2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)最新文献_第4页

IncepForest: A Novel Approach for Sign Language Recognition with Transfer and Ensemble Learning 基于迁移和集成学习的手语识别新方法

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201741

Shubhanshi Mittal, Tisha Chawla, PB. Nirali, P. Swarnalatha

{"title":"IncepForest: A Novel Approach for Sign Language Recognition with Transfer and Ensemble Learning","authors":"Shubhanshi Mittal, Tisha Chawla, PB. Nirali, P. Swarnalatha","doi":"10.1109/APSIT58554.2023.10201741","DOIUrl":"https://doi.org/10.1109/APSIT58554.2023.10201741","url":null,"abstract":"Recent advances in the field of the human-computer interface have sparked a surge of interest in hand gesture detection due to its inherent flexibility and user-friendliness. Gesture recognition techniques have proven invaluable in creating systems that facilitate seamless information exchange among impaired individuals or device operations. As ubiquitous computing continues to progress, traditional user interaction methods like keyboards, mice, and pens are proving inadequate, thus necessitating more natural input methods such as direct hand input. In this study, the application of transfer learning methods for hand gesture detection in Indian Sign Language (ISL) and Bengali Sign Language (BSL) is investigated. To this end, several transfer learning techniques including InceptionResNetV2, VGG16, InceptionV3, and EfficientNet were employed on both datasets. Results demonstrate that InceptionResNetV2 outperformed the other transfer learning approaches, achieving an accuracy of 99.72 % for ISL and 91.00% for BSL. To further enhance the prediction accuracy of hand gesture recognition, several hybrid approaches were implemented by integrating InceptionResNetV2 with ensemble learning models like Bagging, Boosting, and Random Forest Algorithms. This study proposes a novel hybrid model, named IncepForest, that combines InceptionResNetV2 with Random Forest and yields the highest accuracy of 96.00% for BSL.","PeriodicalId":170044,"journal":{"name":"2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)","volume":"105 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131896736","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}

引用次数: 0

Multimodal Sarcasm Detection (MSD) in Videos using Deep Learning Models 基于深度学习模型的视频多模态讽刺检测(MSD)

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201731

Ananya Pandey, D. Vishwakarma

引用次数: 0

Supervised and Unsupervised Learning Approaches for Characterizing High and Low Financially Vulnerable Households 有监督和无监督学习方法表征高、低经济脆弱家庭

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201664

Janelle O. Flores, Justin Ivan P. Dayo, Gernel S. Lumacad, Alliah Marie B. Pacana, Chrystal Gem L. Intano, Hannah G. Lagat

{"title":"Supervised and Unsupervised Learning Approaches for Characterizing High and Low Financially Vulnerable Households","authors":"Janelle O. Flores, Justin Ivan P. Dayo, Gernel S. Lumacad, Alliah Marie B. Pacana, Chrystal Gem L. Intano, Hannah G. Lagat","doi":"10.1109/APSIT58554.2023.10201664","DOIUrl":"https://doi.org/10.1109/APSIT58554.2023.10201664","url":null,"abstract":"Financial vulnerability is often described as a household's ability to cope with shocks and recover from them, and their attitude towards undertaking the risks at the household level. The recent financial and economic crisis in the pandemic stressed the deposition of financial conditions in households. We discuss in this study the analysis and identification of potential characteristics of households with higher and lower financial vulnerability scores. A survey is conducted to household heads in a local municipality in the Philippines. The data (N = 199) is first submitted to a Boruta algorithm for feature selection and out of twenty - two (22) input features, only ten (10) features are confirmed to be important in identifying lower or high vulnerability score. Afterwards, a 2 - cluster solution is revealed in the dataset using k - means clustering algorithm. Cluster 1 is formed by less educated household head with lesser household monthly debt and basic living costs, and those who are financially illiterate are more exposed to financial vulnerability. Cluster 2 is formed by household heads with higher educational attainment, high level of indebtedness and basic living costs, and those who are more financially literate and has lower financial vulnerability.","PeriodicalId":170044,"journal":{"name":"2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134495823","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}

引用次数: 0

Design of bald eagle search optimised cascaded PI-FOPID controller for frequency regulation of islanded microgrid system 秃鹰搜索优化级联PI-FOPID孤岛微电网调频控制器设计

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201700

D. Mishra, P. C. Nayak, R. Prusty, B. K. Sahu

引用次数: 0

Design of Grasshopper Optimized FOPID Controller (GO-FOPIDC) for Balancing an Inverted Pendulum (IP) 用于倒立摆平衡的Grasshopper优化FOPID控制器(GO-FOPIDC)设计

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201675

Anuja Nanda, A. Patra, Vijaya Laxmi Patra, Girija Sankar Panigrahi, A. Mishra, Narayan Nahak

引用次数: 0

A review analysis on various approaches for LFC of multi area power system: Robust t2 fuzzy controller 多区域电力系统LFC控制方法综述:鲁棒t2模糊控制器

