Dynamic Route Optimization Using A Search and Haversine Distance in Large-Scale Maps

Abhijeet Bajaj¹, Aman Shrivastav², Krishna Kishor Tirupati³, Pronoy Chopra⁴, Prof. (Dr) Sangeet Vashishtha⁵

& Shalu Jain⁶

¹Columbia University, USA ,abhijeetbajaj88@gmail.com

²ABESIT Engineering College , Ghaziabad , shrivastavaman2004@gmail.com

³IIITB, Johns Creek, GA , 30097, kk.tirupati@gmail.com

⁴University Of Oklahoma USA, pronoyc10@gmail.com

⁵IIMT University, Meerut, India. sangeet83@gmail.com

⁶Maharaja Agrasen Himalayan Garhwal University, Pauri Garhwal, Uttarakhand mrsbhawnag6oel@gmail.com

Abstract— In the context of rapid urbanization and increasing transportation demands, efficient route optimization has emerged as a critical challenge. This study explores a dynamic route optimization framework leveraging the A* search algorithm combined with the Haversine distance metric to enhance navigation in large-scale maps. The A* search algorithm, known for its optimality and efficiency, is employed to navigate complex road networks, while the Haversine distance provides a reliable measure of the shortest path between two geographic coordinates, accounting for the curvature of the Earth. By integrating these methodologies, the proposed framework dynamically adjusts routes in real-time, accommodating factors such as traffic conditions, road closures, and other variable parameters. Through extensive simulations and case studies, we demonstrate significant improvements in travel efficiency and time savings compared to traditional route optimization methods. This research contributes to the advancement of intelligent transportation systems, offering practical applications in logistics, urban planning, and emergency response scenarios.

Keywords— Dynamic route optimization, A* search algorithm, Haversine distance, large-scale maps, transportation efficiency, intelligent transportation systems, real-time navigation, geographic coordinates, travel time savings, urban logistics.

