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Innovations in Healthcare through Computational Intelligence- A Study of Smart Technologies and AI 通过计算智能实现医疗创新--智能技术与人工智能研究
Pub Date : 2024-07-01 DOI: 10.55524/ijircst.2024.12.4.6
Nazish Adeel, Nudrat Fatima
The use of Computational Intelligence in healthcare, explored in this thesis, has greatly advanced the digitization of medical services. Computational Intelligence enables computers to perform tasks that typically require human intelligence. In healthcare, it has led to significant innovations, such as improved drug development and better screening of patients for clinical trials. One of its main applications is in disease diagnostics, where it has shown high efficiency and accuracy, particularly in fields like medical imaging, neurology, cardiology, diabetes, movement disorders, and mental health. However, despite its benefits, there are still ethical challenges and uncertainties about how to validate its use effectively. Computational Intelligence has the potential to revolutionize patient care, especially in diagnosing diseases. It leverages the vast amounts of healthcare data available and the advancements in computer technology to provide quick and accurate results. The work focuses on exploring the literature surrounding Computational Intelligence in healthcare diagnostics and examining how patients perceive its use. It divides patients into two groups: those who don't use wearable devices and those who do. Through qualitative research methods like snowball sampling and thematic analysis, the study aims to identify common applications of Computational Intelligence in diagnostic healthcare, understand patients' attitudes towards it, investigate what motivates them to adopt diagnostic wearables, and uncover any concerns they may have.
本论文探讨的计算智能在医疗保健领域的应用,大大推进了医疗服务的数字化进程。计算智能使计算机能够执行通常需要人类智能才能完成的任务。在医疗保健领域,计算智能带来了重大创新,如改进药物开发和更好地筛选病人进行临床试验。它的主要应用之一是疾病诊断,尤其是在医学成像、神经学、心脏病学、糖尿病、运动障碍和心理健康等领域,显示出高效率和高准确性。然而,尽管计算智能具有诸多益处,但在如何有效验证其使用方面仍存在道德挑战和不确定性。计算智能有望彻底改变病人护理,尤其是在疾病诊断方面。它利用现有的大量医疗数据和计算机技术的进步,提供快速准确的结果。这项工作的重点是探索与医疗诊断中的计算智能相关的文献,并研究患者如何看待计算智能的使用。它将患者分为两组:不使用可穿戴设备的患者和使用可穿戴设备的患者。通过雪球取样和主题分析等定性研究方法,该研究旨在确定计算智能在医疗诊断中的常见应用,了解患者对计算智能的态度,调查促使他们采用可穿戴诊断设备的原因,并揭示他们可能存在的任何顾虑。
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引用次数: 0
Applications of Large Language Models in Cloud Computing: An Empirical Study Using Real-world Data 大型语言模型在云计算中的应用:使用真实世界数据的实证研究
Pub Date : 2024-07-01 DOI: 10.55524/ijircst.2024.12.4.10
Hanzhe Li, Sherry X Wang, Fu Shang, Kaiyi Niu, Runze Song
This study investigates the integration of Large Language Models (LLMs) in cloud computing, focusing on their impact on resource allocation and management. The research employs Bayesian inference and Markov Decision Processes (MDPs) to enhance predictive accuracy and decision-making efficiency. Over a month, data collected from AWS, GCP, Azure, IBM, and Oracle reveals significant improvements in CPU utilization, memory usage, network latency, and storage performance. LLMs demonstrated superior performance compared to traditional models, optimizing task scheduling and reducing idle times. Bayesian inference refined resource predictions, while MDPs provided a structured approach to dynamic optimization, resulting in lower latency and better system efficiency. The findings suggest that integrating LLMs can transform cloud service management, offering enhanced performance, reliability, and cost savings. Future research should explore long-term trends, security implications, and the ethical aspects of AI deployment in cloud environments.
