Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9986501
S. Suresh, T. Rajesh kumar, M. Nagalakshmi, J. Bennilo Fernandes, S. Kavitha
Data mining applications have become outdated and outmoded in recent years. The use of incremental processing to refresh mining results is a promising method. It makes use of previously saved states to save time and energy on re-computation. In this research, we offer a novel increment processing addition to the Map Reduce, the most extensively used methodology for mining the big data by using the Naive Bayes, the J48, and the Random Forest algorithms. Map reduction is a programming model for simultaneous processing and generation of massive amounts of data. We examine Map Reduce employing Naive Bayes, J48, and Random Forest algorithms with a variety of processing features for efficient mining that also saves energy. The Naive Bayes algorithm generates more energy and fewer maps. Priority-based scheduling is a task that allocates schedules based on the jobs’ requirements and utilization. As a result of decreasing the maps, the system’s workload is reduced, and energy efficiency is improved. The experimental comparison of the several algorithm techniques (Naive Bayes, J48, and Random Forest) have applied in this article and found that the Random forest is performed better than remaining two algorithms i.e. 92%.
{"title":"Hadoop Map Reduce Techniques: Simplified Data Processing on Large Clusters with Data Mining","authors":"S. Suresh, T. Rajesh kumar, M. Nagalakshmi, J. Bennilo Fernandes, S. Kavitha","doi":"10.1109/I-SMAC55078.2022.9986501","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9986501","url":null,"abstract":"Data mining applications have become outdated and outmoded in recent years. The use of incremental processing to refresh mining results is a promising method. It makes use of previously saved states to save time and energy on re-computation. In this research, we offer a novel increment processing addition to the Map Reduce, the most extensively used methodology for mining the big data by using the Naive Bayes, the J48, and the Random Forest algorithms. Map reduction is a programming model for simultaneous processing and generation of massive amounts of data. We examine Map Reduce employing Naive Bayes, J48, and Random Forest algorithms with a variety of processing features for efficient mining that also saves energy. The Naive Bayes algorithm generates more energy and fewer maps. Priority-based scheduling is a task that allocates schedules based on the jobs’ requirements and utilization. As a result of decreasing the maps, the system’s workload is reduced, and energy efficiency is improved. The experimental comparison of the several algorithm techniques (Naive Bayes, J48, and Random Forest) have applied in this article and found that the Random forest is performed better than remaining two algorithms i.e. 92%.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127365401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987250
Hadiba Saud, Sameena Naaz, Anam Saiyeda
IoT is crucial for smart city applications to improve. The typical waste management method starts with garbage generated by municipal residents and deposited in garbage cans at the source. Outdoor containers are not kept up with by municipalities or trash management businesses, production it incredible to know when they need to be cleaned or when they are jam-packed. The author presents a smart city based IoT-allowed solid waste management system in this paper. Its goal is to break beyond the limits of existing waste management techniques. PBLMU and HBLMU end sensor nodes are used to pathway trash bins in residential zones and public area, respectively, in the proposed design. Using an intuitive Graphical User Interface, the garbage collection authority can view and also analyse the unfilled status of every waste bin (GUI). Multiple dustbins can be found throughout the city, university, or home in this paper. These garbage cans are equipped with a sensor that allows them to track their level and weight. Every rubbish bin in the city will be equipped with PBLMU and HBLMU, making it easy to determine which bin is full. The gadget will broadcast the reading along with the Lora WAN Gateway when the bin’s level and weight approach the threshold limit. Harmless chemicals are put to the smell sensor, which is used to detect the rotting smell, in order to avoid the decaying scent around the bin.
