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2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)最新文献

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Development of Cloud Information Platform based on Blockchain Public Service Platform 基于区块链公共服务平台的云信息平台开发
Xiao-yu Li
The proposed study intends to develop a teaching model of "accounting positions + accounting skills + artificial intelligence", follow the teaching mode of "dual-certificate integration, industry-finance integration, situational teaching, and work-study integration", and build a competency-based accounting professional curriculum system. To build a framework for the integration of blockchain technology and Dongguan City, based on the connection and service of the Guangdong-Hong Kong-Macao Greater Bay Area, to discuss the construction of the blockchain public service platform system in Dongguan City, and to analyze the platform’s business needs and overall planning. Discuss the problems existing in the construction of the public service platform for small and medium-sized enterprises in industrial clusters, and analyze the causes of the problems. Starting from the teaching system, practical training cooperation, education funds, assessment system, etc., it proposes a new talent training model oriented by "ability-based".
本研究拟构建“会计岗位+会计技能+人工智能”的教学模式,遵循“双证融合、产融融合、情境化教学、勤工助学融合”的教学模式,构建以胜任力为基础的会计专业课程体系。构建区块链科技与东莞市融合的框架,以粤港澳大湾区对接服务为基础,探讨东莞市区块链公共服务平台体系建设,分析平台业务需求和总体规划。探讨产业集群中小企业公共服务平台建设中存在的问题,并分析问题产生的原因。从教学体系、实训合作、教育经费、考核体系等方面入手,提出了以“能力为本”为导向的人才培养新模式。
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引用次数: 0
Power Flow Analysis of Transient Stability in Microgrids used in Power Stations 电站微电网暂态稳定潮流分析
R. S. Kumar, R. V. Shanmathi, G. Mageswaran, J. Manikandan
With increasing distributed generations in the utility grid, the operation, control and stability of grid becomes challenging. Microgrid can be utilized to improve the transient stability of the grid in reducing the frequency and voltage fluctuations Solar PV and Batteries, which are a part of Microgrid, does not have any kinetic energy like conventional generators thus a controller is required to regulate constant power sharing. Droop control is the main concept where couples frequency with real power and voltage with reactive power and regulate frequency and voltage according to the variation in power with respect to load change without any communication. In conventional droop control, reactive power sharing is not accurate in case of inductive load and so virtual impedance is considered. The battery is used as a source for three-phase bidirectional converter and connected to grid through a switch. Different types of batteries can be connected in parallel to it with different converters. Bidirectional converters are used as it can work as inverter in discharging mode and it can work as rectifier in charging mode. It can work as microgrid and supply power to remote areas as there is no grid available. In the proposed control as battery is the source, battery’s SoC (State of Charge), capacity are taken in account with the conventional droop control in order to achieve accurate power sharing. The outputs of control is given as input to space vector PWM block which converts the voltage and its angle to time and gating pulses are given to the switches in the converter.
随着电网中分布式电源的不断增加,对电网的运行、控制和稳定性提出了挑战。微电网可以提高电网的暂态稳定性,减少频率和电压波动。作为微电网的一部分,太阳能光伏和电池不像传统发电机那样具有动能,因此需要一个控制器来调节恒定的功率共享。下垂控制的主要概念是将频率与实功率耦合,电压与无功功率耦合,根据功率相对于负载的变化来调节频率和电压,而不进行任何通信。在传统的下垂控制中,由于电感负载情况下无功分担不准确,需要考虑虚拟阻抗。该电池作为三相双向变换器的电源,通过开关与电网相连。不同类型的电池可以通过不同的转换器与之并联。采用双向变换器,因为它在放电模式下可以作为逆变器,在充电模式下可以作为整流器。它可以作为微电网,为没有电网的偏远地区供电。在以电池为电源的控制中,考虑电池的SoC (State of Charge)、容量与传统的下垂控制,以实现准确的功率共享。控制输出作为空间矢量PWM模块的输入,该模块将电压及其角度转换为时间,并将门控脉冲传递给变换器中的开关。
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引用次数: 0
Artificial Intelligence based Anxiety Detection in Patients 基于人工智能的患者焦虑检测
L. Koneru, Routhu Ramya Dedeepya, Angadi Lakshmi, G. K. Kumar
Wellbeing and health refer to a condition of complete mental, social and physical prosperity that go beyond the absence of sickness or deficiency. When distanced from genuine prosperity, individuals will generally ignore material and mental concerns and illnesses. Depending on the depth of experiences and accidental complications faced by the individual, these ailments have a wide range of effects. Ideally, it makes it impossible for individuals to live normal, merry lives, and without doubt, and eventually leads to deterioration. It can similarly provoke steady mental degradation, obstacle, control, or self-hurt in specific conditions. This research study intends to design and develop an AI-based profound prosperity assist application with a straightforward UI, which can be used to explore and survey mental prosperity characteristics, for instance, pressure levels, following sensations of uneasiness and required treatment using data assessment procedures. Natural Language Processing (NLP) approaches are being used for serving an arrangement of infections, addictions, and various issues. These NLP ways of managing plan are utilized to train an AI-based application, which consolidates a Chatbot with the relational information index to attract clients dynamically and give them the best, speedy, and convincing responses for their inquiries.
