Browsing by Author "Reza, Md. Selim"

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Bangla E-Mail Body to Subject Generation Using Sequence to Sequence RNNs
(IEEE, 2023-11-24) Hamim, Md Abrar; Talukder, Moyin; Haque, Afraz Ul; Reza, Md. Selim; Alim, Md. Samiul; Niloy, Asif Iquebal
"In recent years, subject generation has emerged as one of the major challenges for deep learning and natural language processing (NLP). A brief comment on a lengthy email body is condensed in the subject generation. Our goal is to develop a Bengali subject generator that is effective and efficient and can produce a clear and insightful subject from a given Bengali email body. To do this, we have gathered a variety of emails body, including educational, commercial, etc. And will use our model to generate subjects from those texts. Our model uses bi-directional RNNs in the encoding layer along with LSTMs and the decoding layer we used an attention model. Our model generates subjects using a sequence-to-sequence model. While developing this model, we encountered difficulties with text pre-processing, missing word counting, vocabulary counting, identifying unfamiliar words, word embedding, and other tasks. Our primary objectives in this model were to generate a subject and lessen its training loss of it. By crafting a succinct, fluent topic from an email body, we effectively decreased the training loss in our study trial to 0.001"
Disease-Specific Recommendation for Rehabilitation
(Wolters Kluwer Health, Inc., 2023-01-18) Hasana, Ikramul; Reza, Md. Selim; Haidera, Syed S.; Haque, M. Emdadul; Emran, Talha B.
Rehabilitation is defined by the WHO as ‘a set of interventions designed to optimize functioning and reduce disability in indivi- duals with health conditions in interaction with their environ- ment’[1,2] . The health conditions causing disability and compromised functioning can be chronic disease, injuries, trauma, or even aging. The universal health coverage (UHC) target of the sustainable development goals included ‘rehabilita- tion’ as an essential health service [3] . Properly designed rehabili- tation services can improve the quality of life which ultimately will be a very useful tool to achieve sustainable development goal. However, in the low- and middle-income countries like Bangladesh, inequity is present in every aspect of rehabilitation services. A disease-specific rehabilitation service, like rehabilita- tion for the people with Parkinson, is scared here. In fact, reha- bilitation can improve the quality of life of people with Parkinson’s and even might be able to deter the progression of the disease if proper rehabilitation services are given in the early stages of this disease.
Effect of Textile Cylinder on the Production of Distillate in Solar Desalination
(Khulna University of Engineering & Technology (KUET), Khulna, Bangladesh., 2014-01) Reza, Md. Selim; Bari, Prof. Dr. Quazi Hamidul
Bangladesh has become one of the most populated and climate vulnerable countries ill the world. The water scarcity coupled with a significant growth in population and climate vulnerability especially in coastal areas of Bangladesh and POSCS the serious problem of supplying fresh water. But in the world of these areas, water is available in abundance but most of' them are saline that is why there is a shortage of potable water. Considering this issue, numerous technologies have been developed around the world to distillate water in which some of those are used in Bangladesh. The standard techniques, like multi-stage flash (MSF), multi-effect (ME) vapor compression (VC), and reverse osmosis (RO), are only reliable for large capacity ranges from 100 50,000 m3/day, expensive for small amounts of fresh water production and cannot be used in locations where there are limited energy - supplies. Due to the fossil-fuel-based energy consumption, emissions of greenhouse gases - (e.g. CO2. CO and SO2) will always be an issue of environmental concern. Even though, in the coastal and remote areas of Bangladesh like St.Martin, Nijhoom Island which are located far away from the energy grid-lines require a local source of energy to desalinate water from its available sources. In the context of the crisis, solar desalination seems to be the most suitable solution option of salinity problem for the coastal areas of Bangladesh. Solar desalination technique would also have promising application because of its environment friendly nature. Thus, solar desalination has become one of the important non-conventional water resources that play a significant role in solving fresh water scarcity of the global community, especially the coastal areas of Bangladesh. But the main disadvantage of a simple solar desalination is its low production efficiency. The production efficiency depends on the temperature difference between the water surface and the glass covers, water surface area and other atmospheric parameters. In this study, the evaporation surface area of the solar still has been taken into account and sought a way that how it can be increased. In the mean time, got an innovative idea to increase the evaporation surface area and that is outer surface area of a cylinder which seems to he a suitable option. To evaporate water from the outer surface of the cylinder, water must he retained or absorbed along its surface. That's why the textile has been selected and formed into cylindrical shape with the help of an aluminum wire cylindrical frame. The spiral frames have been made by using aluminum wires. The inner cylinder were covered by different types of textile and inserted into a transparent plastic outer cylinder. The whole system has been installed on the roof top of the 3-storey building of Environmental Engineering laboratory For monitoring its production efficiency. The distillate production rate (DPR) and distillate quality parameters, salinity, electric conductivity and pH have been monitored and the durability of the textiles has also been investigated in different salinity. The maximum DPR was Found 11.11 L/m2/day and water quality parameters were below the drinking water standard limit. The durability of the setup was observed 3-4 years and its durability would he increased by proper operation and maintenance. This textile cylinder can he used in the coastal areas of Bangladesh where the people are suffering from salinity problems. It can also be suitable For a few families or small groups in remote areas.
