Development of Artificial Intelligence Algorithm for the Analysis and Prediction of Car Accidents on the Roads of Peru
Development of Artificial Intelligence Algorithm for the Analysis and Prediction of Car Accidents on the Roads of Peru |
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© 2023 by IJETT Journal | ||
Volume-71 Issue-2 |
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Year of Publication : 2023 | ||
Author : Enrique Lee Huamaní, Alicia Alva Mantari, Ricardo Leon-Ayala, Brian Meneses-Claudio |
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DOI : 10.14445/22315381/IJETT-V71I2P207 |
How to Cite?
Enrique Lee Huamaní, Alicia Alva Mantari, Ricardo Leon-Ayala, Brian Meneses-Claudio, "Development of Artificial Intelligence Algorithm for the Analysis and Prediction of Car Accidents on the Roads of Peru," International Journal of Engineering Trends and Technology, vol. 71, no. 2, pp. 52-60, 2023. Crossref, https://doi.org/10.14445/22315381/IJETT-V71I2P207
Abstract
In recent years in Peru, there has been an increase in car accidents that have occurred on the roads. Where these
figures are worrying because year after year, the curve of accidents and deaths skyrockets without having sought a definitive
solution; only in these last 5 years the accident curve has increased to a thousand accidents per year where a definitive solution
has not been seen, causing these accidents to cause fear in the Peruvian and foreign populations who want to get to know this
beautiful country and its cultural diversity. Therefore, in this research, it has been proposed to develop an artificial intelligence
algorithm to be able to analyze and predict car accidents throughout Peru, with the final result that these final results can serve
as strategies for the development of emerging technologies to be able to counteract these accidents. Automobile, the final data
of this investigation is to be able to specify where these accidents are occurring most through a set of collected and cleaned data
to be able to provide much more precise analysis and apply a decision tree model to be able to identify where there is a
probability that they occur these accidents again. This research is intended to contribute to the scientific community.
Keywords
Prototype, Alarm, Scrum, IoT, Car accidents.
References
[1] Peru Ombudsman. [Online]. Available: https://www.defensoria.gob.pe/defensoria-del-pueblo-mas-de-14-000-personas-fallecieron-enaccidentes-de-transito-en-ultimos-cinco-anos/
[2] National Institute of Statistics and Informatics. [Online]. Available: https://m.inei.gob.pe/estadisticas/indice-tematico/traffic-accidents/
[3] Highway Traffic Accidents | National Open Data Platform. [Online]. Available: https://www.datosabiertos.gob.pe/dataset/accidentes-detr%C3%A1nsito-en-carreteras
[4] Vihaan Luthra, "Explainable AI – The Errors, Insights, and Lessons of AI," International Journal of Computer Trends and Technology,
vol. 70, no. 4, pp. 19-24, 2022. Crossref, https://doi.org/10.14445/22312803/IJCTT-V70I4P103
[5] J. Evanovich, and L. King, Hardcore Twenty-Four:A Stephanie Plum Novel, 2017.
[6] Winky K.O. Ho, Bo-Sin Tang, and Siu Wai Wong, “Predicting Property Prices with Machine Learning Algorithms,” Journal of Property
Research, vol. 38, no. 1, pp. 48–70, 2021, Crossref, https://doi.org/10.1080/09599916.2020.1832558
[7] Sandeep Gupta, Pradeep Kumar Garg, and Sanjay Kumar Ghosh, "Analysis of Road Accidents using GIS," SSRG International Journal
of Civil Engineering, vol. 9, no. 9, pp. 1-7, 2022. Crossref, https://doi.org/10.14445/23488352/IJCE-V9I9P101
[8] Thomas van Klompenburg, Ayalew Kassahun, and Cagatay Catal, “Crop Yield Prediction using Machine Learning: A Systematic
Literature Review,” Computers and Electronics in Agriculture, vol. 177, p. 105709, 2020. Crossref,
https://doi.org/10.1016/j.compag.2020.105709
[9] K. Schwaber, and J. Sutherland, The Scrum Guide: The Definitive The Rules of the Game, 2017. [Online]. Available:
http://www.scrumguides.org/docs/scrumguide/v1/Scrum-Guide-US.pdf
[10] Enrique Lee Huamaní, Alva Mantari Alicia, and Avid Roman-Gonzalez, “Machine Learning Techniques to Visualize and Predict Terrorist
Attacks Worldwide using the Global Terrorism Database,” International Journal of Advanced Computer Science and Applications, vol.
11, no. 4, pp. 562–570, 2020. Crossref, https://doi.org/10.14569/IJACSA.2020.0110474
[11] T. Maris Murugan, Dr. M. Kandasamy, and G. Revathy, "Accident Prevention System through Intelligent Transport System," SSRG
International Journal of Industrial Engineering, vol. 4, no. 1, pp. 22-25, 2017. Crossref, https://doi.org/10.14445/23499362/IJIEV4I1P108
[12] Enrique Lee Huamaní et al., “Design of an IoT Prototype for the Prevention of Robberies in the Young Areas of Lima,” International
Journal of Engineering Trends and Technology, vol. 70, no. 9, pp. 111–118, 2022. Crossref, https://doi.org/10.14445/22315381/IJETTV70I9P211
[13] Peru Roadmap - Map of Peru Road (South America - Americas). [Online]. Available: https://es.maps-peru.com/per%C3%BA-mapa-de-carreteras
[14] Tk Senthilkumar, Harishripriya M, and Vishniu Ks, "Vehicle Monitoring, Tracking and Accident Rescue System using IOT," SSRG
International Journal of Computer Science and Engineering, vol. 5, no. 5, pp. 17-20, 2018. Crossref,
https://doi.org/10.14445/23488387/IJCSE-V5I5P104
[15] Laura Frías-Paredes et al., “Dynamic Mean Absolute Error as New Measure for Assessing Forecasting Errors,” Energy Conversion and
Management, vol. 162, no. 2, pp. 176–188, 2018. Crossref, https://doi.org/10.1016/j.enconman.2018.02.030
[16] Maria Hügle et al., “Applied Machine Learning and Artificial Intelligence in Rheumatology,” Rheumatology Advances in Practice, vol.
4, no. 1, 2020. Crossref, https://doi.org/10.1093/rap/rkaa005/5740589
[17] Harleen Kaur, and Vinita Kumari, “Predictive Modelling and Analytics for Diabetes using a Machine Learning Approach,” Applied
Computing and Informatics, vol. 18, no. 1–2, pp. 90-100, 2022. Crossref, https://doi.org/10.1016/j.aci.2018.12.004
[18] Enrique Lee Huamaní, and Lilian Ocares-Cunyarachi, “Use of Artificial Intelligence for Face Detection with Face Mask in Real Time to
Control the Entrance to an Entity,” International Journal of Emerging Technology and Advanced Engineering, vol. 11, no. 11, pp. 68–75,
2021. Crossref, https://doi.org/10.46338/IJETAE1121_09
[19] M Chandrasekar et al., "Incidence of Fatal Pedestrain Collision And Vechicle Speeds Control," SSRG International Journal of Mechanical
Engineering, vol. 8, no. 7, pp. 30-34, 2021. Crossref, https://doi.org/10.14445/23488360/IJME-V8I7P105
[20] https://mapdatabaseinfo.blogspot.com/2017/09/35-physical-map-of-peru.html