福祉和健康是指一种超越没有疾病或缺陷的精神、社会和身体完全繁荣的状态。当远离真正的繁荣时,个人通常会忽略物质和精神上的担忧和疾病。根据个人经历的深度和意外并发症,这些疾病有广泛的影响。理想情况下,它使个人不可能过正常、快乐的生活,毫无疑问,最终会导致恶化。在特定情况下,它同样会引起持续的智力退化、障碍、控制或自残。本研究拟设计并开发一个基于人工智能的深度繁荣辅助应用程序,具有直观的用户界面,可用于探索和调查心理繁荣特征,例如压力水平,随后的不安感和需要使用数据评估程序进行治疗。自然语言处理(NLP)方法被用于处理感染、成瘾和各种问题。利用这些NLP管理计划的方法来训练基于人工智能的应用程序,该应用程序将Chatbot与关系信息索引结合起来,动态地吸引客户,并为他们的查询提供最佳,快速和令人信服的响应。
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引用次数: 0
AI-based Fuzzy Clustering System for Improving Customer Relationship Management 基于ai的模糊聚类系统改进客户关系管理
K. Krishnareddy, T. Aravinda, K. Nair, Umesh Kumar Patel, Gaukhar Sadvokasova, V. S. Susan
Artificial Intelligence (AI) is a technology that is becoming more and more widely recognized with the addition of technologies such as personal helpers and chatbots. To get the most out of AI, your company needs to understand how to implement it better. Today, AI enhances almost every business segment and Customer Relationship Management (CRM), which is the area that has the most benefit in enhancing a better customer experience. The existing literature does not provide sufficient empirical evidence of how social media technologies affect a company’s distribution chain relationships. Today, Artificial Intelligence empowers almost every business segment and CRM, providing the greatest benefit in enhancing a better customer experience. The main purpose of this study is to show how to successfully implement chatbot in CRM using AI-based Fuzzy Clustering system (AI-FCS), how to integrate chatbot with CRM and how chatbots affect customer relationship management. From forecast lead scoring to service chatbots to customized marketing operations. Chatbots can provide tools to provide a highly productive and better, personalized customer experience to all employees. Chatbots are now easily accessible to everyone in your organization, analyzing data, predicting and planning the next steps, and automating tasks and decisions. Create an optimal control model for Customer Relationship Management using the optimal control theory, depending on the characteristics of customer relationship management. With this model, it can gain effective management insights into Customer Relationship Management for optimal new customer acquisition and existing customer retention strategies.
人工智能(AI)是一项随着个人助手和聊天机器人等技术的加入而越来越被广泛认可的技术。为了最大限度地利用人工智能,你的公司需要了解如何更好地实施它。今天,人工智能几乎增强了每个业务部门和客户关系管理(CRM),这是在增强更好的客户体验方面受益最大的领域。现有文献没有提供足够的经验证据来证明社交媒体技术如何影响公司的分销链关系。今天,人工智能几乎支持了每个业务部门和客户关系管理,为增强更好的客户体验提供了最大的好处。本研究的主要目的是展示如何使用基于人工智能的模糊聚类系统(AI-FCS)在客户关系管理中成功实现聊天机器人,如何将聊天机器人与客户关系管理集成以及聊天机器人如何影响客户关系管理。从预测潜在客户评分到服务聊天机器人再到定制营销操作。聊天机器人可以提供工具,为所有员工提供高效、更好、个性化的客户体验。现在,组织中的每个人都可以轻松访问聊天机器人,分析数据,预测和计划下一步,并自动执行任务和决策。根据客户关系管理的特点,运用最优控制理论建立客户关系管理的最优控制模型。通过该模型,可以获得有效的客户关系管理的管理见解,以优化新客户获取和现有客户保留策略。
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引用次数: 1
Optimization Research and Simulation Technology Under the Background of Multicast Networking Technology 组播网络技术背景下的优化研究与仿真技术
Li Zhujian
The rapid development and multi-field application of virtual reality technology also provide conditions and foundations for the successful application of virtual reality technology in libraries. Among them, the combination of virtual reality technology and the construction of library information resources can give full play to the advantages of virtual reality technology. 4G network, with the advantages of high-speed data transmission, affordable price and diverse application services, is the main reason for 3D virtual reality technology in libraries. The application creates favorable conditions. Combined with the specific service content, the application prospect of virtual reality technology in library service innovation is analyzed, and countermeasures and suggestions are put forward for the problems faced by virtual reality technology in library service application.
