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An Enhanced Hybrid Model Based on CNN and BiLSTM for Identifying Individuals via Handwriting Analysis

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Computer Modeling in Engineering & Sciences 2024年第8期140卷 1689-1710页

作者： md.Abdur Rahim Fahmid Al Farid Abu Saleh Musa Miah Arpa Kar Puza md.Nur Alam md.Najmul Hossain Sarina Mansor Hezerul Abdul karim Department of Computer Science and Engineering Pabna University of Science and TechnologyPabna6600Bangladesh Faculty of Engineering Multimedia UniversityCyberjaya63100Malaysia Department of Computer Science and Engineering Bangladesh Army University of Science and TechnologySaidpur5311Bangladesh Department of Mathematics Pabna University of Science and TechnologyPabna6600Bangladesh Department of Electrical Electronic and Communication EngineeringPabnaUniversity of Science and TechnologyPabna6600Bangladesh Department of Electrical and Communication Engineering Pabna University of Science and TechnologyPabna6600Bangladesh

Handwriting is a unique and significant human feature that distinguishes them from one *** are many researchers have endeavored to develop writing recognition systems utilizing specific signatures or symbols for person identification through ***,such systems are susceptible to forgery,posing security *** response to these challenges,we propose an innovative hybrid technique for individual identification based on independent handwriting,eliminating the reliance on specific signatures or *** response to these challenges,we propose an innovative hybrid technique for individual identification based on independent handwriting,eliminating the reliance on specific signatures or *** innovative method is intricately designed,encompassing five distinct phases:data collection,preprocessing,feature extraction,significant feature selection,and *** key advancement lies in the creation of a novel dataset specifically tailored for Bengali handwriting(BHW),setting the foundation for our comprehensive ***-preprocessing,we embarked on an exhaustive feature extraction process,encompassing integration with kinematic,statistical,spatial,and composite *** meticulous amalgamation resulted in a robust set of 91 *** enhance the efficiency of our system,we employed an analysis of variance(ANOVA)F test and mutual information scores approach,meticulously selecting the most pertinent *** the identification phase,we harnessed the power of cutting-edge deep learning models,notably the Convolutional Neural Network(CNN)and Bidirectional Long Short-Term Memory(BiLSTM).These models underwent rigorous training and testing to accurately discern individuals based on their handwriting ***,our methodology introduces a groundbreaking hybrid model that synergizes CNN and BiLSTM,capitalizing on fine motor features for enhanced individual ***,our experimental results unde

关键词： Bengali handwriting(BHW) person identification convolutional neural network(CNN) BiLSTM

Heat and Mass Transfer on Non-Newtonian Peristaltic Flow in a Channel in Presence of Magnetic Field: Analytical and Numerical Analysis

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Applied Mathematics 2024年第8期15卷 568-583页

作者： md. Maruf Hasan md. Enamul karim md. Abdus Samad Department of Mathematics Comilla University Comilla Bangladesh Department of Applied Mathematics University of Dhaka Dhaka Bangladesh

A study has been arranged to investigate the flow of non-Newtonian fluid in a vertical asymmetrical channel using peristalsis. The porous medium allows the electrically conductive fluid to flow in the channel, while a uniform magnetic field is applied perpendicular to the flow direction. The analysis takes into account the combined influence of heat and mass transfer, including the effects of Soret and Dufour. The flow’s non-Newtonian behavior is characterized using a Casson rheological model. The fluid flow equations are examined within a wave frame of reference that has a wave velocity. The analytic solution is examined using long wavelengths and a small Reynolds number assumption. The stream function, temperature, concentration and heat transfer coefficient expressions are derived. The bvp4c function from MATLAB has been used to numerically solve the transformed equations. The flow characteristics have been analyzed using graphs to demonstrate the impacts of different parameters.