本研究调查了云计算中大型语言模型(LLM)的整合情况,重点关注其对资源分配和管理的影响。研究采用贝叶斯推理和马尔可夫决策过程(MDP)来提高预测准确性和决策效率。在一个月的时间里,从 AWS、GCP、Azure、IBM 和 Oracle 收集的数据显示,CPU 利用率、内存使用率、网络延迟和存储性能都有显著提高。与传统模型相比,LLM 表现出卓越的性能,优化了任务调度,减少了空闲时间。贝叶斯推理完善了资源预测,而 MDP 为动态优化提供了结构化方法,从而降低了延迟,提高了系统效率。研究结果表明,集成 LLM 可以改变云服务管理,提供更高的性能、可靠性和成本节约。未来的研究应探索云环境中人工智能部署的长期趋势、安全影响和道德问题。
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引用次数: 0
Navigating the Evolution: Current Trends and Future Directions in Programming Languages 引领演变:编程语言的当前趋势和未来方向
Pub Date : 2024-07-01 DOI: 10.55524/ijircst.2024.12.4.7
Jyotsna Salet, Dr. Kalpesh Rakholia, Odedara Rahul, Khant Jignesh, Karavadra Jay
In the complex realm of software development, the progression of programming languages exemplifies the field's dynamic nature. This review paper embarks on a meticulous journey, delving into historical milestones, dissecting current trends, and peering into the crystal ball of potential future developments. Our research goes beyond existing literature, offering a thorough analysis that examines the strengths and weaknesses of each era. This provides a deep understanding of how programming languages continuously influence the software development landscape.
在复杂的软件开发领域,编程语言的发展体现了该领域的动态性质。这篇综述论文将展开一段细致的旅程,深入探讨历史里程碑,剖析当前趋势,并窥探未来潜在发展的水晶球。我们的研究超越了现有的文献,提供了详尽的分析,审视了每个时代的优缺点。这样,我们就能深刻理解编程语言是如何不断影响软件开发领域的。
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引用次数: 0
Integration of a Smart Remote Controlling System with Electrical Appliances in Order to Optimize the Usage and to Develop an Energy Efficient System 将智能遥控系统与电器整合,优化使用并开发节能系统
Pub Date : 2024-01-01 DOI: 10.55524/ijircst.2024.12.1.1
Shradha Dwivedi, Venkateswaran Radhakrishnan, P. Dwivedi, Yashir Ambula
Electricity is a powerful tool and must needed recourse of energy of all time in life existence since its invention. Its optimum utilization is a need of the era where various measures are taken on controlling methods by some enforced and imposed ways, we discuss a smart system which works to control unnecessary wastage of resources by keeping a time-to-time check on the system can be collaborated with a smart alert system. The idea is to not to control the usage but to curb the wastage for the optimum and efficient use of the available resources. In this project we proposed a smart system in which a signal will be send to mobile phone first if there is no human presence detected. After getting alert of human absence, electrical appliances can be switched OFF through mobile phone. This Idea is helpful when at the same working time some rooms are in use and some rooms are unused. So, by remote controlled switching of the appliances, electricity can be saved. This control can be done from the 25-20 meters range so in this case no need to approach the room manually to operate the switches. The objective of the project is to model a system to optimize the use of available resources for meeting the energy needs by saving energy while it is not under use. In this way a huge amount of energy can be saved. This will not only reduce the electricity bill but it will promote the optimum utilization of energy sources. Remote controlling of electrical appliances through a smart mobile system also restates the human nature of laziness in switching OFF appliances while they are not in use so it has a wide use in domestic’s field also.
电力是一种强大的工具,自发明以来一直是人们生活中不可或缺的能源。我们讨论的是一种智能系统,它通过与智能警报系统合作,对系统进行不时检查,从而控制不必要的资源浪费。这样做的目的不是为了控制资源的使用,而是为了遏制资源的浪费,使可用资源得到最有效的利用。在这个项目中,我们提出了一个智能系统,如果没有检测到人的存在,就会首先向手机发送信号。在收到没有人的警报后,可以通过手机关闭电器。当在同一工作时间内,有些房间在使用,而有些房间闲置时,这个想法就很有帮助。因此,通过远程控制电器开关,可以节约用电。这种控制可以在 25-20 米的范围内完成,因此在这种情况下,无需走近房间手动操作开关。该项目的目标是建立一个系统模型,通过在不使用能源时节约能源,优化可用资源的使用,以满足能源需求。这样就可以节约大量能源。这不仅能降低电费,还能促进能源的优化利用。通过智能移动系统对电器进行远程控制,还可以克服人类懒惰的天性,在电器不使用时将其关闭,因此在家庭领域也有广泛的应用。
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引用次数: 0
Students' Mathematical Communication Skills in Mathematics Learning 学生在数学学习中的数学交流能力
Pub Date : 2023-12-01 DOI: 10.55524/ijircst.2023.11.6.7
Yuan Anisa, Rizka Fahruza, Muhammad Hafiz
The capacity of students to communicate mathematical ideas mathematically is one area in which it is crucial to focus. The definition of mathematical communication abilities, metrics for assessing mathematical communication abilities, and learning models that are meant to enhance students' mathematical communication abilities are the main goals of this research. Systematic Literature Review (SLR) is the methodology employed. Data was gathered by recording and going over every publication about mathematical communication abilities that contained research that was comparable to this study. This study used twenty publications that were found on DOAJ, Research Gate, Science Direct, and Google Scholar. The research underscores the critical importance of diverse factors in enhancing mathematical communication skills, including collaborative learning, teacher feedback, cultural awareness, digital tools, language proficiency, rubric-based assessments, and more. Collaborative learning stands out as notably effective, positively influencing students' capacity to articulate and defend mathematical reasoning through peer debates. Teachers' prompt and constructive feedback contributes to the lucidity and accuracy of students' mathematical explanations. Recognizing cultural diversity fosters inclusivity and enhances the sharing of mathematical concepts, while the use of digital tools enables alternative means for expression and collaboration. The complex relationship between language development and mathematical communication abilities is emphasized, highlighting the need for ongoing growth and a comprehensive, inclusive strategy for the future of mathematics education and communication.
