Flood Risk and Spatial Adaptation Strategies in Riverine Settlements: A Case Study of the Middle Ganga Plain, Uttar Pradesh, India

Authors

DOI:

https://doi.org/10.63345/

Keywords:

flood risk, riverine settlements, spatial adaptation, vulnerability index, flood zoning, Ganga plan

Abstract

Riverine settlements across the Indo-Gangetic plain face recurring monsoon flooding that threatens lives, livelihoods, and the built environment. This study examines flood risk patterns and spatial adaptation strategies adopted by households settled along a mid-sized tributary reach of the Ganga in eastern Uttar Pradesh. A structured household survey of 360 respondents drawn from twelve villages, stratified into three flood exposure zones (very high, high, and moderate), was combined with secondary hydrological and remote sensing data to construct a composite flood vulnerability index. Results indicate a strong negative correlation between distance from the river channel and vulnerability score (r = -0.68, p < 0.01), and a significant association between exposure zone and the type of adaptation strategy adopted (chi-square = 38.42, df = 4, p < 0.001). Households in the very high exposure zone relied predominantly on temporary structural measures such as plinth raising and stilted storage, while households in the moderate exposure zone favoured agricultural and livelihood diversification. The findings support an integrated spatial planning approach that combines structural protection near the active floodplain with land use zoning, early warning systems, and livelihood based adaptation further inland. The paper concludes with policy recommendations for settlement planning in flood prone river corridors of South Asia.

References

1. Adger, W. N. (2006). Vulnerability. Global Environmental Change, 16(3), 268–281.

2. Bates, P. D., Quinn, N., Sampson, C., Smith, A., Wing, O., Sosa, J., Savage, J., Olcese, G., Neal, J., Schumann, G., & Giustarini, L. (2021). Combined modeling of US fluvial, pluvial, and coastal flood hazard under current and future climates. Water Resources Research, 57(2), e2020WR028673.

3. Bernhofen, M. V., Whyman, C., Trigg, M. A., Sleigh, P. A., Smith, A. M., Sampson, C. C., Yamazaki, D., Ward, P. J., Rudari, R., Pappenberger, F., Dottori, F., Salamon, P., & Winsemius, H. C. (2022). The role of global data sets for riverine flood risk management at national scales. Water Resources Research, 58, e2021WR031555.

4. Bevacqua, E., Maraun, D., Vousdoukas, M. I., Voukouvalas, E., Vrac, M., Mentaschi, L., & Widmann, M. (2019). Higher probability of compound flooding from precipitation and storm surge in Europe under anthropogenic climate change. Science Advances, 5(9), eaaw5531.

5. Edmonds, D. A., Caldwell, R. L., Brondizio, E. S., & Siani, S. M. O. (2020). Coastal flooding will disproportionately impact people on river deltas. Nature Communications, 11, 4741.

6. François, B., Schlef, K. E., Wi, S., & Brown, C. M. (2019). Design considerations for riverine floods in a changing climate: a review. Journal of Hydrology, 574, 557–573.

7. Mishra, S. K., & Mishra, N. (2010). Vulnerability and adaptation analysis in flood affected areas of Orissa. Social Change, 40(2), 175–193.

8. Alahari, J., Thakur, D., Goel, P., Chintha, V. R., & Kolli, R. K. (2022). Enhancing iOS Application Performance through Swift UI: Transitioning from Objective-C to Swift. International Journal for Research Publication and Seminars, 13(5), Article 1504. https://doi.org/10.36676/jrps.v13.i5.1504

9. Bhimanapati, V. B. R., Goel, P., & Renuka, A. (2021). Effective Use of AI-Driven Third-Party Frameworks in Mobile Apps. Innovative Research Thoughts, 7(2), Article 1451. https://doi.org/10.36676/irt.v7.i2.1451

10. Mallela, I. R., Aravind, S., Salunkhe, V., Tharan, O., Goel, P., & Singh, S. P. (2020). Explainable AI for Compliance and Regulatory Models. International Journal for Research Publication and Seminars, 11(4), Article 1584. https://doi.org/10.36676/jrps.v11.i4.1584