关键词： Stream Function Mass Transfer Vertical Channel Casson Fluid

Risk Factors Categorizations of Ischemic Heart Disease in South-Western Bangladesh

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Data Intelligence 2024年第3期6卷 834-868页

作者： M.Raihan Sami Azam Laboni Akter md.Mehedi Hassan Ryana Quadir Asif karim Saikat Mondal Arun More Department of Computer Science and Engineering North Western UniversityKhulna 9100Bangladesh Faculty of Science and Technology Charles Darwin UniversityNT 0909Australia Departmentof Biomedical Engineering Khulna University of Engineering&TechnologyKhulnaBangladeh Computer Science and Engineering Discipline Khulna UniversityKhulna 9208Bangladesh Department of Computer Science and Engineering Daffodil International University(DIU)Bangladesh Department of Cardiology Ter Institute of Rural Health and ResearchMurud-413510India

Ischemic heart disease(IHD)is one of the leading causes of death ***,different geographic regions show different variations of the risk factors of this disease based on the different lifestyles of *** study examines the current IHD condition in southern Bangladesh,a Southeast Asian middle-income *** main approach to this research is an Al-based proposal of a reduced set of the greatest impact clinical traits that may cause *** approach attempts to reduce IHD morbidity and mortality by early detection of risk factors using the reduced set of clinical ***,diagnostic,and symptomatic features were considered for analysing this clinical *** pre-processing utilizes several machine learning techniques to select significant features and make meaningful interpretations.A proposed voting mechanism ranked the selected 138 features by their impact *** this regard,diverse patterns in correlations with variables,including age,sex,career,family history,obesity,etc.,were calculated and explained in terms of voting *** the 138 risk factors,three labels were categorized:high-risk,medium-risk,and low-risk features;19 features were regarded as high,25 were medium,and 94 were considered low impactful *** research's technological methodology and practical goals provide an innovative and resilient framework for addressing IHD,especially in less developed cities and townships of Bangladesh,where the general population's socioeconomic conditions are often *** data collection,pre-processing,and use of this study's complete and comprehensive IHD patient dataset is another innovative *** believe that other relevant research initiatives will benefit from this work.

关键词： Ischemic heart disease Machine learning CVD Data categorization Medical data

Cumulative Air Quality Impacts from Twenty-Two Major Power Plants

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Journal of Environmental Science and Engineering(A) 2024年第1期13卷 1-14页

作者： md M.karim Navin Bindra Arub Masud Environment Health and Safety DepartmentGEEC Ltd.108 Earlsbridge Blvd.BramptonOntarioL7A 3W7Canada Department of Health Science University of WaterlooWaterlooOntarioN2L 3G1Canada

Cumulative assessment is a tool for the project developer to try and take into consideration not only their contribution to cumulative impacts but also other projects and external factors that may place their developments at *** study assessed the cumulative impacts of air emissions from 22 major power plants in southeast Bangladesh planned to generate 21,550 MW of *** also includes anticipated growth in small to medium size industries,brickfields,highway traffic,inland water transport,transhippers,jetty,and vessel transports used for transporting fuel resources for these power plants.A 50 km by 50 km airshed is considered for air quality *** analysis indicates that predicted MGLCs(Maximum Ground Level Concentrations)of NO2 and CO are complying with both Bangladesh NAAQS(National Ambient Air Quality Standards)and WBG(World Bank Group)*** daily average MGLC of PM_(2.5)(62.45µg/m^(3))from all sources complies with NAAQS,however,exceeds the WBG *** PM_(2.5) concentration(15.45µg/m^(3))exceeds NAAQS and WBG *** PM10 concentration complies with the NAAQS for both 24-hour and annual averaging *** average concentration(23.12µg/m^(3))exceeds WBG *** average SO2 concentration(102.49µg/m^(3))complies with the NAAQS however,it exceeds the WBG guideline *** concentrations of PM_(2.5) and SO2 are due to the contribution of transboundary emissions and secondary pollutants in the *** dispersion modeling outcome can be used by the policymakers for the pollution reduction strategy.

关键词： CIA(Cumulative Impact Assessment) dispersion modeling power generation Bangladesh.