{"title":"A Smell Sensor based Improved Waste Management System for Green and Smart Cities","authors":"Hadiba Saud, Sameena Naaz, Anam Saiyeda","doi":"10.1109/I-SMAC55078.2022.9987250","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987250","url":null,"abstract":"IoT is crucial for smart city applications to improve. The typical waste management method starts with garbage generated by municipal residents and deposited in garbage cans at the source. Outdoor containers are not kept up with by municipalities or trash management businesses, production it incredible to know when they need to be cleaned or when they are jam-packed. The author presents a smart city based IoT-allowed solid waste management system in this paper. Its goal is to break beyond the limits of existing waste management techniques. PBLMU and HBLMU end sensor nodes are used to pathway trash bins in residential zones and public area, respectively, in the proposed design. Using an intuitive Graphical User Interface, the garbage collection authority can view and also analyse the unfilled status of every waste bin (GUI). Multiple dustbins can be found throughout the city, university, or home in this paper. These garbage cans are equipped with a sensor that allows them to track their level and weight. Every rubbish bin in the city will be equipped with PBLMU and HBLMU, making it easy to determine which bin is full. The gadget will broadcast the reading along with the Lora WAN Gateway when the bin’s level and weight approach the threshold limit. Harmless chemicals are put to the smell sensor, which is used to detect the rotting smell, in order to avoid the decaying scent around the bin.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126921993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987338
Cuiyu Qu
A transmission system control scheme based on HDMI protocol, FPGA control and Ethernet transmission is designed, and the video data of 1360 × 768@60Hz is used as the display data source. By analyzing three popular bus schemes, such as database-based, component-based and Agent-based, the company has designed a new type of HDMI dedicated data cable – HDMI data transmission with optoelectronic composite cable. This paper will focus on the structural design and material selection of the optoelectronic composite cable for HDMI data transmission, and compare the task-based and message-based bus modes under the concurrent system, and determine the message-based soft bus mode. (Chord)’s application service location strategy, which solves the search problem under the irregular distribution of services in large-scale distributed networks
{"title":"Realization of the Network Distributed Platform AWS System in the Transmission Structure Assistance Technology","authors":"Cuiyu Qu","doi":"10.1109/I-SMAC55078.2022.9987338","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987338","url":null,"abstract":"A transmission system control scheme based on HDMI protocol, FPGA control and Ethernet transmission is designed, and the video data of 1360 × 768@60Hz is used as the display data source. By analyzing three popular bus schemes, such as database-based, component-based and Agent-based, the company has designed a new type of HDMI dedicated data cable – HDMI data transmission with optoelectronic composite cable. This paper will focus on the structural design and material selection of the optoelectronic composite cable for HDMI data transmission, and compare the task-based and message-based bus modes under the concurrent system, and determine the message-based soft bus mode. (Chord)’s application service location strategy, which solves the search problem under the irregular distribution of services in large-scale distributed networks","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126206579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987357
Ying Xu
The development of modern information technology has brought a great impact on traditional music teaching, and it is constantly promoting the change of music teaching methods in colleges and universities in our country. Then, a piano music classification method based on convolutional neural network is proposed. The spectrum of each classified piano music is used as the input image of the convolutional neural network for training, and the classification of piano music is indirectly realized through image recognition. The method is based on the three-dimensional Splatting algorithm. On the basis of other dimensions, it can be expanded dimension by dimension, which can more intuitively display the distribution law of multi-dimensional features. This paper adopts the MVC-based architecture and combines the characteristics of Java development to construct the function, overall architecture and system database of the system.
{"title":"Java Implementation of Signal Recognition Algorithm Oriented Intelligent Platform","authors":"Ying Xu","doi":"10.1109/I-SMAC55078.2022.9987357","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987357","url":null,"abstract":"The development of modern information technology has brought a great impact on traditional music teaching, and it is constantly promoting the change of music teaching methods in colleges and universities in our country. Then, a piano music classification method based on convolutional neural network is proposed. The spectrum of each classified piano music is used as the input image of the convolutional neural network for training, and the classification of piano music is indirectly realized through image recognition. The method is based on the three-dimensional Splatting algorithm. On the basis of other dimensions, it can be expanded dimension by dimension, which can more intuitively display the distribution law of multi-dimensional features. This paper adopts the MVC-based architecture and combines the characteristics of Java development to construct the function, overall architecture and system database of the system.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"106 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122027549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/i-smac55078.2022.9987267
{"title":"I-SMAC 2022 Cover Page","authors":"","doi":"10.1109/i-smac55078.2022.9987267","DOIUrl":"https://doi.org/10.1109/i-smac55078.2022.9987267","url":null,"abstract":"","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125077860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987248
Yunkun Chen
This paper firstly studies the intelligent application of matrix eigenvalues and eigenvalue methods based on tensor analysis. Then, starting from the concept of eigenvalues and eigenvectors and the eigenvalue decomposition theorem, through intuitive geometric demonstration, eigenvalue deployment and high-dimensional data Two specific examples of dimensionality reduction, combined with MATLAB software to clarify the geometric intuition and practical application of eigenvalues and eigenvectors, in order for students to have a deep understanding of eigenvalues and eigenvectors from multiple perspectives.