11. Mahadik, S., Chinta, U., Bhimanapati, V. B. R., Goel, P., & Jain, A. (2023). Product Roadmap Planning in Dynamic Markets. Innovative Research Thoughts, 9(5), Article 1488. https://doi.org/10.36676/irt.v9.i5.1488

12. Arulkumaran, R., Ayyagiri, A., Musunuri, A., Goel, P., & Jain, A. (2022). Decentralized AI for Financial Predictions. International Journal for Research Publication and Seminars, 13(5), Article 1511. https://doi.org/10.36676/jrps.v13.i5.1511

13. Alahari, J., Mangal, A., Singiri, S., Goel, O., & Goel, P. (2023). The Impact of Augmented Reality (AR) on User Engagement in Automotive Mobile Applications. Innovative Research Thoughts, 9(5), Article 1483. https://doi.org/10.36676/irt.v9.i5.1483

14. Joshi, A., Arulkumaran, R., Agarwal, N., Aggarwal, A., Goel, P., & Gupta, A. (2023). Cross Market Monetization Strategies Using Google Mobile Ads. Innovative Research Thoughts, 9(1), Article 1498. https://doi.org/10.36676/irt.v9.i1.1498

15. Chamarthy, S. S., Dandu, M. M. K., Kolli, R. K., Singh, S. P., Goel, P., & Goel, O. (2020). Machine Learning Models for Predictive Fan Engagement in Sports Events. International Journal for Research Publication and Seminars, 11(4), Article 1582. https://doi.org/10.36676/jrps.v11.i4.1582

16. Agrawal, S. B., Chintha, V. R., Pamadi, V. N., Aggarwal, A., & Goel, P. (2023). The Role of Predictive Analytics in Inventory Management. Universal Research Reports, 10(4), Article 1358. https://doi.org/10.36676/urr.v10.i4.1358

17. Agarwal, N., Mahimkar, S., Shekhar, S. P. C., Jain, A., & Goel, P. (2023). Signal Processing for Spinal Cord Injury Monitoring with sEMG. Innovative Research Thoughts, 9(5), Article 1491. https://doi.org/10.36676/irt.v9.i5.1491

18. Balasubramaniam, V. S., Arulkumaran, R., Agarwal, N., Aggarwal, A., & Goel, P. (2023). Leveraging Data Analysis Tools for Enhanced Project Decision Making. Universal Research Reports, 10(2), Article 1376. https://doi.org/10.36676/urr.v10.i2.1376

19. Salunkhe, V., Mahimkar, S., Shekhar, S. P. C., Jain, A., & Goel, P. (2023). The Role of IoT in Connected Health: Improving Patient Monitoring and Engagement in Kidney Dialysis. Universal Research Reports, 10(4), Article 1357. https://doi.org/10.36676/urr.v10.i4.1357

20. Balasubramaniam, V. S., Salunkhe, V., Agrawal, S., Goel, P., Gupta, V., & Gupta, A. (2024). Optimizing Cross Functional Team Collaboration in IT Project Management. Darpan International Research Analysis, 12(1), Article 110. https://doi.org/10.36676/dira.v12.i1.110

21. Voola, P. K., Pakanati, D., Cherukuri, H., Renuka, A., & Goel, P. (2024). Ethical AI in Healthcare: Balancing Innovation with Privacy and Compliance. Darpan International Research Analysis, 12(3), Article 97. https://doi.org/10.36676/dira.v12.i3.97

22. Salunkhe, V., Tangudu, A., Mokkapati, C., Goel, P., & Aggarwal, A. (2024). Advanced Encryption Techniques in Healthcare IoT: Securing Patient Data in Connected Medical Devices. Modern Dynamics: Mathematical Progressions, 1(2), Article 22. https://doi.org/10.36676/mdmp.v1.i2.22