Coccinia grandis:Phytochemistry,pharmacology and health benefits

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Clinical Traditional Medicine and Pharmacology 2024年第3期5卷 125-143页

作者： mdSabbir Hossain Ishrat Jahan Mumtasin Islam Jannatun Nayeem Tahseen Sharika Anzum Nusyba Aktar Afrin Farjana karim Mim md.Kamrul Hasan Department of Biochemistry and Molecular Biology Tejgaon CollegeNational UniversityGazipur 1700Bangladesh Department of Public Health North South UniversityDhaka 1229Bangladesh

Background:Coccinia grandis(L.)Voigt,commonly known as Ivy gourd,is a plant of the Cucurbitaceae family that has been used in traditional medicinal systems for *** most common traditional use is managing diabetes mellitus which has been scientifically proven along with other pharmacological ***:This review aims to thoroughly explore the scientific evidence of various pharmacological activities of *** and its therapeutic ***:A thorough search of the literature was carried out to identify relevant research on *** the combination of the plants’scientific names,different keywords,such as“Coccinia grandis”“Coccinia indica”“tra-ditional medicine”“ethnobotany”“ethnomedicine”“phytochemistry”“bioactive compounds”“pharmacology”“health benefit”“side effect”“toxicity”and“clinical trial”,have been used for search using Boolean *** articles were strictly screened to maintain inclusion *** hundred and sixty-nine papers were eventually chosen for this review after a thorough examination of the retrieved articles that matched the inclusion and exclusion ***:*** was found to have a number of compounds that are biologically active and exhibit anti-diabetic,anti-dyslipidemic,anti-obesity,anti-oxidant,anti-inflammation,anti-cancer,analgesic,anti-oxidant,antinocicep-tive,antipyretic,anthelmintic,analgesic,spasmolytic,wound-healing,anti-ulcerogenic,anti-convulsant,hepato-protective and immunomodulatory activities without obvious side *** produced from the plant and different extracts of the plant show excellent anti-microbial ***:The scientific evidence encourages exploring more in-depth experimental studies regarding the phar-macological activities to develop *** as a novel therapeutic agent.

关键词： C.grandis Ivy gourd Cucurbitaceae Pharmacological activities Anti-diabetic Nanoparticles

Autophagy as a targeted therapeutic approach for skin cancer:Evaluating natural and synthetic molecular interventions

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Cancer Pathogenesis and Therapy 2024年第4期2卷 231-245页

作者： md.Liakot Ali Amdad Hossain Roky S.M.Asadul karim Azad Abdul Halim Shaikat Jannatul Naima Meem Emtiajul Hoque Abu Mohammed Fuad Ahasan Mohammed Murshedul Islam md.Saifur Rahaman Arif md.Saqline Mostaq md.Zihad Mahmud Mohammad Nurul Amin mdAshiq Mahmud Department of Pharmacy University of ChittagongChattogram 4331Bangladesh Pratyasha Health Biomedical Research Center Dhaka 1230Bangladesh Department of Pharmacy International Islamic University ChittagongChattogram 4318Bangladesh Department of Pharmacy Daffodil International UniversityDhaka 1216Bangladesh Department of Pharmacy BGC Trust University BangladeshChattogram 4381Bangladesh School of Basic Pharmaceutical and Toxicological Sciences College of PharmacyUniversity of Louisiana at MonroeMonroeLA 71209-0497USA Pioneer Dental College and Hospital Dhaka 1229Bangladesh

Skin cancer,a prevalent malignancy worldwide,poses significant health concerns owing to its increasing ***,a natural cellular process,is a pivotal event in skin cancer and has advantageous and detrimental *** duality has prompted extensive investigations into medical interventions targeting autophagy modulation for their substantial therapeutic *** systematic review aimed to investigate the relationship between skin cancer and autophagy and the contribution and mechanism of autophagy modulators in skin *** outlined the effectiveness and safety of targeting autophagy as a promising therapeutic strategy for the treatment of skin *** comprehensive review identified a diverse array of autophagy modulators with promising potential for the treatment of skin *** of these compounds demonstrates efficacy through distinct physiological mechanisms that have been elucidated in ***,findings from a literature search indicated that none of the natural,synthetic,or semisynthetic compounds exhibited notable adverse effects in either human or animal ***,this review offers novel mechanistic and therapeutic perspectives on the targeted modulation of autophagy in skin cancer.

