根据 IEC 61672 第 2 部分和第 3 部分的规定,在不同的日期和不同的预热时间对设备重复进行了 5 次校准,以估算相关的不确定性测量值。结果表明,校准测量偏差在 IEC 61672-1 规定的允许误差范围内,与主要 Brüel & Kjær (B & K) 3630 平台获得的偏差相当。计算出的测量不确定度在 IEC 61672-1 要求的可接受范围内,使用覆盖因子 2 确定的置信度为 95%。
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引用次数: 0
Enhanced Sleep Quality Through Light Modulation IoT-Based Approach ESP32 with Philips Hue Integration 通过光调制提高睡眠质量 基于物联网的方法 ESP32 与飞利浦 Hue 集成
Q2 Engineering Pub Date : 2024-06-08 DOI: 10.30534/ijeter/2024/021262024
Ysl Ron Hepos, Kimuel Lagnason, Philipcris Encarnacion
This research aims to revolutionize sleep enhancement by developing a customized Internet of Things (IoT)-based system utilizing the ESP32 microcontroller, Philips Hue Bridge, and Bulb technology. The primary objective is to identify optimal lighting conditions conducive to improved sleep, considering factors such as color intensity and aligning with users' circadian rhythms. The system dynamically controls light intensity and color based on personalized profiles, synchronized with distinct times of the day, enhancing sleep quality. The integration of user profiles based on age refined these light profiles, addressing diverse sleep needs across age groups. Real-world experiments successfully validated the system's effectiveness across various age categories, demonstrating its application for tailored sleep solutions. The study makes a significant contribution to IoT-driven sleep interventions, setting a new standard for personalized approaches in the industry. Based on the successful implementation of the testing phase, recommendations for further refinement and expansion of the system are provided, such as exploring additional environmental factors for enhanced personalization, refining algorithms for improved real-time adjustments and considering user feedback for continuous system optimization. The study presents a groundbreaking solution for sleep enhancement and provides a roadmap for future advancements in personalized IoT-based interventions.
本研究旨在利用 ESP32 微控制器、飞利浦 Hue Bridge 和灯泡技术,开发基于定制物联网(IoT)的系统,从而彻底改变睡眠质量。主要目标是确定有利于改善睡眠的最佳照明条件,同时考虑色彩强度等因素,并与用户的昼夜节律保持一致。该系统可根据个性化配置文件动态控制光照强度和颜色,并与一天中的不同时间同步,从而提高睡眠质量。基于年龄的用户配置文件的整合完善了这些灯光配置文件,满足了不同年龄组的不同睡眠需求。真实世界的实验成功验证了该系统在不同年龄段的有效性,证明了它在量身定制的睡眠解决方案中的应用。这项研究为物联网驱动的睡眠干预做出了重大贡献,为行业内的个性化方法设定了新标准。在成功实施测试阶段的基础上,还提出了进一步完善和扩展该系统的建议,如探索更多环境因素以增强个性化、改进算法以改善实时调整,以及考虑用户反馈以持续优化系统。这项研究提出了一种开创性的睡眠改善解决方案,并为基于物联网的个性化干预措施的未来发展提供了路线图。
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引用次数: 0
Analytical Model of a New Acoustic Conductor Lined with Linear Increasing Perforated Area 线性增大穿孔面积的新型声导体分析模型
Q2 Engineering Pub Date : 2024-06-08 DOI: 10.30534/ijeter/2024/011262024
F. B. Shenoda, Mahmoud Younes, El Aidy
An acoustic conductor is a simple method of impedance- matching of plane sound waves in pipes. The present work offers a theoretical study of a new design conductor, this conductor is based on a constant cross-section pipe and treated with a linear gradually increasing perforated area along its length. In addition, the study outlines a design procedure for optimizing the conductor performance. The design parameters such as the conductor length, the graduality factor of the perforated area along the conductor pipe, and the conductor cross-section diameter are separately studied in detail for the proposed conductor. The wave equation describing the sound