23. Ayyagiri, A., Goel, P., & Renuka, A. (2024). Leveraging AI and Machine Learning for Performance Optimization in Web Applications. Modern Dynamics: Mathematical Progressions, 1(2), Article 13. https://doi.org/10.36676/mdmp.v1.i2.13

24. Gannamneni, N. K., Salunkhe, V., Chopra, P., Shrivastav, A., Goel, P., & Goel, O. (2022). Enhancing Supply Chain Efficiency through SAP SD/OTC Integration in S/4 HANA. Universal Research Reports, 9(4), Article 1396. https://doi.org/10.36676/urr.v9.i4.1396

25. Mali, A., Khan, I., Dandu, M. M. K., Goel, P., Jain, A., & Shrivastav, A. (2024). Designing Real-Time Job Search Platforms with Redis Pub/Sub and Machine Learning Integration. Journal of Quantum Science and Technology, 1(3), Article 115. https://doi.org/10.63345/jqst.v1i3.115

26. Mane, H. R., Kumar, A., Dandu, M. M. K., Goel, P., Jain, A., & Shrivastav, A. (2024). Micro Frontend Architecture With Webpack Module Federation: Enhancing Modularity Focusing On Results And Their Implications. Journal of Quantum Science and Technology, 1(4), Article 95. https://doi.org/10.63345/jqst.v1i4.95

27. Bhimanapati, V. B. R., Pandian, P. K. G., & Goel, P. (2024). UI/UX Design Principles for Mobile Health Applications. International Journal for Research Publication and Seminars, 15(3), Article 1485. https://doi.org/10.36676/jrps.v15.i3.1485

28. Kumar, A., & Goel, P. (2025). Enhancing ROI through AI-Powered Customer Interaction Models. Journal of Quantum Science and Technology, 2(1), Article 178. https://doi.org/10.63345/jqst.v2i1.178

29. Sengar, H. S., Aravind, S., Kolli, R. K., Goel, O., Singh, S. P., & Goel, P. (2024). Ever aging AI/ML Models for Predictive Analytics in SaaS Subscription Management. Darpan International Research Analysis, 12(3), Article 136. https://doi.org/10.36676/dira.v12.i3.136

30. Abdul, R. O., Khan, I., Vadlamani, S., Kumar, L., Goel, P., & Khair, M. A. (2024). Integrated Solutions for Power and Cooling Asset Management through Oracle PLM. Journal of Quantum Science and Technology, 1(3), Article 90. https://doi.org/10.63345/jqst.v1i3.90

31. Avancha, S., Goel, P., & Renuka, A. (2024). Continuous Service Improvement in IT Operations through Predictive Analytics. Modern Dynamics: Mathematical Progressions, 1(2), Article 14. https://doi.org/10.36676/mdmp.v1.i2.14

32. Tirupathi, R., Bajaj, A., Mohan, P., Goel, P., Singh, S. P., & Jain, A. (2024). Optimizing SAP Project Systems (PS) for Agile Project Management. Darpan International Research Analysis, 12(3), Article 138. https://doi.org/10.36676/dira.v12.i3.138

33. Kumar, A., Dandu, M. M. K., Kolli, R. K., Singh, S. P., Goel, P., & Goel, O. (2024). Strategies for Maximizing Customer Lifetime Value through Effective Onboarding and Renewal Management. Darpan International Research Analysis, 12(3), Article 127. https://doi.org/10.36676/dira.v12.i3.127

34. Chinta, U., Goel, P., & Goel, O. (2024). The Role of Apttus CPQ in Modern CRM Systems: Implementation Challenges and Solutions. Darpan International Research Analysis, 12(3), Article 91. https://doi.org/10.36676/dira.v12.i3.91

35. Bajaj, A., Singh, S. P., Dandu, M. M. K., Kolli, R. K., Goel, O., & Goel, P. (2024). Advanced Algorithms for Surge Pricing Optimization in Multi-City Ride-Sharing Networks. Darpan International Research Analysis, 12(3), Article 137. https://doi.org/10.36676/dira.v12.i3.137