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Archit Joshi, Vishwas Rao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2022). “Optimizing Ad Performance Through Direct Links and Native Browser Destinations.” International Journal for Research Publication and Seminar, 13(5), 538–571. doi:36676/jrps.v13.i5.1528.
Chopra, E. P., Goel, E. O., & Jain, R. (2023). Generative AI vs. Machine Learning in cloud environments: An analytical comparison. Journal of New Research in Development, 1(3), a1-a17. Available at: http://www.tijer/jnrid/viewpaperforall.php?paper=JNRID2303001
Pronoy Chopra, Om Goel, Dr. Tikam Singh. (August 2023). Managing AWS IoT Authorization: A Study of Amazon Verified Permissions. IJRAR – International Journal of Research and Analytical Reviews, 10(3), pp.6-23. Available at: http://www.ijrar/IJRAR23C3642.pdf
Shanmukha Eeti, Priyanshi, Prof.(Dr) Sangeet Vashishtha. (March 2023). Optimizing Data Pipelines in AWS: Best Practices and Techniques. International Journal of Creative Research Thoughts (IJCRT), 11(3), pp.i351-i365. Available at: http://www.ijcrt/IJCRT2303992.pdf
Eeti, S., Jain, P. A., & Goel, E. O. (2023). Creating robust data pipelines: Kafka vs. Spark. Journal of Emerging Technologies in Networking and Research, 1(3), a12-a22. Available at: http://www.rjpn/jetnr/viewpaperforall.php?paper=JETNR2303002
Chopra, E., Verma, P., & Garg, M. (2023). Accelerating Monte Carlo simulations: A comparison of Celery and Docker. Journal of Emerging Technologies and Network Research, 1(9), a1-a14. Available at: http://www.rjpn/jetnr/viewpaperforall.php?paper=JETNR2309001
Eeti, S., Jain, A., & Goel, P. (2023). A comparative study of NoSQL databases: MongoDB, HBase, and Phoenix. International Journal of New Trends in Information Technology, 1(12), a91-a108. Available at: http://www.rjpn/ijnti/papers/IJNTI2312013.pdf
Tangudu, A., Jain, S., & Pandian, P. K. G. (2023). Developing scalable APIs for data synchronization in Salesforce environments. Darpan International Research Analysis, 11(1), 75. https://doi.org/10.36676/dira.v11.i1.83
Ayyagiri, A., Goel, O., & Agarwal, N. (2023). “Optimizing large-scale data processing with asynchronous techniques.” International Journal of Novel Research and Development, 8(9), e277-e294. https://ijnrd.org/viewpaperforall.php?paper=IJNRD2309431
Tangudu, A., Jain, S., & Jain, S. (2023). Advanced techniques in Salesforce application development and customization. International Journal of Novel Research and Development, 8(11), Article IJNRD2311397. https://www.ijnrd.org
Kolli, R. K., Goel, P., & Jain, A. (2023). MPLS Layer 3 VPNs in Enterprise Networks. Journal of Emerging Technologies and Network Research, 1(10), Article JETNR2310002. doi 10.xxxx/jetnr2310002
FNU Antara, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, “A Comparative Analysis of Innovative Cloud Data Pipeline Architectures: Snowflake vs. Azure Data Factory”, International Journal of Creative Research Thoughts (IJCRT), Volume.11, Issue 4, pp.j380-j391, April 2023. http://www.ijcrt papers/IJCRT23A4210.pdf
Singiri, E. S., Gupta, E. V., & Khan, S. (2023). “Comparing AWS Redshift and Snowflake for data analytics: Performance and usability.” International Journal of New Technologies and Innovations, 1(4), a1-a14. [rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001](rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001)
“Advanced Threat Modeling Techniques for Microservices Architectures.” (2023). International Journal of Novel Research and Development, 8(4), h288-h304. Available: [http://www.ijnrd papers/IJNRD2304737.pdf](http://www.ijnrd papers/IJNRD2304737.pdf)
Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). “Security automation in application development using robotic process automation (RPA).” Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331
Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). “Innovations in multi-factor authentication: Exploring OAuth for enhanced security.” Innovative Research Thoughts, 9(4). https://doi.org/10.36676/irt.v9.i4.1460
Voola, Pramod Kumar, Sowmith Daram, Aditya Mehra, Om Goel, and Shubham Jain. 2023. “Data Streaming Pipelines in Life Sciences: Improving Data Integrity and Compliance in Clinical Trials.” Innovative Research Thoughts 9(5):231. DOI: https://doi.org/10.36676/irt.v9.i5.1485.
Pagidi, Ravi Kiran, Phanindra Kumar Kankanampati, Rajas Paresh Kshirsagar, Raghav Agarwal, Shalu Jain, and Aayush Jain. 2023. “Implementing Advanced Analytics for Real-Time Decision Making in Enterprise Systems.” International Journal of Electronics and Communication Engineering (IJECE)
Tangudu, A., Chhapola, A., & Jain, S. (2023). Integrating Salesforce with third-party platforms: Challenges and best practices. International Journal for Research Publication & Seminar, 14(4), 229. https://doi.org/10.36676/jrps.v14.i4.1478
Kshirsagar, Rajas Paresh, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, and Aayush Jain. 2023. “Improving Media Buying Cycles Through Advanced Data Analytics.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 3(12):542–558. Retrieved (https://www.ijprems.com).
Gannamneni, Nanda Kishore, Pramod Kumar Voola, Amit Mangal, Punit Goel, and S. P. Singh. 2023. “Implementing SAP S/4 HANA Credit Management: A Roadmap for Financial and Sales Teams.” International Research Journal of Modernization in Engineering Technology and Science 5(11). DOI: https://www.doi.org/10.56726/IRJMETS46857.
Voola, Pramod Kumar, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2023. “Automation in Mobile Testing: Techniques and Strategies for Faster, More Accurate Testing in Healthcare Applications.” Shodh Sagar® Universal Research Reports 10(4):420. https://doi.org/10.36676/urr.v10.i4.1356.
