{"title":"A Hybrid Approach for Automatic Extractive Summarization","authors":"Md. Siam Ansary","doi":"10.1109/ICICT4SD50815.2021.9396855","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396855","url":null,"abstract":"In recent times, there have been many works in automatic text summarization as it has become a very intriguing topic of natural language processing. A summary should be concise, delivering all the important facts of a document. State-of-the-art extractive text summarizers use sentence ranking in various ways to extract significant summary sentences. In this paper, a hybrid approach has been introduced for single document extractive summarization. A combination of approaches such as sentence-ranking based on key-phrases and sentiment analysis has been proposed. Moreover, the work combines another approach that picks summary sentences based on their interconnection with other sentences in the text for getting a better result. Through empirical experiments, the proposed approach has been found to generate better summaries than similar existing systems.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"239 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125765687","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}
{"title":"Image Segmentation Based on Fuzzy C Means Clustering Algorithm and Morphological Reconstruction","authors":"T. Rahman, Md. Saiful Islam","doi":"10.1109/ICICT4SD50815.2021.9396873","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396873","url":null,"abstract":"The purpose of segmentation is to depict an original picture in something easier to interpret. Generally, in image processing watershed algorithm is used essentially for segmentation purposes which is fast and simple method and requires low computation time. But, it has disadvantages causing excessive segmentation and this method is sensitive of falsifying edges. The fuzzy c means (FCM) technique is extremely successful when segmenting images. Fuzzy c means clustering's biggest advantage is the high identification rate and the lower false location rate. Nevertheless, the fuzzy c means algorithm is noise-sensitive. To overcome these problems, an improved image segmentation algorithm based on morphological reconstruction and fuzzy c means algorithm is presented in order to improve the performance of the segmentation. Firstly, principle component analysis method is applied to reduce number of variables in data by extracting important one from large pool. Secondly, morphological reconstruction operation is introduced which guarantees the immunity to noise. Thirdly, fuzzy c means algorithm is applied. Finally, digital images are segmented by using this proposed method. Segmented findings indicate that better segmentation efficiency than watershed algorithm and fuzzy c means algorithm were obtained with proposed approach.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"110 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128165811","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}
{"title":"Challenges of Radiation from Telecommunication Installations in Bangladesh","authors":"Md Mahfuzul Karim Majumder, K. A. Taher","doi":"10.1109/ICICT4SD50815.2021.9396880","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396880","url":null,"abstract":"This paper addresses the issue of electromagnetnetic radiation (EMR) from telecommunication installations in Bangladesh. Standard measurement techniques and equipment are used to measure EMR at randomly selected places throughout the country. The results show that the average EMR level is well below the reference level set by International Commission on Non-Ionizing Radiation Protection (ICNIRP). Specially, green- field and hospital areas show much lower value compared to other areas. Roof-top measurements in residential areas show comparatively higher values. Protective and regulatory policies are suggested to avoid possible adverse effect of EMR from telecommunication installations. It argues for the implement ICNIRP 2020 guidelines for protection against EMR adverse effect. This study shows that there is no rationale in restricting or removing BTS installations which are placed under an optimum and efficient network coverage.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"174 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132373065","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}
{"title":"Design and Implementation of a Synchronous Generator with Rotor Angle Stability Control for Damping Interarea Oscillations of Interconnected Power Systems via PSS","authors":"Md. Lutfur Rahman, Md Abu Hena Shatil","doi":"10.1109/ICICT4SD50815.2021.9396810","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396810","url":null,"abstract":"The main aim of this paper is to regulate the rotor angle of the synchronous generator and solve the inter-area mode of oscillation in a power system using a power system stabilizer. That is a major concern. The inter-area modes are basically an interaction between the mechanical parts of the generating plans through the electrical part of the system. So, the transmittance of the electrical power of the areas has a significant influence generally on the damping. Inter-area oscillations are innate to power systems. This type of oscillation is characterized by a group of generators in one area of the system oscillating against another group located in another area. In this paper power system stabilizer (PSS) is used to damp the inter-area mode of oscillation in the power system. In this system simulation model is set up into MATLAB/SIMULINK software.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"98 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130626131","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}
Tafhim Bin Nasir, Md. Abdul Mukit Lalin, Kabir Niaz, Md. Razaul Karim
{"title":"Design and Implementation of EEG Based Home Appliance Control System","authors":"Tafhim Bin Nasir, Md. Abdul Mukit Lalin, Kabir Niaz, Md. Razaul Karim","doi":"10.1109/ICICT4SD50815.2021.9396982","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396982","url":null,"abstract":"This paper represents the design and implementation of the Home Appliance control system using the Human brain wave. Brain-computer interfacing (BCI) technology is followed for developing the system. Neurosky Mindwave Mobile 2 headset is used for collecting the desired brain data. This headset collects brain data and sends the data wirelessly to the main PCB circuit board using a Bluetooth module. The headset gives the output of attention level and number of eye blink based on EEG waves. According to the attention level and eye blinks, the system controlled Light, Fan, TV, Buzzer. This system has two controlling modes with four different attention levels. In the first mode, the system can control light, fan, television, and buzzer. In this mode, the user can only power on or Power off these Appliances. Whereas in the second mode, the system can control television volume and channel. This system is mainly designed to help Physically Challenged People who can not move their body parts and are incompetent in speaking. Simplicity in design architecture and cost-effectiveness makes this system very much applicable in real-life usage.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134226950","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}
Md. Mostafizur Rahman, Kowser Mahmud Tanim, Sumiya Akter Nisher