Online Diagnostic Lab Reporting System
(Daffodil International University, 2019-12-07) Reza, Md. Selim; Hossain, Md. Alfitor; Ahammed, Md. Kowshik
Medical treatment is one of the human elemental settled. Govt. is trying to accomplish this right for human. By our proposed project, we have also tried to make system that can accomplish the right of the human. He proposed project is a digital system that provides users on patients an easy way to communicating with booking appointment. In our system patient and admin will have their own account. Our system store the information of patients name and phone number. And also be history of patients appointment. So, in that system admin approve to patients request and will informing the patient when to see a doctor. This system contains list of all program and can be assigned by users concurrently from any where this place. But for users must be registered user. This system is two characters. Client or users sends request, on receiving the request the server processes it and extracts the data from database and sends the result back to the client or users. This system provides separate interface and login for admin. And in this system admin can modify the database. And also admin can provide permissions for all users due to security issues.
Online Diagnostic Lab Reporting System
(Daffodil International University, 23-03-01) Reza, Md. Selim; Hossain, Md. Alfitor; Ahammed, Md. Kowshik
Medical treatment is one of the human elemental settled. Govt. is trying to accomplish this right for human. By our proposed project, we have also tried to make system that can accomplish the right of the human. He proposed project is a digital system that provides users on patients an easy way to communicating with booking appointment. In our system patient and admin will have their own account. Our system store the information of patients name and phone number. And also be history of patients appointment. So, in that system admin approve to patients request and will informing the patient when to see a doctor. This system contains list of all program and can be assigned by users concurrently from any where this place. But for users must be registered user. This system is two characters. Client or users sends request, on receiving the request the server processes it and extracts the data from database and sends the result back to the client or users. This system provides separate interface and login for admin. And in this system admin can modify the database. And also admin can provide permissions for all users due to security issues.
Quiz Portal Online - An Interactive Way of Conducting Quizzes
(Daffodil International University, 23-01-29) Hosen, Md. Nurnobi; Reza, Md. Selim; Niloy, Md. Asif Iquebal
"Quiz Portal Online" has been developed to overcome the problems prevalent in practice manual systems. This software is supported to eliminate and possibly mitigate the problems faced by this existing system. This application is reduced as much as possible to avoid errors while entering the data. It also provides an error message while entering invalid data. No formal knowledge is needed for the user to use this system. Thus, by this all it proves it is user-friendly. Quiz Portal Online, as described above, can lead to an error-free, secure, reliable, and fast management system. It can assist the user to concentrate on their other activities rather than concentrate on record keeping. Thus, it will help organizations in better utilization of resources. Every teacher or academic institution, large or small, has challenges to overcome and manage information about questions, subjects, students, results, and tests. Each online test system has different subject category needs, which is why we design proprietary management systems to fit your administration requirements. These systems will ultimately allow you to better manage your resources. In addition, each student will give a test and earn a coin from the test score. Students will generate money from their coins.