T. Rizinde, I. Ngaruye, N. D. Cahill, MLPs, Ann Cnn
{"title":"Machine Learning Algorithms for Predicting Hospital Readmission and Mortality Rates in Patients with Heart Failure","authors":"T. Rizinde, I. Ngaruye, N. D. Cahill, MLPs, Ann Cnn","doi":"10.26437/ajar.v10i1.695","DOIUrl":"https://doi.org/10.26437/ajar.v10i1.695","url":null,"abstract":"Purpose: The potential of predictive analytics in enhancing resource allocation and patient care for Heart failure (HF) outcomes is significant. This review aims to highlight this potential by analyzing existing studies and identifying the main barriers and challenges to applicability in all settings. \u0000Design/ Methodology/ Approach: A comprehensive search of related articles was meticulously conducted across electronic databases, including Google Scholar, Web of Science, and PubMed. Using precise search phrases and keywords, 1,835 scholarly articles published between 1 January 2017 and 14 May 2024 were retrieved. Only 23 articles that met the strict inclusion criteria were considered, ensuring the validity of the findings. A quantitative meta-analysis approach was utilised. \u0000Research Limitation/Implication: This research offers insights into enhancing healthcare outcomes as we analyse the challenges and feasibility of applying ML algorithms to predict heart failure outcomes in low-income settings. \u0000Findings: The challenges include scalability, ethical and legal issues, the choice of appropriate ML model, interpretability, data availability, and healthcare professional mistrust of these ML algorithms. \u0000Practical implications: This study offers practical strategies to bridge the gap between clinical practice and predictive analytics in these regions. These strategies should inspire and motivate healthcare professionals, researchers, and policymakers to consider and implement them. \u0000Social implication: This study provides insights that may improve HF outcomes and healthcare delivery. \u0000Originality/Value: The review identifies current gaps in the research, such as the need for more robust validation studies, the challenge of model interpretability, and the necessity for models that can be easily integrated into clinical workflows.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":" 870","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141823490","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}
S. E. Okosun, A. D. Joshua, A. Daniel, S. A. Olatunji, O. A. Aladelokun, J. O. Eseigbe, B. O. Owolabi, L. Z. Haruna, O. D. Idris, D. S. Zakka, I. M. Onuorah, B. M. Adeowu, A. B. Bada, O. J. David
{"title":"Building Conversion in Cities: An Empirical Analysis of Ijapo Residential Estate Akure, Nigeria","authors":"S. E. Okosun, A. D. Joshua, A. Daniel, S. A. Olatunji, O. A. Aladelokun, J. O. Eseigbe, B. O. Owolabi, L. Z. Haruna, O. D. Idris, D. S. Zakka, I. M. Onuorah, B. M. Adeowu, A. B. Bada, O. J. David","doi":"10.26437/ajar.v10i1.689","DOIUrl":"https://doi.org/10.26437/ajar.v10i1.689","url":null,"abstract":"Purpose: This study assessed city building conversion from the perspective of the Ijapo Residential Estate Akure, Ondo State. The objectives are to identify and examine the factors responsible for residential building conversion, assess the effect of building conversion on the existing planning scheme, and ascertain the level of building plan deviation from the original design. \u0000Design/Methodology/Approach: This article annexed primary and secondary data collection sources using Ijapo residential master plans (pre-2002, 2012, and 2022). From these, 717 residential buildings were identified using Auto-cad and SPSS. The 717 buildings were multiplied by 5hpb (household per building), which amounts to 3585 households within the study area. Ten percent of the total buildings were selected randomly for the research. Field data were analysed using descriptive methods. \u0000Findings: This is a 47.0% reduction in the identified approved land use for residential, 65.0% increase in commercial usage, a 55.0% increase in recreational use, 40.0% increase in institutional use of the building, 62.0% newly introduced mixed-use, as a result of 58.2% of the residents agreed that the reason for building conversion in Ijapo was for profit-making, while 40.0% of the respondent only adhered to the approved plan. \u0000Research Limitation/Implication: This research focused on building conversion in cities with a major concern on Ijapo Residential Estate Akure, Nigeria. \u0000Practical Implication: This paper has potential baseline implications for understanding strategic planning and urban/environmental sustainability of Planning Scheme adherence in Nigerian cities and other developing countries. \u0000Social Implications: This study will assist development policymakers, developers, and land owners in addressing the diverse effects of building conversion on present and future generations. \u0000Originality/Value: This study is based on a creative planning concept for curbing the menace of building conversion, as well as the design and implementation of a master plan by the planning authority. ","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":" 17","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141677640","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":"Promoting Rural Entrepreneurship in Tanzania Through Empowering Voluntary Financial Saving Groups","authors":"A. Majenga, J. Namabira, E. Justine","doi":"10.26437/ajar.v10i1.688","DOIUrl":"https://doi.org/10.26437/ajar.v10i1.688","url":null,"abstract":"Purpose: This study investigated the promotion of rural entrepreneurship in Tanzania through