{"title":"Coordinates Determination of Submerged Mobile Sensors for Non-parallel State using Cayley-Menger Determinant","authors":"Md. Mostafizur Rahman, Kowser Mahmud Tanim, Sumiya Akter Nisher","doi":"10.1109/ICICT4SD50815.2021.9396837","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396837","url":null,"abstract":"In this paper the problem of localizing submerged sensors is observed and introduces a new method to ordain the coordinates of those sensors which are situated in underwater and they are mobile and only one beacon node is considered for the system. Collecting data of appropriate coordinate of the sensors in underwater wireless sensor networks (UWSN) is essential because the root contains confined value except the knowledge of real data. There is used trilateration technique to detect the submerged sensors and beacon is considered in six different positions. In this proposed model three sensors have been used. To find out the coordinates of the sensor nodes Cayley-Menger determinant is used for the proposed model. Here three mobile sensors and one beacon node that made six different volume tetrahedron shapes by making it in same volume through projection to apply Cayley-Menger determinant. Through enumerating of coordinates of sensors nodes, simulation results make out the proposed mathematical models with minimal errors.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133707001","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}
{"title":"Generating Hydroelectricity using Recycled Water","authors":"Umama Farah, Sadia Yasmin","doi":"10.1109/ICICT4SD50815.2021.9397032","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9397032","url":null,"abstract":"Renewable energy, such as solar, is one of the main reasons for changing the scope of the electricity sector. However, their availability depends on the climate so they cannot be a constant source of producing electricity. Considering all these aspects, water is considered a steady source for generating power. The main motive of the system, proposed in this paper, is to generate hydroelectricity by utilizing wastewater through the recycling process. Different chambers are provided with exclusive features to make the recycling process for getting reliable and sustainable energy. One motorized pump has been incorporated to maintain the constant water flow during the recycling process and this DC motor has been powered by the solar panel accordingly giving energy based on the utilization of sunlight. By utilizing this prototype device, a succeeding amount of electricity can be generated as an output with continuous recycling of water. Approximately, 119.3 mA of electricity and 12.69 volts DC controlled output can be measured after the proper implementation of the project. Therefore, 1.51 watts of power is possible to generate by utilizing this prototype device. Furthermore, one of the main utilizations of this project is to install it in the mosques where ablution water will be used as a flow of source as this water is not too much contaminated. Thus it can be a possible source for generating hydroelectricity.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"13 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126045413","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}
N. Zahan, Md. Zahid Hasan, M. A. Malek, Sanjida Sultana Reya
{"title":"A Deep Learning-Based Approach for Edible, Inedible and Poisonous Mushroom Classification","authors":"N. Zahan, Md. Zahid Hasan, M. A. Malek, Sanjida Sultana Reya","doi":"10.1109/ICICT4SD50815.2021.9396845","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396845","url":null,"abstract":"Mushroom is one of the fungi types' food that has the most powerful nutrients on the plant. Nevertheless, the identification of edible, inedible and poisonous mushrooms among its existing species is a must due to its high demand for peoples' everyday meal and major advantage on medical science. For this purpose, deep learning approaches like InceptionV3, VGG16 and Resnet50 has been applied to identify the mushrooms based on their category on 8190 mushrooms images where the ratio of training and testing data was 8:2. Contrast limited adaptive histogram equalization (CLAHE) method has been used along with InceptionV3 to obtain the highest test accuracy. A comparison has been evaluated between contrast-enhanced and without contrast-enhanced method. Finally, InceptionV3 has achieved 88.40% accuracy which is the highest among the rest implemented algorithms.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"82 7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131138482","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}
{"title":"Privacy Preserving Serial Publication of Trajectory Data","authors":"Md. Muktar Hossain, A. S. Sattar, Farah Wahida","doi":"10.1109/ICICT4SD50815.2021.9396989","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396989","url":null,"abstract":"Sharing trajectory data with researchers or any organization is very challenging due to individual privacy risk. Specially it becomes more challenging when trajectory data have to share serially after a specific interval. All the existing methods are not applicable for serial publication. Methods for serial publication is required because of dynamic behaviour of trajectory data. In a serial publication of trajectory data, two types of privacy guards must be provided. Firstly, privacy guards is to be used in each release. Secondly, there must be a privacy guard between two releases, so that individual trajectory is not identified. To fulfill these two objectives, we propose a model that consists of space shifting and spatiotemporal points clustering. In our model, two types of clustering approaches have been used. Each cluster meets the concept of k-anonymity that prevent record linkage attack in each release. After applying different clustering algorithm in each release, experimental result shows that our propose approach is able to mitigate intersection attack.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133494703","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}
{"title":"An Anti-Pattern Detection Technique Using Machine Learning to Improve Code Quality","authors":"Nazneen Akhter, Shanto Rahman, K. A. Taher","doi":"10.1109/ICICT4SD50815.2021.9396937","DOIUrl":"https://doi.org/10.1109/ICICT4SD50815.2021.9396937","url":null,"abstract":"Poor software design and coding tend the software programs to be buggy at a massive rate. To enhance the code quality this paper proposes an automatic anti-pattern detection technique, which identifies anti-patterns from source code using Machine Learning (ML) classifiers. Here, four anti-patterns are considered such as Blob, Feature Decomposition (FD), Swiss Army Knife (SAK) and Spaghetti Code (SC) from three open-source Java projects namely ArgoUML, Azureus and Xerces. To improve the accuracy, a data pre-processing technique namely SMOTE is adopted. To locate these anti-patterns, four ML classifiers have been used which are Support Vector Machine (SVM), Naive Bayes (NB), Random Forest (RF) and Decision Tree (DT). The proposed technique shows a better performance in terms of three evaluation metrics such as precision, recall, f-measure. SVM with SMOTE performs better in terms of precision and recall that are respectively 96.42% and 96.18%.","PeriodicalId":239251,"journal":{"name":"2021 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD)","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114700847","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}