学生用数学方法交流数学思想的能力是一个必须关注的领域。数学交流能力的定义、数学交流能力的评估指标以及旨在提高学生数学交流能力的学习模式是本研究的主要目标。本研究采用的方法是系统文献综述(SLR)。收集数据的方法是记录和查阅每一份有关数学交流能力的出版物,其中包含与本研究相类似的研究。本研究使用了在 DOAJ、Research Gate、Science Direct 和 Google Scholar 上找到的 20 篇出版物。研究强调了各种因素对提高数学交流能力的至关重要性,包括协作学习、教师反馈、文化意识、数字工具、语言能力、基于评分标准的评估等。协作学习效果显著,对学生通过同伴辩论阐述和捍卫数学推理的能力产生了积极影响。教师及时的建设性反馈有助于提高学生数学解释的清晰度和准确性。对文化多样性的认可促进了包容性,加强了数学概念的共享,而数字工具的使用则为表达和协作提供了其他途径。强调了语言发展与数学交流能力之间的复杂关系,突出了未来数学教育和交流需要持续发展和全面、包容的战略。
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引用次数: 0
Concrete with Bottom Ash as a Replacement for Fine Aggregate Fails Mechanical Tests at Coal Washeries 以底灰替代细骨料的混凝土在选煤厂力学试验中失败
Pub Date : 2023-09-02 DOI: 10.55524/ijircst.2023.11.5.2
U. Nagarjuna, M. D. V. Prasad
Critical research is focused on the use of a variety of commercial waste products as alternatives to total, such as coal pyrophoric waste, heater slag, fibreglass waste products, elastic waste plastics, work slime pellets, and so on. If waste materials are employed in place of bond mortar and cement in their entirety, the utilisation of waste materials will become more complex. This method of waste material utilisation can address issues with total shortage in various development locations as well as environmental concerns related to total mining and trash transit. Because the totals will effectively manage the characteristics of cement, their characteristics have a phenomenally spectacular significanceSo, before using any waste material as a total in cement, a radical analysis is essential followed by a thorough appraisal. Although several waste products are being investigated as choices for coarse total, this investigation is intended to propose a substitute material returning coal washing, also known as coal washery rejects (CWR), as a unique option for coarse total inside the solid business.
关键的研究集中在利用各种商业废物作为总废物的替代品,如煤热解废物、加热器渣、玻璃纤维废物、弹性废塑料、工作泥颗粒等。如果全部用废料代替粘结砂浆和水泥,废料的利用将变得更加复杂。这种废物利用方法可以解决各种开发地点的总短缺问题以及与总采矿和垃圾运输有关的环境问题。因为总量将有效地管理水泥的特性,它们的特性具有惊人的意义。因此,在使用任何废料作为水泥的总量之前,必须进行彻底的分析,然后进行彻底的评估。虽然目前正在研究几种废物作为粗总料的选择,但本研究旨在提出一种替代材料,即煤洗选废渣(CWR),作为固体业务中粗总料的独特选择。
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引用次数: 0
A Password and Least Significant Bit Substitution Based Steganography Technique for Image Hiding 一种基于密码和最低有效位替换的图像隐写技术
Pub Date : 2023-09-01 DOI: 10.55524/ijircst.2023.11.5.1
Unmesh Mandal, Diotima Nag, Goutam Das, Rimpi Saha
The proposed work introduces an image steganography technique using text-based password that acts as the symmetric key of encryption and decryption. It contains two components, an encoder, and a decoder. An encoder takes a secret image that needs to be hidden inside another cover image. The Combined image is encrypted with an eight characters’ password. The starting position of the cover image from where the secret image starts to hide depends on the password. Then the (Least Significant Bit) LSB Substitution technique is used to hide the entire secret image inside the cover image. The decoder takes the encrypted image and the password to retrieve the secret image back. The proposed work produces an encrypted image by keeping 99% information of the cover image and 100% information of the secret image, thus it provides lossless retrieval of the secret image. The proposed work includes dynamicity of position in steganography that ensures more security of image data over the network than the existing state of art methods.