empowering Voluntary Financial Saving Groups (VFSGs). Specifically, the study examined practices adopted by VFSGs and challenges confronting such VFSGs. \u0000Design/Methodology/Approach: A cross-sectional study using qualitative and quantitative approaches was carried out using a sample of 262 members of VFSGs that was selected using proportionate stratified sampling from different strata. The study was conducted in the Iringa region, whereas the Iringa and Kilolo districts were purposefully selected. Questionnaires, in-depth interviews, and focus group discussions were employed as data collection methods. Qualitative data analysis was carried out using content analysis. Descriptive statistics were adopted for quantitative data analysis, whereas mean scores were performed, followed by ranking. \u0000Research Limitation: This study was limited to one geographical region, Iringa, with only two districts, Iringa and Kilolo. The limitation was attributed to limited time and financial resources to cover a wider scope. \u0000Findings: Major findings of the study regarding practices adopted by VFSGs included inadequate training on enterprise development and management for members of VFSGs and inadequate seriousness to punish loan defaulters. Further, major findings about challenges facing VFSGs were the small amount of loans provided to members, inadequate business training to members, late loan repayment, the high dropout rate of members, unfavourable entrepreneurial cultures among members, conflict emerging among members and poor attendance in a meeting among members of VFSGs. \u0000Practical implications: The study concludes that skills gaps and loan defaulters in VFSGs are practices that are less adopted. This calls for intervention through entrepreneurship and business training and further longitudinal studies to establish behavioural change over time after intervention. \u0000Social Implication: Policies should mandate the provision of business training to VFSGs before they receive loans from money lenders. They should also focus on reducing mobile money transactional charges to fuel technology usage among VFSGs. \u0000Originality: The empirical data gathered from various regions in rural Tanzania adds valuable, real-world evidence to the discourse on VFSGs and rural entrepreneurship. This data-driven approach strengthens the credibility and relevance of the study's conclusions and recommendations.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"10 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141684283","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":"Inclement Entrepreneurial Gaps in Community Wildlife Management Business Model: A Case of Mbarang’andu and Tunduru Wmas in Southern Tanzania","authors":"R. Mashenene, F. Mawi","doi":"10.26437/ajar.v10i1.687","DOIUrl":"https://doi.org/10.26437/ajar.v10i1.687","url":null,"abstract":"Purpose: This study examined entrepreneurial gaps in Mbarang’andu and Tunduru Wildlife Management Areas (WMAs) since their establishment during the 5 years of business plan operations and implications thereafter. \u0000Design/Methodology/Approach: The population of this study was five WMAs that formed the cases for the study, and for the case of WMA leaders, the population was 40 leaders. The sample size for the WMAs selected as the cases for the study were two (2), Tunduru and Mbarang’andu purposefully selected. Further, the sample size for WMA leaders was 20 (50% of the population) purposefully selected. Descriptive analysis was used to summarise demographic and revenue data, and a Pearson Chi-square test was performed on the demographic data. A paired samples T-test was used to compare the required business start-up and available funds to reveal the equity gap in the two WMAs and compare the level of implementation of planned business activities in the two WMAs. \u0000Research Limitation: The research was limited to two WMAs and a small sample size since the client determined its size, given that this paper emanated from the consultancy project. \u0000Findings: Findings indicate that both WMAs have a high potential for carbon trading, photographic tourism, beekeeping, fish farming, and heritage tourism. The difference in the required funding and available funds for various expenditures in business start-ups was found to be statistically significant in both WMAs. The difference in the level of implementation of planned business activities was also found to be statistically significant in the two WMAs. \u0000Practical implications: To bridge the entrepreneurial gaps in the WMAs, proactive fundraising, diversification of income-generating activities, including carbon trading, human resource capacity building, and appropriate marketing of tourism and nature-based products are needed. \u0000Social Implications: The results of this research will form the basis for bridging entrepreneurial gaps in the WMAs, hence fueling optimal exploitation of entrepreneurial opportunities in wildlife that benefit the community at large in return. \u0000Originality: This paper is original; only some extracts were used in the conference proceedings for the University of Dodoma (UDOM) 2019. Its novelty is inclined to expose entrepreneurial gaps and the framework for bridging such gaps in wildlife businesses.