虚拟现实技术的快速发展和多领域应用也为虚拟现实技术在图书馆的成功应用提供了条件和基础。其中,将虚拟现实技术与图书馆信息资源建设相结合,可以充分发挥虚拟现实技术的优势。4G网络具有数据传输速度快、价格实惠、应用服务多样等优势,是3D虚拟现实技术在图书馆应用的主要原因。这一应用创造了有利条件。结合具体服务内容,分析了虚拟现实技术在图书馆服务创新中的应用前景,并针对虚拟现实技术在图书馆服务应用中面临的问题提出了对策和建议。
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引用次数: 0
Detecting Pneumonia for COVID 19 Patients using Multi-Image Fusion for CT Images 基于CT图像多图像融合的肺炎诊断
A. R. Deepa, C. Sheela, S. Amutha, S. Joyal
Early in 2020, the global spread of Coronavirus Disease 2019 (COVID-19) triggered an existential health crisis. Automated lung infection diagnosis using Computed Tomography (CT) images has the potential to significantly improve the current healthcare approach to combat COVID-19. But segmenting infected regions from CT slices is difficult due to the wide variety in infection traits and the weak contrast between infected and healthy tissues. Additionally, gathering a lot of data quickly is impractical, which hinders the training of a deep model. This study proposes COVID-SegNet, a convolutional-based deep learning technique for automatically segmenting COVID-19 infection areas and the whole lungs from chest CT images. The suggested deep CNN includes a feature variation (FV) block that adaptively modifies the global properties of the features for segmenting COVID-19 infection. This can improve its capacity to express features in various situations efficiently and adaptively. To deal with the complex shape variations of COVID-19 infection zones, additionally recommend the use of PASPP, a progressive atrous spatial pyramid pooling. After a simple convolution module, PASPP generates the final features using multistage parallel fusion branches. In order to cover a variety of receptive fields, PASPP uses atrous filters with an acceptable dilation rate in each atrous convolutional layer. For the segmentation of COVID-19 and the lungs, the dice similarity coefficients are 0.987 as well as 0.726, respectively. Experiments carried out on data gathered in the scan centre demonstrate that effectively produce good performance.
2020年初,2019冠状病毒病(COVID-19)的全球传播引发了一场生存健康危机。利用计算机断层扫描(CT)图像自动诊断肺部感染有可能显著改善当前抗击COVID-19的医疗保健方法。但由于感染特征的多样性和感染组织与健康组织之间的弱对比,从CT切片中分割感染区域是困难的。此外,快速收集大量数据是不切实际的,这阻碍了深度模型的训练。本研究提出了基于卷积的深度学习技术COVID-SegNet,用于从胸部CT图像中自动分割COVID-19感染区域和全肺。建议的深度CNN包括一个特征变化(FV)块,该块自适应地修改特征的全局属性,用于分割COVID-19感染。这可以提高其在各种情况下高效、自适应地表达特征的能力。为了应对COVID-19感染区复杂的形状变化,建议使用PASPP,一种渐进的空间金字塔池。经过简单的卷积模块后,PASPP使用多级并行融合分支生成最终特征。为了覆盖各种接受野,PASPP在每个亚张力卷积层中使用具有可接受扩张率的亚张力滤波器。对于COVID-19和肺的分割,骰子相似系数分别为0.987和0.726。在扫描中心收集的数据上进行的实验表明,该方法有效地产生了良好的性能。
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引用次数: 2
Correlation Model of Computer-Aided Assessment based on Heat Map Image Segmentation Algorithm 基于热图图像分割算法的计算机辅助评价关联模型
Aiming Shen, H. Yan, Zhuohang Wu, Fei Huang, Wei Zhang, Wenlong Wang, Jiajia Hua
An infrared nondestructive testing method based on genetic algorithm and time series infrared heat map weighted superposition is proposed. The study took 16 types of hole defects in the aluminum plate as the object, collected the time series infrared heat map of the preheating specimen and the cooling process, and obtained the corresponding time series grayscale map. Ninety-four patients with neuropathy and dysphagia were randomly divided into the study group and the control group, each with 47 cases. For example, the control group was treated with drugs. Acupuncture and exercise rehabilitation. The study group was combined with electrical stimulation therapy on the basis of the treatment plan of the control group. A matrix heat map was added to display the data details; interactive methods such as data selection, Sun Map and multi-view linkage of the matrix heat map were used to realize the visual analysis of the correlation level data.