提出的工作介绍了一种图像隐写技术,使用基于文本的密码作为加密和解密的对称密钥。它包含两个组件,一个编码器和一个解码器。编码器拍摄需要隐藏在另一个封面图像中的秘密图像。组合后的图像使用8个字符的密码进行加密。封面图像的起始位置,秘密图像开始隐藏的位置取决于密码。然后利用(最低有效位)LSB替换技术将整个秘密图像隐藏在封面图像中。解码器获取加密图像和密码以检索秘密图像。该算法通过保留99%的封面图像信息和100%的秘密图像信息来生成加密图像,从而提供了对秘密图像的无损检索。所提出的工作包括隐写术中的位置动态,确保网络上的图像数据比现有的最先进的方法更安全。
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引用次数: 0
Knowledge Representation for Legal Document Summarization 法律文件摘要的知识表示
Pub Date : 2023-07-13 DOI: 10.55524/ijircst.2023.11.4.11
S. Takale
This paper presents a novel approach for legal document summarization. Proposed approach is based on Ripple-Down Rules (RDR). It is an incremental knowledge acquisition method. RDR allows us to quickly build an extendable knowledge base using classification rules. The classification rules are written using a set of features. Summary is generated using the identified rhetorical roles in the document. Experiments demonstrate that the RDR based Legal Document summarization approach outperforms the supervised and unsupervised machine learning models.
提出了一种新的法律文书摘要方法。该方法基于RDR (Ripple-Down Rules)规则。它是一种增量式的知识获取方法。RDR允许我们使用分类规则快速构建可扩展的知识库。分类规则是使用一组特征编写的。摘要使用文档中确定的修辞角色生成。实验表明,基于RDR的法律文件摘要方法优于有监督和无监督机器学习模型。
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引用次数: 0
Study of Optimum Mix Design of Light-Weight Self Compaction Concrete 轻量自密实混凝土配合比优化设计研究
Pub Date : 2023-07-11 DOI: 10.55524/ijircst.2023.11.4.9
Faizan Rasool Dar, Brahamjeet Singh
The tremendous growth in population, globalization and industrialization have led to the development of the construction sectors. The construction sector contributes a majorly to the development of the country based on its infrastructural needs. Also, concrete turns out to be the best and greatest construction building material in the global scenario. Concrete has become a highly sorted-out construction material because it could be cast in-situ and precast satisfying the construction feasibilities. The concrete is bifurcated into special types of concrete for decades. One such special type includes Self-Compacting Concrete (SCC). SCC has gained high priority among other types of special concrete. SCC has got a unique superior property of easy flowing nature. The greatest credit of using SCC is that it is user-friendly because it does not require compaction, consumes less time, and provides a smooth surface and textured finish. It does not require skilled labour. These advantages have scored and drawn the attention of the construction sector. Nowadays, most of the ready-mix plants use SCC to serve their building. The findings from the current investigation are summarized below. The workability of concrete increase with the increase in the variation in the partially replacement of cement with nano silica and Coarse aggregate with the pumice light weight aggregate. The maximum compressive strength of M40 grade for 7 days of all the mixed combinations is found to be 38.88 N/mm2 when coarse aggregate was replaced with 36% by pumice light weight aggregate and binder i.e., cement with 0.8% by nano silica.The maximum compressive strength M40 grade of concrete for 28 days of all the mixed combinations is found to be 54.42 N/mm2 when coarse aggregate was replaced with 36% by pumice light weight aggregate and binder i.e., cement with 1.6% by nano silica. The maximum split tensile strength M40 grade for 7 days of all the mixed combinations is found to be 3.46 N/mm2 when coarse aggregate was replaced with 36% by pumice lightweight aggregate and binder i.e., cement with 0.8% by nano silica. The maximum split tensile strength M40 grade for 28 days of all the mixed combinations is found to be 5.85N/mm2 when coarse aggregate was replaced with 36% by pumice light weight aggregate and binder i.e., cement with 1.2 % by nano silica respectively. The maximum flexural strength M40 grade for 7 days and 28 days of all the mixed combinations is found to be 6.78 N/mm2& 9.24 N/mm2 respectively. when coarse aggregate was replaced with 36% by pumice light weight aggregate and cement with 1.6 % by nano silica respectively. By using of waste materials such as pumice light weight aggregate and nano silica in concrete the structure becomes light weight and economical and environment can be also protected for pollution etc.