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"39 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141687761","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 Visually Impaired Students Face in Acquiring Fashion Skills: A Case Study among Visually Impaired Training Institutions in Ghana","authors":"J. Ogoe, E. K. Howard, N. Appiah","doi":"10.26437/ajar.v9i2.582","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.582","url":null,"abstract":"Purpose: This study explored the challenges visually impaired (VI) students face concerning fashion skill acquisition. \u0000Design/Methodology/Approach: The research design was based on qualitative. The combination of purposive and snowball sampling techniques was chosen to ensure a diverse participant pool, capturing a range of perspectives on what visually impaired students face concerning fashion skill acquisition. Thematic analysis was employed to uncover patterns and themes, contributing to a rich understanding of the subject matter. \u0000Findings: The findings revealed that the visually impaired are challenged by barriers to enrolment in fashion programmes, the cost-intensive nature of training, lack of sight, lack of skilled teachers and perceptions about Students with Visual Impairments (SVI) in Fashion. The study initiates further stakeholder discussions regarding designing a simplified inclusive curriculum to accommodate individuals with visually impaired and interested in enrolling on fashion courses. \u0000The Research Limitation: Purposive and snowball sampling techniques may introduce selection bias, as participants are recruited based on specific criteria and through referrals. This may result in a sample that is more inclined to share similar perspectives, potentially overlooking the diversity of experiences within the visually impaired student community. \u0000Practical Implication: Implementation of these practical measures can contribute to breaking down barriers and ensuring equal access to opportunities in the field of fashion for all students, regardless of visual ability. \u0000Social Implication: Inclusive fashion education for the visually impaired has the potential of developing such individuals socially and economically thereby relieving the government of potential financial burden and reducing the social exclusion that the visually impaired experience. \u0000Originality/ value: The novelty of studying visually impaired students regarding fashion skill acquisition lies in its potential to uncover unique challenges, innovative solutions, and opportunities for inclusivity in education and vocational training.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"62 s286","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138965290","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}
J. E. Yankah, K. O. Adjei, S. O. Bonney, S. Kotey, C. K. Tieru
{"title":"Appraisal of Mobile Apps for Communication and Collaboration among Construction Project Teams","authors":"J. E. Yankah, K. O. Adjei, S. O. Bonney, S. Kotey, C. K. Tieru","doi":"10.26437/ajar.v9i2.580","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.580","url":null,"abstract":"Purpose: The construction industry faces communication and collaboration challenges, leading to delays, errors, and increased costs. This study investigates the impact and effectiveness of mobile apps in enhancing internal and external communication and collaboration in the construction industry. \u0000Design/Methodology/Approach: The research design consisted of five phases: familiarisation with the study topic, literature search for construction apps, selection of apps, assessment and categorisation of apps, and validation of app functionality. The selection of apps was based on their versatility, capability to perform multiple tasks, market popularity, relevance to communication and collaboration, readability, and range of functions. Empirical study articles were used to validate and assess the functionalities claimed by the app developers. \u0000Findings: Out of the 65 mobile apps evaluated, only 12 met the exclusion criteria for assessing the practicality of their functions through empirical evidence. Mobile apps like Slack, Microsoft Teams, SmartBidNet, and Basecamp have the potential to significantly enhance communication, collaboration, and decision-making processes in the construction industry. \u0000The Research Limitation: The study identified and evaluated only 12 mobile apps out of 65, based on the exclusion criteria established to evaluate the practicality of the applications' functions through empirical evidence. This limited sample size may not fully represent the range of mobile apps available for communication and collaboration in the construction industry. \u0000Practical Implication: The mobile apps to be used by project team members have the potential to replace traditional methods, particularly for geographically dispersed teams, leading to improved project efficiency and accuracy. \u0000Social Implication: Mobile apps facilitate real-time communication with local communities, allowing construction projects to address concerns and involve community members in the decision-making process. \u0000Originality/value: The study contributes to the existing body of knowledge by providing insights into the availability, accessibility, and competencies of mobile apps in improving internal and external communication and collaboration within the construction industry.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"36 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138967843","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":"Examination of Guests’ Choice For Star-Rated Hotels in Ghana","authors":"N. A. Sarkodie, C. Gyeduah, P. Kyei, C. Gyimah","doi":"10.26437/ajar.v9i2.565","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.565","url":null,"abstract":"Purpose: This study was conducted to investigate the factors that impact guests’ choice of star-rated hotels in Ghana.