提出了一种基于遗传算法和时间序列红外热图加权叠加的红外无损检测方法。本研究以铝板上16种孔洞缺陷为对象,采集了预热试样和冷却过程的时间序列红外热图,得到了相应的时间序列灰度图。将94例神经病变伴吞咽困难患者随机分为研究组和对照组,各47例。例如,对照组采用药物治疗。针灸和运动康复。研究组在对照组治疗方案的基础上联合电刺激治疗。添加矩阵热图显示数据细节;采用数据选择、太阳图、矩阵热图多视图联动等交互方法,实现相关级数据的可视化分析。
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引用次数: 0
Artificial Intelligence Technology for Python Test Simulation of Oral English Teaching Evaluation 人工智能技术用于Python测试模拟英语口语教学评价
Yanxiao Jiang
Use human-computer interaction technology to create an environment for oral communication, use APP micro-classes and other forms to provide a micro-learning platform, and integrate technologies such as artificial intelligence into English-speaking teaching, which can enhance oral practice. Embed English spoken in non-English Professional college English classroom teaching activities to stimulate the ability of higher vocational students to learn foreign languages independently is the challenge that higher vocational colleges have to face. This paper studies how to improve the application of listening and speaking skills with the aid of multimedia courseware. The porting of speech recognition technology on the Android platform is realized; finally, the spoken English learning system is an APP application software developed on the Android platform based on the libspeech.so speech recognition library.
利用人机交互技术营造口语交流环境,利用APP微课等形式提供微学习平台,将人工智能等技术融入英语教学,增强口语练习。在非英语专业大学英语课堂教学活动中嵌入英语口语,激发高职学生自主学习外语的能力,是高职院校必须面对的挑战。本文研究了如何借助多媒体课件提高听说能力的运用。实现了语音识别技术在Android平台上的移植;最后,英语口语学习系统是基于libspeech在Android平台上开发的一款APP应用软件。语音识别库。
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引用次数: 2
Research on Distributed Internet Terminal Cloud Online Technology 分布式互联网终端云在线技术研究
Yanhua Hu, Xu Banghua
Firstly, through the research of the simulation platform, according to the characteristics of the hybrid structure video grid structure, a hybrid structure video grid node component library is established. With the advent of the era of big data, the ideological and political education in colleges and universities is facing many opportunities and challenges. Based on the application of big data technology, three new concepts of ideological and political education innovation in colleges and universities are proposed: quantitative integration, accurate prediction and individualized concepts and the use of Petri The shared synthesis technique of nets obtains the Petri net model of the whole system. At the same time, the concept of reachable task graph of Petri net corresponding to resource scheduling is given, and some important characteristics of resource scheduling such as throughput, load balance and scheduling time are analyzed by using the reachable task graph.
首先,通过对仿真平台的研究,根据混合结构视频网格结构的特点,建立了混合结构视频网格节点组件库。随着大数据时代的到来,高校思想政治教育面临着诸多机遇和挑战。基于大数据技术的应用,提出了高校思想政治教育创新的三个新概念:定量整合、准确预测和个性化概念以及利用Petri网的共享合成技术,得到了整个系统的Petri网模型。同时,给出了与资源调度相对应的Petri网可达任务图的概念,并利用可达任务图分析了资源调度的吞吐量、负载均衡和调度时间等重要特征。
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引用次数: 0
Design of Immersive Intelligent Translation Software based on Multi-Agent Algorithm 基于多agent算法的沉浸式智能翻译软件设计
Han Wu
Firstly, the multi-agent network is divided into several communities based on the hierarchical clustering algorithm; secondly, a node importance evaluation algorithm is proposed. Chinese sentences are automatically segmented and imported into the database, and finally the construction of a large-scale English-Chinese bilingual parallel corpus is completed. A new combinatorial optimization method, the combinatorial optimization multi-agent evolutionary algorithm, is proposed. This method fixes the agents on the grid, and each agent competes with its neighbors to increase its energy. The bottleneck in the development of machine translation, computer-aided translation and other technologies is expounded, and the ideas for solving the problem are given and an empirical analysis is carried out.
首先,基于分层聚类算法将多智能体网络划分为多个群体;其次,提出了一种节点重要性评估算法。中文句子自动分词并导入数据库,最终完成大规模英汉双语平行语料库的构建。提出了一种新的组合优化方法——组合优化多智能体进化算法。该方法将智能体固定在网格上,每个智能体与其邻居竞争以增加能量。阐述了机器翻译、计算机辅助翻译等技术发展的瓶颈,提出了解决问题的思路,并进行了实证分析。
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引用次数: 0
期刊
2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)
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