人口的急剧增长、全球化和工业化推动了建筑业的发展。根据基础设施的需要,建筑部门对该国的发展作出了重大贡献。此外,在全球范围内,混凝土被证明是最好、最伟大的建筑材料。混凝土既可现浇,又可预制,满足施工要求,已成为一种高度分类的建筑材料。几十年来,混凝土被分为特殊类型的混凝土。其中一种特殊类型包括自密实混凝土(SCC)。在其他类型的特殊混凝土中,SCC得到了高度重视。SCC具有易流动的独特优越性。使用SCC的最大优点是它是用户友好的,因为它不需要压实,消耗更少的时间,并提供光滑的表面和纹理处理。它不需要熟练的劳动力。这些优势已经赢得并吸引了建筑业的注意。如今,大多数预拌植物都使用SCC来为他们的建筑服务。现将目前调查的结果总结如下。随着纳米二氧化硅和粗骨料与浮石轻骨料部分替代水泥的变化量的增加,混凝土的和易性增加。以浮石轻骨料代替粗骨料36%,以纳米二氧化硅为粘结剂(水泥0.8%)代替粗骨料时,M40级7天最大抗压强度为38.88 N/mm2。以浮石轻骨料代替粗骨料36%,以纳米二氧化硅为粘结剂(水泥1.6%)代替粗骨料时,混凝土28天最大抗压强度M40级为54.42 N/mm2。以浮石轻骨料代替粗骨料36%,以纳米二氧化硅为粘结剂(水泥0.8%)代替粗骨料时,7天最大劈裂抗拉强度M40级为3.46 N/mm2。以浮石轻骨料代替粗骨料36%,以纳米二氧化硅为粘结剂(水泥1.2%)代替粗骨料时,所有混合组合28天的最大劈裂抗拉强度M40级为5.85N/mm2。各混合组合7天和28天的最大抗弯强度M40等级分别为6.78 N/mm2和9.24 N/mm2。当粗骨料用浮石轻骨料代替36%,水泥用纳米二氧化硅代替1.6%时。在混凝土中掺入浮石轻骨料、纳米二氧化硅等废旧材料,使结构轻量化、经济、环保、防污染等。
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引用次数: 0
Experimental Study on Properties of Concrete Using Ceramic Waste as Fine Aggregate and Steel Fiber as Coarse Aggregate 陶瓷废料作细骨料、钢纤维作粗骨料混凝土性能试验研究
Pub Date : 2023-07-10 DOI: 10.55524/ijircst.2023.11.4.8
Shahid Syed Beigh, Brahamjeet Singh
Due to the day-to-day innovations and development in the construction field, the use of natural aggregates is increased tremendously and at the same time, the production of solid wastes from the demolitions of constructions is also quite high. Because of these reasons, the reuse of demolished constructional wastes like ceramic tile and granite powder came into the picture to reduce solid waste and to reduce the scarcity of natural aggregates for making concrete. The ceramic tile waste is not only occurring from the demolition of structures but also from the manufacturing unit. The investigation finds out with the partially replacement of fine aggregate with ceramic waste and steel fiber with coarse aggregate in the concrete mix of M30 was made and fresh and hardness tests were examined after 7 and 28 days. The investigation was achieved on cement concrete in which partial replacement of fine aggregate at percentages of 0%, 5%, 10%, 15% and 20% with ceramic waste and steel fiber with coarse aggregate at a percentage of 0%, 10%, 20% and 30% in M30 grade of concrete respectively.
由于建筑领域的日常创新和发展,天然骨料的使用量大大增加,同时,建筑拆除产生的固体废物也相当高。由于这些原因,为了减少固体废物和减少混凝土天然骨料的稀缺性,瓷砖和花岗岩粉等拆除的建筑垃圾的再利用出现了。瓷砖的浪费不仅来自于建筑的拆除,也来自于生产单位。研究发现,用陶瓷废料代替部分细骨料,用粗骨料代替部分钢纤维,配制了M30混凝土配合比,并在7天和28天后进行了新鲜度和硬度测试。在M30级混凝土中,分别以0%、5%、10%、15%和20%的细骨料部分替代陶瓷废料,以0%、10%、20%和30%的粗骨料部分替代钢纤维。
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引用次数: 0
期刊
International Journal of Innovative Research in Computer Science and Technology
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