propagation through the conductor is considered, and the solution of this wave equation is derived using the modified Hankle function for a plane sound wave. In general, the frequency dependence of the computed parameters such as the reflection coefficient, the normalized wave resistance, and the normalized wave reactance at the input of the considered acoustic conductor shows a sharp drop frequency, at which the reflection coefficient is less than 0.1, as well as, the wave propagation resistance tends to unity while the reactance tends to zero. The study summarized all designed parameters in one design parameter Ac, named the characteristic area of the conductor. The computed results show that increasing Ac leads to shifting the drop frequency towards low frequencies. This enables the designer to design the official sound conductor for specific applications under the available dimensions. A multiple treatment that gives small graduality and a large perforated area is computed, which provides good matching for the conductor. A reasonable agreement between the obtained results with a previous experimental study in our lab by Shenouda for this new conductor design
声导体是管道中平面声波阻抗匹配的一种简单方法。本研究对一种新设计的导体进行了理论研究,这种导体以恒定截面管道为基础,沿其长度线性逐渐增加穿孔面积。此外,研究还概述了优化导体性能的设计程序。对拟议导体的设计参数,如导体长度、沿导体管道穿孔面积的渐变系数和导体横截面直径,分别进行了详细研究。考虑了描述声音在导体中传播的波方程,并使用平面声波的修正汉克尔函数推导出了该波方程的解。一般来说,声导体输入端的反射系数、归一化波阻抗和归一化波电抗等计算参数的频率依赖性显示了一个急剧下降的频率,在这个频率上,反射系数小于 0.1,波传播阻抗趋于统一,而电抗趋于零。研究将所有设计参数归纳为一个设计参数 Ac,即导体的特征面积。计算结果表明,增加 Ac 会导致跌落频率向低频移动。这使得设计人员能够在现有尺寸条件下,为特定应用设计出正式的声导体。计算得出的多重处理方法具有较小的渐变性和较大的穿孔面积,为导体提供了良好的匹配。对于这种新的导体设计,所获得的结果与我们实验室之前由 Shenouda 进行的一项实验研究之间存在合理的一致性
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引用次数: 0
Pagadian Diocesan Schools Information Monitoring System through Data Visualization 通过数据可视化实现帕加迪教区学校信息监测系统
Q2 Engineering Pub Date : 2024-05-07 DOI: 10.30534/ijeter/2024/031252024
The Pagadian Diocesan Schools Information Monitoring System through Data Visualization is a web-based application meticulously developed to address the challenges of managing educational data across multiple schools within the Pagadian Diocese. Utilizing HTML, MySQL, PHP, CSS, and Bootstrap, the system streamlines the login process for administrators, enhances data monitoring, and provides a centralized view for superintendents. Through advanced data visualization tools, the platform presents essential metrics such as student population, income, and expenses, contributing significantly to the Pagadian government’s education initiatives while adhering to ethical data usage practices. Continuous user feedback ensures the refinement of the system, guaranteeing efficient and effective data management within the Pagadian Diocese. The study also encompasses the design, development, and testing phases of the system, following the Waterfall Model. Through rigorous testing, the system demonstrated commendable performance, stability, and security measures, with high user-friendliness and compatibility. The ISO/Logical Summary Report identified strengths in Functional Stability, Portability, Reliability, Security, Usability, and Maintainability, leading to a Total ISO/Logical Flow score of 90.94%. Overall, the system promises a smooth, effective, and dependable user experience, with room for improvement in UI design and error handling to enhance its performance further.