{"title":"Research on Intelligent Application of Matrix Eigenvalue Method in Tensor Analysis","authors":"Yunkun Chen","doi":"10.1109/I-SMAC55078.2022.9987248","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987248","url":null,"abstract":"This paper firstly studies the intelligent application of matrix eigenvalues and eigenvalue methods based on tensor analysis. Then, starting from the concept of eigenvalues and eigenvectors and the eigenvalue decomposition theorem, through intuitive geometric demonstration, eigenvalue deployment and high-dimensional data Two specific examples of dimensionality reduction, combined with MATLAB software to clarify the geometric intuition and practical application of eigenvalues and eigenvectors, in order for students to have a deep understanding of eigenvalues and eigenvectors from multiple perspectives.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123622709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987271
Ling Jin
The pattern recognition and computer-assisted translation teaching under the school-enterprise cooperation mode is centered on computer-assisted translation technology, and the implementation of networked interactive translation teaching will help translation students improve translation quality and efficiency, become familiar with the construction of smart undergraduates, and form project management Ideas, including the choice of CAT software, the combined application of CAT and corpus technology in translation teaching, the setting of CAT technology modules, etc., in order to promote the application and development of CAT technology in undergraduate translation training.
{"title":"Pattern Recognition Assisted Translation Training System","authors":"Ling Jin","doi":"10.1109/I-SMAC55078.2022.9987271","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987271","url":null,"abstract":"The pattern recognition and computer-assisted translation teaching under the school-enterprise cooperation mode is centered on computer-assisted translation technology, and the implementation of networked interactive translation teaching will help translation students improve translation quality and efficiency, become familiar with the construction of smart undergraduates, and form project management Ideas, including the choice of CAT software, the combined application of CAT and corpus technology in translation teaching, the setting of CAT technology modules, etc., in order to promote the application and development of CAT technology in undergraduate translation training.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121665995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987376
Y. Selvaraj, A. Devi, U. Arul, B. R. Prasad, S. Kavitha
Several real-world applications of Wireless sensor networks (WSNs) would necessitate a possible distribution of numerous sensor nodes. However, Quality of Service based route formation is a necessary component to evade the network traffic. Thus, the network throughput Performance is a significant factor to adjust to different application. This approach introduced a Developing WSN throughput by using Signal to Noise Ratio and validation component (DTVC) in WSN. The significant aim of this approach to improve the link quality intermediate nodes to participate in the routing path. Here, the Signal to Noise Ratio (SNR) measurement is utilized to decide the throughput to discover the best route selection. The Forecasted Transmission Count (FTC) parameter can assist to choose a better route between sender to receiver. This routing parameter can used to reduce the count of transmitter nodes and minimizes the complexity. Finally, the data packets send through the highest link quality node. Simulation outcomes show that the DTVC method increases the network throughput, and minimizes the delay in the WSN.