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201670

S. Routray, S. Choudhury, P. Sahu, Srikanta Mohapatra

{"title":"A review analysis on various approaches for LFC of multi area power system: Robust t2 fuzzy controller","authors":"S. Routray, S. Choudhury, P. Sahu, Srikanta Mohapatra","doi":"10.1109/APSIT58554.2023.10201670","DOIUrl":"https://doi.org/10.1109/APSIT58554.2023.10201670","url":null,"abstract":"Frequently load dynamic is a biggest challenge for the reliable operation of power system. Setting up generation as per the new demand makes nominal frequency in the system and the process is called load frequency control (LFC). The selection of proper controller as well as suitable optimization technique are the key factor and back bone of the LFC attribute. LFC always targets for nominal frequency and scheduled power flow among various power stations under any electrical disasters. This research work is inspired by few novel research articles on LFC and trying to suggest a robust type2 fuzzy control (t2 fuzzy) approach for monitoring grid frequency as per the new demand. Owing to the optimal sizing of the employed controller, a noble technique named discrete water cycle algorithm (d-WCA) is proposed fort this activity. The result section covers a healthy performance comparative analysis of t2 fuzzy controller with various previously employed conventional controller for frequency monitoring of this common power grid. Then the tuning capability the d-WCA techniques has been also compared with different already employed approaches to demand d-WCA superiority. Finally, it is verified that proposed approaches such as t2 fuzzy controller and d-WCA technique are able to show brilliant performance in their respective area of application","PeriodicalId":170044,"journal":{"name":"2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115604736","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}

引用次数: 0

LSTM based Intelligent Load Management in a Stand-Alone Microgrid 基于LSTM的单机微电网智能负荷管理

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201770

Sourav Chakraborty, Bhimavarapu Mouleeka, Susmita Kar

引用次数: 0

A Deep Learning-Based Approach for Students' Involvement Assessment in an E-Learning Platform 基于深度学习的电子学习平台学生参与评估方法

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201682

Totan Bar, Deepika Dutta, Abhishek Kumar, Anjali Tiwari, Satyabrata Maity, Suman Sau

{"title":"A Deep Learning-Based Approach for Students' Involvement Assessment in an E-Learning Platform","authors":"Totan Bar, Deepika Dutta, Abhishek Kumar, Anjali Tiwari, Satyabrata Maity, Suman Sau","doi":"10.1109/APSIT58554.2023.10201682","DOIUrl":"https://doi.org/10.1109/APSIT58554.2023.10201682","url":null,"abstract":"The multi-dimensional facilities of the e-learning-based platform enforces the students to use it, especially after the pandemic situations. Since many teenagers are using the facility, it is obvious to assess the involvement quotient of the students while accessing the e-learning materials. The proposed work automatic students' involvement assessment system (ASIAS) includes a two-stage vision-based technique to measure the involvement of the students. In the first stage, facial expression-based information is extracted from the live camera to compute the involvement quotient in terms of satisfaction, boredom, confusion, looking away, frustration, etc. In the second stage, screen distance detection is estimated to restrict health hazards. A ranking-based procedure is applied in this work on benchmark and collected datasets making the procedure effective. The performance of the ASIAS model is examined using the datasets FER-2013 and Student Engagement. The outcomes and comparison with cutting-edge methods demonstrate the usefulness of the ASIAS.","PeriodicalId":170044,"journal":{"name":"2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114245550","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}

引用次数: 0

Novel Fractional Filter based Control Technique for AC-DC grid Operation 基于分数滤波的交直流电网运行控制新技术

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201671

Buddhadeva Sahoo, S. Samantaray, P. Rout, S. Routray

{"title":"Novel Fractional Filter based Control Technique for AC-DC grid Operation","authors":"Buddhadeva Sahoo, S. Samantaray, P. Rout, S. Routray","doi":"10.1109/APSIT58554.2023.10201671","DOIUrl":"https://doi.org/10.1109/APSIT58554.2023.10201671","url":null,"abstract":"This paper proposes a novel fractional filter-based control technique (NFFCT) to facilitate a combined Ac-Dc grid operation. The combined operation offers lesser component requirements and better synchronization without requiring additional voltage and frequency controllers. To obtain optimum power from solar PV and regulate the duty ratio of the boost converter, the most common perturb and observe-based maximum power point algorithm (PO-MPPA) is used. The change in climatic conditions affects power generation. Therefore, an energy storage (ES) device is connected to the Dc-grid by using a dc-dc converter. The suggested NFFCT not only offers better power management but also regulates the power quality (PQ) during non-linear load applications and demand variation. During the design of NFFCT, the system avoids excess filter requirements and reduces the use of excess transformation, which reduces the system complexity and reduces the computational burden during complex system applications. To evaluate the modeled Ac-Dc-based microgrid operation, the outcomes of the proposed NFFCT -based system are compared with the most common synchronous reference frame (SRF) based system approach and found better results as per the international standards.","PeriodicalId":170044,"journal":{"name":"2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115886446","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}

引用次数: 0

Five Stage Pipelined MIPS Processor Verification Scoreboard Module using UVM 五阶段流水线MIPS处理器验证计分板模块使用UVM

2023 International Conference in Advances in Power, Signal, and Information Technology (APSIT) Pub Date : 2023-06-09 DOI: 10.1109/APSIT58554.2023.10201745

M.S.S.D.Amruth, Bhavaniprasad Kumar, B.Pavan, Ramanendra Swamy, Chowdhury Manish, Venkata Satyanarayana, M.Ramesh

引用次数: 0