 Design/Methodology/Approach: A survey and questionnaire were used to collect data from 100 guests from 10 selected star-rated hotels. The guests were selected using a convenience sampling technique. The data collected were analyzed using descriptive and inferential statistics.
 Findings: The survey found that the primary factors influencing customers' decisions on star-rated hotels include cleanliness, external presentation, pricing value, security and safety, expected service quality, comfortable amenities, and facility amenities. The study also found that guests’ demographic profiles influenced the choice of a star-rated hotel.
 Research Implications/Limitations: The study focused on 1-5-star rated hotels in Accra, Kumasi, and Sunyani.
 Practical Implications: It is anticipated that the knowledge emanating from the study will guide hotel proprietors to have an overview of the required needs of guests. The study recommends that hotel owners should focus more on cleanliness, external appearance, price value, security, and safety to attract and retain guests.
 Social implication: This study would help researchers understand the societal dynamics and cultural nuances that shape guests' preferences and perceptions in the context of the hospitality industry in Ghana.
 Originality/Value: Prior studies have mostly concentrated on the more general factors that affect guests' hotel choices, and relatively little is known about how guests pick hotels based on their star ratings. This study proposed a conceptual framework that adapted multi-lingual staff, disability friendliness and demographic traits, and inferential statistics such as factor analysis and regression to ascertain the extent of the impact on guests’ choice of star-rated hotels which is missing in the literature review.
","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"138 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135326199","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":"Prediction of Petrol and Diesel Prices in Dar Es Salaam using ARIMA models","authors":"P. C. Ntare","doi":"10.26437/ajar.v9i2.562","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.562","url":null,"abstract":"Purpose: The study aims to address the importance of predicting fuel prices due to their impact on the economy and welfare of people in Dar es Salaam city and regions in Tanzania.
 Design/Methodology/Approach: This study follows the quantitative research design by utilizing secondary data. The sample data consists of monthly petrol and diesel prices in Dar es Salaam from January 2015 to May 2023. The ARIMA model was employed to analyze the time series data with model identification, estimation, and verification steps performed using statistical techniques such as the ADF test, ACF, PACF, and AIC.
 Findings: The findings indicated that the ARIMA (0,1,1) model was the best-fitted model for forecasting both petrol and diesel prices in Dar es Salaam. The forecasted values for the next six months show that models demonstrated good performance in predicting petrol and diesel prices.
 Research Limitation/Implication: Some of the potential limitations of this study include the reliance on secondary data, the assumptions of stationarity and linearity in the ARIMA model, and the sensitivity of the forecast to future data. Also, the study focuses specifically on Dar es Salaam which may limit the generalizability of the findings in other regions.
 Social Implications: This study has significant social implications for residents of Dar es Salaam, offering insights for household budgeting, transportation planning, and predicting fuel price changes. It also informs social programs and subsidies, contributing to equitable and sustainable community development.
 Practical Implications: The study has practical implications for the stakeholders in the fuel industry, policymakers, and consumers in Dar es Salaam. The accurate prediction of petrol and diesel prices can assist consumers in making informed decisions regarding pricing, budgeting, and fuel consumption which helps to reduce the risk of fuel loss and optimize their fuel-related choices.
 Originality/Value: The novelty of this study is analyzing historical fuel price data in Dar es Salaam using ARIMA models. Through this approach, we identify trends, seasonality, and cyclical patterns unique to the region. This knowledge adds to the existing understanding of fuel price determinants in the local context.