Tangudu, Abhishek, Akshun Chhapola, and Shalu Jain. 2023. “Enhancing Salesforce Development Productivity through Accelerator Packages.” International Journal of Computer Science and Engineering 12(2):73–88. https://drive.google.com/file/d/1i9wxoxoda_pdI1Op0yVa_6uQ2Agmn3Xz/view
Salunkhe, Vishwasrao, Dheerender Thakur, Kodamasimham Krishna, Om Goel, and Arpit Jain. 2023. “Optimizing Cloud-Based Clinical Platforms: Best Practices for HIPAA and HITRUST Compliance.” Innovative Research Thoughts 9(5):247–247. DOI: https://doi.org/10.36676/irt.v9.i5.1486.
Salunkhe, Vishwasrao, Shreyas Mahimkar, Sumit Shekhar, Prof. (Dr.) Arpit Jain, and Prof. (Dr.) Punit Goel. 2023. “The Role of IoT in Connected Health: Improving Patient Monitoring and Engagement in Kidney Dialysis.” SHODH SAGAR® Universal Research Reports 10(4):437. DOI: https://doi.org/10.36676/urr.v10.i4.1357.
Agrawal, Shashwat, Pranav Murthy, Ravi Kumar, Shalu Jain, and Raghav Agarwal. 2023. “Data-Driven Decision Making in Supply Chain Management.” Innovative Research Thoughts 9(5):265–71. DOI: https://doi.org/10.36676/irt.v9.i5.1487.
Agrawal, Shashwat, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Anshika Aggarwal, and Punit Goel. 2023. “The Role of Predictive Analytics in Inventory Management.” Shodh Sagar Universal Research Reports 10(4):456. DOI: https://doi.org/10.36676/urr.v10.i4.1358.
Mahadik, Siddhey, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Punit Goel, and Arpit Jain. 2023. “Product Roadmap Planning in Dynamic Markets.” Innovative Research Thoughts 9(5):282. DOI: https://doi.org/10.36676/irt.v9.i5.1488.
Tangudu, A., Chhapola, A., & Jain, S. (2023). Leveraging lightning web components for modern Salesforce UI development. Innovative Research Thoughts: Refereed & Peer Reviewed International Journal, 9(2), 1-10. https://doi.org/10.36676/irt.v9.12.1459
Pagidi, Ravi Kiran, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Arpit Jain, and Punit Goel. 2023. “Real Time Data Ingestion and Transformation in Azure Data Platforms.” International Research Journal of Modernization in Engineering, Technology and Science 5(11):1-12. doi:10.56726/IRJMETS46860.
Mahadik, Siddhey, Fnu Antara, Pronoy Chopra, A Renuka, and Om Goel. 2023. “User-Centric Design in Product Development.” Shodh Sagar® Universal Research Reports 10(4):473. https://doi.org/10.36676/urr.v10.i4.1359.
. Khair, Md Abul, Srikanthudu Avancha, Bipin Gajbhiye, Punit Goel, and Arpit Jain. 2023. “The Role of Oracle HCM in Transforming HR Operations.” Innovative Research Thoughts 9(5):300. doi:10.36676/irt.v9.i5.1489.
Mahadik, S., Murthy, P., Kumar, R., Goel, O., & Jain, A. (2023). The influence of market strategy on product success. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7).
Vadlamani, Satish, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, and Om Goel. 2023. “Cross Platform Data Migration Strategies for Enterprise Data Warehouses.” International Research Journal of Modernization in Engineering, Technology and Science 5(11):1-10. https://doi.org/10.56726/IRJMETS46858.
Gannamneni, Nanda Kishore, Bipin Gajbhiye, Santhosh Vijayabaskar, Om Goel, Arpit Jain, and Punit Goel. 2023. “Challenges and Solutions in Global Rollout Projects Using Agile Methodology in SAP SD/OTC.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 3(12):476-487. doi: https://www.doi.org/10.58257/IJPREMS32323.
Arulkumaran, Rahul, Dignesh Kumar Khatri, Viharika Bhimanapati, Anshika Aggarwal, and Vikhyat
Agarwal, Nishit, Rikab Gunj, Shreyas Mahimkar, Sumit Shekhar, Prof. Arpit Jain, and Prof. Punit Goel. 2023. “Signal Processing for Spinal Cord Injury Monitoring with sEMG.” Innovative Research Thoughts 9(5):334. doi: https://doi.org/10.36676/irt.v9.i5.1491.
Khair, Md Abul, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Om Goel. 2023. “Advanced Security Features in Oracle HCM Cloud.” Shodh Sagar® Universal Research Reports 10(4):493. doi: https://doi.org/10.36676/urr.v10.i4.1360.
Agarwal, Nishit, Rikab Gunj, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Anshika Aggarwal, and Vikhyat Gupta. 2023. “GANs for Enhancing Wearable Biosensor Data Accuracy.” SHODH SAGAR® Universal Research Reports 10(4):533. https://doi.org/10.36676/urr.v10.i4.1362.
Murali Mohana Krishna Dandu, Vishwasrao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2023). Knowledge Graphs for Personalized Recommendations. Innovative Research Thoughts, 9(1), 450–479. https://doi.org/10.36676/irt.v9.i1.1497.
Agarwal, N., Murthy, P., Kumar, R., Goel, O., & Agarwal, R. (2023). Predictive analytics for real-time stress monitoring from BCI. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7), 61. https://www.ijrmeet.org.
Balasubramaniam, Vanitha Sivasankaran, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Er. Aman Shrivastav. 2023. “Evaluating the Impact of Agile and Waterfall Methodologies in Large Scale IT Projects.” International Journal of Progressive Research in Engineering Management and Science 3(12):397-412. doi:58257/IJPREMS32363.
Joshi, Archit, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, Prof.(Dr) Punit Goel, & Dr. Alok Gupta. (2023). “Cross Market Monetization Strategies Using Google Mobile Ads.” Innovative Research Thoughts, 9(1), 480–507. doi:36676/irt.v9.i1.1498.
Archit Joshi, Murali Mohana Krishna Dandu, Vanitha Sivasankaran, A Renuka, & Om Goel. (2023). “Improving Delivery App User Experience with Tailored Search Features.” Universal Research Reports, 10(2), 611–638. doi:36676/urr.v10.i2.1373.
Antara, E. F., Jain, E. A., & Goel, P. (2023). Cost-efficiency and performance in cloud migration strategies: An analytical study. Journal of Network and Research in Distributed Systems, 1(6), a1-a13.