关键词： Autophagy Skin cancer Autophagy inducers Autophagy inhibitors Nature-derived compounds Synthetic compounds

Self-centring segmental retaining walls—A new construction system for retaining walls

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Frontiers of Structural and Civil Engineering 2021年第4期15卷 980-1000页

作者： Mehdi JAVADI Reza HASSANLI md Mizanur RAHMAN md Rajibul karim UniSA STEM University of South AustraliaMawson Lakes5095Australia

This paper reports on an experimental study on a new self-centring retaining wall *** post-tensioned segmental retaining walls(PSRWs)were experimentally *** of the walls was constructed using seven T-shaped concrete segments with a dry *** walls were tested under incrementally increasing cyclic lateral *** effect of the wall height,levels of post-tensioning(PT)force,and bonded versus unbonded condition of PT reinforcement on the structural behavior of the PSRWs was *** results showed that such PSRWs are structurally adequate for water retaining *** to the results,increasing the wall height decreases initial strength but increases the deformation capacity of the *** larger deformation capacity and ductility of PSRW make it a suitable structural system for fluctuating loads or deformation,e.g.,*** was also found that increasing the PT force increases the wall’s stiffness;however,reduces its *** residual drift and the extent of damage of the unbonded PSRWs were significantly smaller than those of the bonded *** suggest that this newly developed self-centring retaining wall can be a suitable structural system to retain lateral *** to its unique deformation capacity and self-centring behavior,it can potentially be used for seawall application.

关键词： retaining wall segmental precast concrete unbonded post-tensioning water retaining wall seawall

Behaviour of self-centring shear walls——A state of the art review

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Frontiers of Structural and Civil Engineering 2023年第1期17卷 53-77页

作者： Mehdi JAVADI Reza HASSANLI md Mizanur RAHMAN md Rajibul karim UniSA STEM University of South AustraliaAdelaide 5095Australia

The application of unbonded post-tensioning (PT) in structural walls has led to the development of advanced self-centring (rocking) shear wall systems that has significant advantages, including accelerated construction due to the incorporation of prefabricated elements and segmental construction for different materials (e.g., concrete, masonry, and timber), reduced residual drifts, and little damage upon extreme seismic and wind loads. Concrete, masonry, and timber are often used for the construction of unbonded PT structural wall systems. Despite extensive research since the 1980s, there are no well-established design guidelines available on the shear wall configuration with the required energy dissipation system, joint’s locations and acceptance criteria for shear sliding, confinement, seismic performance factors, PT loss, PT force range and residual drifts of shear walls subjected to lateral loads. In this research a comprehensive state-of-the-art literature review was performed on self-centring shear wall system. An extensive study was carried out to collect a database of 100 concrete, masonry, and self-centring shear wall tests from the literature. The established database was then used to review shear walls’ configurations, material, and components to benchmark requirements applicable for design purposes. The behaviour of concrete, masonry and timber shear walls were compared and critically analysed. The general behaviour, force-displacement performance of the walls, ductility, and seismic response factors, were critically reviewed and analysed for different self-centring wall systems to understand the effect of different parameters including configurations of the walls, material used for construction of the wall (concrete, masonry, timber) and axial stress ratio. The outcome of this research can be used to better understand the behaviour of self-centring wall system in order to develop design guidelines for such walls.

关键词： self-centring shear walls rocking walls energy dissipation seismic performance factors PT loss residual drift

A modified gas flow model in the near wellbore region below dew point pressure

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Petroleum 2021年第3期7卷 294-302页

作者： Abed Inan Chowdhury md Mostafijul karim Department of Petroleum and Mining Engineering Chittagong University of Engineering&TechnologyChittagongBangladesh

When pressure in gas reservoirs fall below the dew point,condensate banking occurs around the wellbore which alters the fluid flow *** state of the knowledge on this flow behavior is yet not fully-developed;which leads to severe problems in *** this study,the Al-Hussainy,Ramey,and Crawford Solution Technique has been modified to accurately resemble the real gas flow behavior for this ***,a primary investigation was conducted to observe the severity of the problem in three condensate banked *** this study involved Constant Composition Expansion tests for determining the dew point,Prode Properties software for modeling the reservoir fluid properties,Flowing Material Balance(or Dynamic P/Z Material Balance)for identifying the pressure distribution of the selected *** real field data along with the determined(analytical,computational,and experimental)data were incorporated to check the validity of the *** modification proposes a Dimensionless Correction Factor(CD)for any condensate banked reservoir and identifies parameters such as the Perforation Factor(Pf)and Heterogeneity Factor(n).It is found that the Modified Al-Hussainy,Ramey,and Crawford Solution Technique successfully models the actual flow characteristics of the stated condition.

关键词： Condensate banking Effective permeability Gas flow modeling Model fitting