{"title":"Developing WSN Throughput by using Signal to Noise Ratio and Validation Component","authors":"Y. Selvaraj, A. Devi, U. Arul, B. R. Prasad, S. Kavitha","doi":"10.1109/I-SMAC55078.2022.9987376","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987376","url":null,"abstract":"Several real-world applications of Wireless sensor networks (WSNs) would necessitate a possible distribution of numerous sensor nodes. However, Quality of Service based route formation is a necessary component to evade the network traffic. Thus, the network throughput Performance is a significant factor to adjust to different application. This approach introduced a Developing WSN throughput by using Signal to Noise Ratio and validation component (DTVC) in WSN. The significant aim of this approach to improve the link quality intermediate nodes to participate in the routing path. Here, the Signal to Noise Ratio (SNR) measurement is utilized to decide the throughput to discover the best route selection. The Forecasted Transmission Count (FTC) parameter can assist to choose a better route between sender to receiver. This routing parameter can used to reduce the count of transmitter nodes and minimizes the complexity. Finally, the data packets send through the highest link quality node. Simulation outcomes show that the DTVC method increases the network throughput, and minimizes the delay in the WSN.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121567698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987260
Lingling Deng, Liming Chen
Based on full reference to the existing theoretical research and empirical analysis methods at home and abroad, this paper uses the random coefficient model and computer-aided modeling based on the relevant panel data of different provinces in China. Under the Granger causality test, the financial There is a two-way causal relationship between development and economic growth in the short, medium, long and full cycles; under the cross-spectrum analysis, financial development lags behind economic growth in the short and long cycles, and slightly leads economic growth in the medium and full cycles Interpretation of the relationship between inflation, finance and economic growth through the use of three-dimensional analysis methods, empirically test the impact and role of the financial development on economic growth from multiple aspects and layers, and explore the two iteraction rules, influence paths, and function provision among other aspects.
{"title":"Computer-Aided Modeling and Empirical Analysis in Big Data Environment","authors":"Lingling Deng, Liming Chen","doi":"10.1109/I-SMAC55078.2022.9987260","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987260","url":null,"abstract":"Based on full reference to the existing theoretical research and empirical analysis methods at home and abroad, this paper uses the random coefficient model and computer-aided modeling based on the relevant panel data of different provinces in China. Under the Granger causality test, the financial There is a two-way causal relationship between development and economic growth in the short, medium, long and full cycles; under the cross-spectrum analysis, financial development lags behind economic growth in the short and long cycles, and slightly leads economic growth in the medium and full cycles Interpretation of the relationship between inflation, finance and economic growth through the use of three-dimensional analysis methods, empirically test the impact and role of the financial development on economic growth from multiple aspects and layers, and explore the two iteraction rules, influence paths, and function provision among other aspects.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122124165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-11-10DOI: 10.1109/I-SMAC55078.2022.9987349
Shubin Wang
Based on OpenGL and augmented reality, this paper studies the construction of Internet game development environment, and proposes an algorithm based on quadtree to solve the problem of the number of triangles in OpenGL largescale terrain rendering. And using sky sphere technology, sunglasses lens halo technology and bulletin board technology, etc., under the premise of ensuring the rendering speed, it effectively improves the visual reality of the scene. This article discusses the settings of the augmented reality technology for the server data structure in detail, and proposes to use the navigation speculation method to solve the long message processing delay, effectively solve the load balance, and increase the security of data communication by 6.5%.
{"title":"Construction of Internet Game Development Environment based on OpenGL and Augmented Reality","authors":"Shubin Wang","doi":"10.1109/I-SMAC55078.2022.9987349","DOIUrl":"https://doi.org/10.1109/I-SMAC55078.2022.9987349","url":null,"abstract":"Based on OpenGL and augmented reality, this paper studies the construction of Internet game development environment, and proposes an algorithm based on quadtree to solve the problem of the number of triangles in OpenGL largescale terrain rendering. And using sky sphere technology, sunglasses lens halo technology and bulletin board technology, etc., under the premise of ensuring the rendering speed, it effectively improves the visual reality of the scene. This article discusses the settings of the augmented reality technology for the server data structure in detail, and proposes to use the navigation speculation method to solve the long message processing delay, effectively solve the load balance, and increase the security of data communication by 6.5%.","PeriodicalId":306129,"journal":{"name":"2022 Sixth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123319485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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