通过数据可视化实现的帕加迪教区学校信息监控系统是一个基于网络的应用程序,是为解决帕加迪教区多所学校的教育数据管理难题而精心开发的。该系统利用 HTML、MySQL、PHP、CSS 和 Bootstrap,简化了管理员的登录流程,加强了数据监控,并为主管提供了一个集中的视图。通过先进的数据可视化工具,该平台可显示学生人数、收入和支出等基本指标,在遵守数据使用道德规范的同时,为帕加迪亚政府的教育计划做出了重大贡献。持续的用户反馈确保了系统的完善,保证了帕加迪教区数据管理的效率和效果。本研究还按照瀑布模型,涵盖了系统的设计、开发和测试阶段。通过严格的测试,该系统在性能、稳定性、安全措施、用户友好性和兼容性等方面都表现出色。ISO 逻辑总结报告确定了系统在功能稳定性、可移植性、可靠性、安全性、可用性和可维护性方面的优势,ISO/逻辑流程总得分为 90.94%。总体而言,该系统提供了流畅、有效和可靠的用户体验,但在用户界面设计和错误处理方面仍有改进余地,以进一步提高其性能。
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引用次数: 0
Solar Lights for Highways with Zone-Wise Speed Control System for Vehicle 公路用太阳能灯,带车辆区域明智调速系统
Q2 Engineering Pub Date : 2024-05-07 DOI: 10.30534/ijeter/2024/021252024
The challenge of providing adequate lighting along highways, particularly at critical points such as sharp turns and speed breakers, poses significant safety concerns. Traditional energy sources often fail to meet the demands of continuous lighting, especially in remote areas. To tackle this challenge, we present an automatic lighting system aimed at selectively activating lights during nighttime while also reducing vehicle speed near or at danger zones. Entire system is designed as automatic, human involvement is not required; lights are controlled automatically by sensing the vehicles. Whenever the vehicle enters into the danger zone, lights will be energized and they remain in ON state until the vehicle leaves that area. The system will be activated automatically during dark. In this method precious energy acquired from the solar panel can be saved. During the day time the battery will be charged and this stored energy is utilized in the nights[10]. It is a novel approach to vehicle navigation and safety implementation, and also aimed at automatically sensing the areas/zones like Schools, Hospital Accident, etc and automatically reducing the speed of the vehicle for safety purposes.
在高速公路沿线,特别是在急转弯和减速带等关键点提供充足的照明,是一项重大的安全挑战。传统能源往往无法满足持续照明的需求,尤其是在偏远地区。为了应对这一挑战,我们提出了一种自动照明系统,旨在夜间有选择地启动照明,同时降低危险区附近或危险区的车速。整个系统是自动设计的,无需人工参与;车灯通过感知车辆自动控制。只要车辆进入危险区域,车灯就会启动,并一直保持开启状态,直到车辆驶离该区域。天黑时,系统将自动启动。这种方法可以节省从太阳能电池板获取的宝贵能源。在白天,电池将被充电,这些储存的能量将在夜间使用[10]。这是实现车辆导航和安全的一种新方法,其目的还在于自动感应学校、医院事故等区域,并自动降低车速,以确保安全。
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引用次数: 0
Design of Low Noise Low Power Instrumentation Amplifier for Biomedical Applications 设计用于生物医学应用的低噪声、低功耗仪器放大器
Q2 Engineering Pub Date : 2024-05-07 DOI: 10.30534/ijeter/2024/011252024
Advancements in integrated circuit (IC) technology and circuit design are enabling devices to replace complex biological applications. Despite this progress, achieving necessary functionality at low power levels is crucial for fully integrated systems. Biomedical devices like pacemakers, which require ongoing battery charging, operate at nanowatt power levels over several years. To ensure long-term pacemaker survival, an Analog Front End (AFE) with low to moderate power consumption and high precision is essential. The front-end Instrumentation Amplifier (INA) is vital for signal acquisition, significantly improving the effectiveness of ECG signal collection systems.The primary aim of this research is to develop an integrated ECG instrumentation amplifier (INA) that can deliver top-notch performance while keeping noise and