","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"3 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135928532","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}
H. F. Kimario, E. Ernest, D. K. Festo, A. M. Nicodemus, S. Shilemba
{"title":"Green Procurement Nexus Performance of Manufacturing Firms: Empirical Reflections","authors":"H. F. Kimario, E. Ernest, D. K. Festo, A. M. Nicodemus, S. Shilemba","doi":"10.26437/ajar.v9i2.561","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.561","url":null,"abstract":"Purpose: This literature-based study assessed green procurement practices as a strategic tool for protecting the environment in favour of the performance of manufacturing firms.
 Design/Methodology/Approach: A systematic qualitative scrutiny aided by nomothetic content analysis from the published papers centred on green procurement as a global strategic approach to protecting the environment was employed.
 Findings: Green procurement practices are documented as useful for the performance of firms. Moreover, little has been pronounced on relevant practices in Tanzania. Manufacturing firms are charged for environmental compliance and hence call for a related conceptual study.
 Research Limitation/Implication: The study limited itself to the literature alone out of no cause-effect relationship testing of green procurement practices against performance hence calling for the quantitative study guided by hypothesis testing. 
 Practical Implications: The practical implications of the green procurement nexus on the performance of manufacturing firms are significant and can influence various aspects of a company's operations, sustainability efforts, and overall success.
 Social Implications: The study contributes to the Environmental Social Governance (ESG) agenda by highlighting the green procurement practices to be taken on board for the social wellbeing of the delivery of materials to manufacturing firms in consistency with the governance mechanisms.
 Originality/Value: Suggestion: The novelty of the study on the green procurement nexus and manufacturing firm performance lies in its empirical, multidimensional, and forward-looking approach to understanding how sustainable procurement practices can impact various facets of a manufacturing firm's operations and long-term sustainability. It contributes to the growing body of knowledge on the intersection of sustainability and business performance.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135928379","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}
M. K. Akpakpavi, S. M. Sackey, M. K. Asante-Afrifa
{"title":"Optimisation of Process Parameters on Tensile Strength of 3D Printed Polylactic Acid (PLA) Parts: ASTM D638 Type – IV","authors":"M. K. Akpakpavi, S. M. Sackey, M. K. Asante-Afrifa","doi":"10.26437/ajar.v9i2.564","DOIUrl":"https://doi.org/10.26437/ajar.v9i2.564","url":null,"abstract":"Purpose: The purpose of this study is to optimize the influence of 3D printing processing parameters on the ultimate tensile strength of 3D printed Polylactic Acid (PLA) parts. The objective is to develop predictive models to help predict and attain optimised mechanical strength integrity of 3D printed parts.
 Design/Methodology/Approach: In the present study, 3D printed PLA samples were modelled and fabricated using carefully selected processing parameters-processing speed, processing temperature and nozzle diameter. Tensile tests were performed by ASTM D638 standard. Two characteristics response optimisation models based on Taguchi Technique and multi-linear regression models were developed to optimise the process parameters and the ultimate tensile strength of the 3D printed samples.
 Findings: Results of this study reveal that ultimate tensile strength is significantly affected by the Nozzle diameter. The ultimate tensile strength of the 3D-printed PLA sample was found to be significantly higher than the strength of the original PLA filament printed.
 Research Implications/Limitations: In this study, only three critical 3D printing processing parameters including, processing speed; processing temperature and nozzle diameter were implemented concurrently.
 Practical implication: The optimisation of process parameters for enhancing the tensile strength of 3D-printed PLA parts holds significant practical consequences, including cost savings, improved performance, sustainability, and innovation. The aforementioned consequences render PLA a more feasible and appealing material option for a diverse array of applications and industries.
 Social implication: Optimisation of PLA printing can promote community engagement by allowing individuals to bring their creative ideas to life, fostering a sense of community and innovation.
 Originality / Value: The unique aspect of this research resides in its particular emphasis on PLA, the utilization of empirical and data-based techniques to optimise process parameters, and its potential to enhance the real-world implementation of 3D printing with PLA across diverse industries.","PeriodicalId":481645,"journal":{"name":"African Journal of Applied Research","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135929125","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}