power consumption to a minimum. This amplifier will enable seamless monitoring of the ECG signal without interruptions. Using an AC connected Common Mode Feedback system [1]. in conjunction with an Operational Trans-conductance Amplifier (OTA) that uses a Chopper stabilization technique, the study's band pass filtering response within the ECG signal frequency range of 0-100Hz is obtained as anticipated. CMOS 45 nm technology is used throughout the entire process using Mentor Graphics EDA Tools
集成电路(IC)技术和电路设计的进步使设备能够取代复杂的生物应用。尽管取得了这一进展,但以低功耗实现必要的功能对于全集成系统来说至关重要。像心脏起搏器这样的生物医学设备,需要持续为电池充电,在纳瓦级功率水平下工作数年之久。为确保心脏起搏器的长期存活,具有低至中等功耗和高精度的模拟前端(AFE)是必不可少的。前端仪器放大器(INA)对信号采集至关重要,可显著提高心电图信号采集系统的效率。这项研究的主要目的是开发一种集成式心电图仪器放大器(INA),它能提供一流的性能,同时将噪声和功耗降至最低。该放大器将实现对心电图信号的无缝监测,而不会出现中断。利用交流连接的共模反馈系统[1],结合使用斩波稳定技术的运算跨导放大器(OTA),该研究在 0-100Hz 的心电图信号频率范围内获得了预期的带通滤波响应。整个过程采用 CMOS 45 纳米技术,使用 Mentor Graphics EDA 工具
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引用次数: 0
Clear hands, Clear conscience: Fog disinfection, dry hand washing 净手,净心:烟雾消毒、干洗手
Q2 Engineering Pub Date : 2024-05-07 DOI: 10.30534/ijeter/2024/041252024
Proposing a water-saving hand washing solution, we introduce a system designed to reduce water usage by over 95%. Highlighting the importance of hand hygiene in combating pandemics, we challenge the notion of excessive water requirement for effective disinfection. Our system, controlled by an Arduino microcontroller, incorporates ultrasonic sensors, mist maker, UV lamp, and timer buttons. It activates mist and UV components based on user-selected time, ensuring efficient disinfection. Alerts are issued if hands are prematurely removed, enhancing hygiene without water wastage
我们提出了一种节水洗手解决方案,并介绍了一种可减少 95% 以上用水量的系统。我们强调了手部卫生在抗击流行病方面的重要性,并对有效消毒需要过多水的观念提出了质疑。我们的系统由 Arduino 微控制器控制,集成了超声波传感器、喷雾器、紫外线灯和定时按钮。它根据用户选择的时间激活喷雾和紫外线组件,确保高效消毒。如果过早脱手,系统会发出警报,从而在不浪费水的情况下提高卫生水平。
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引用次数: 0
Design of Novel Low Power 6T XNOR based Full Adder and Full Subtractor and Comparison of Various Adders and Subtractors 基于 6T XNOR 的新型低功耗全加法器和全减法器的设计以及各种加法器和减法器的比较
Q2 Engineering Pub Date : 2024-04-10 DOI: 10.30534/ijeter/2024/031242024
Portable high speed digital devices are an emerging area and the designing of such circuits in VLSI is the need of the hour. Arithmetic and logic functions are the main blocks of such designs. Adders and subtractors are used in complex data processing to perform arithmetic operations. Designing of adders and subtractor using 6T XNOR demonstrates Low power, high speed switching and also optimized Area by means of transistor count compared to conventional adders and subtractors. This paper presents novel approach for 6T XNOR based full adder and full subtractor circuits. The circuit realization has been performed using DSCH and waveforms are obtained by using Micro wind 3.1
便携式高速数字设备是一个新兴领域,用超大规模集成电路设计这类电路是当务之急。算术和逻辑功能是此类设计的主要组成部分。加法器和减法器用于复杂的数据处理,以执行算术运算。与传统的加法器和减法器相比,使用 6T XNOR 设计的加法器和减法器不仅功耗低、开关速度快,而且通过晶体管数量优化了面积。本文介绍了基于 6T XNOR 的全加法器和全减法器电路的新方法。电路使用 DSCH 实现,波形使用 Micro wind 3.1 获得。
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引用次数: 0
期刊
International Journal of Emerging Trends in Engineering Research
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