36. Vijayabaskar, S., Gangu, K., Gopalakrishna, P. K., Goel, P., & Gupta, V. (2024). Agile Transformation in Financial Technology: Best Practices and Challenges. Darpan International Research Analysis, 12(3), Article 96. https://doi.org/10.36676/dira.v12.i3.96

37. Alahari, J., Thakur, D., Goel, P., Chintha, V. R., & Kolli, R. K. (2022). Enhancing iOS Application Performance through Swift UI: Transitioning from Objective-C to Swift. International Journal for Research Publication and Seminars, 13(5), Article 1509. https://doi.org/10.36676/jrps.v13.i5.1509

38. Khan, I., Agarwal, N., Eeti, S., Goel, O., Jain, A., & Goel, P. (2024). Optimization Techniques for 5G O-RAN Deployment in Cloud Environments. Darpan International Research Analysis, 12(3), Article 135. https://doi.org/10.36676/dira.v12.i3.135

39. Murthy, K. K. K., Pandian, P. K. G., & Goel, P. (2024). The Role of Digital Innovation in Modernizing Railway Networks: Case Studies and Lessons Learned. International Journal for Research Publication and Seminars, 15(2), Article 1473. https://doi.org/10.36676/jrps.v15.i2.1473

40. Dandu, M. M. K., Arulkumaran, R., Agarwal, N., Aggarwal, A., & Goel, P. (2024). Improving Neural Retrieval with Contrastive Learning. Modern Dynamics: Mathematical Progressions, 1(2), Article 30. https://doi.org/10.36676/mdmp.v1.i2.30

41. Agarwal, N., Kolli, R. K., Eeti, S., Jain, A., & Goel, P. (2024). Multi-Sensor Biomarker Using Accelerometer and ECG Data. Darpan International Research Analysis, 12(3), Article 103. https://doi.org/10.36676/dira.v12.i3.103

42. Agarwal, N., & Goel, P. (2025). Sustainable Supply Chain Networks: Integrating Green Transportation and Logistics Solutions. Journal of Quantum Science and Technology, 2(1), Article 189. https://doi.org/10.63345/jqst.v2i1.189

43. Saoji, M., Tangudu, A., Pagidi, R. K., Goel, O., Jain, A., & Goel, P. (2021). Virtual Reality in Surgery and Rehab: Changing the Game for Doctors and Patients. Universal Research Reports, 8(4), Article 1385. https://doi.org/10.36676/urr.v8.i4.1385

44. Goel, P. (2024). AI-Enabled Threat Detection in Blockchain-Based Systems. Scientific Journal of Artificial Intelligence and Blockchain Technologies, 1(2), Article 101. https://doi.org/10.63345/sjaibt.v1.i2.101

45. Govindarajan, B., Kolli, R. K., Singh, S. P., Dandu, M. M. K., Goel, O., & Goel, P. (2024). Advanced Techniques in Automation Testing for Large Scale Insurance Platforms. Journal of Quantum Science and Technology, 1(1), Article 1. https://doi.org/10.63345/jqst.v1i1.1

46. Avancha, S., Goel, P., & Renuka, A. (2024). Continuous Service Improvement in IT Operations through Predictive Analytics. Darpan International Research Analysis, 12(3), Article 90. https://doi.org/10.36676/dira.v12.i3.90

47. Yadav, N., Aravind, S., Bikshapathi, M. S., Prasad, P. S., Jain, S. K., & Goel, P. (2024). Customer Satisfaction Through SAP Order Management Automation. Journal of Quantum Science and Technology, 1(4), Article 124. https://doi.org/10.63345/jqst.v1i4.124

48. Ghate, S. V., & Goel, P. (2025). Data Analytics for Supply Chain Management: Leveraging Data to Drive Decision-Making and Improve Efficiency. Journal of Quantum Science and Technology, 2(2), Article 281. https://doi.org/10.63345/jqst.v2i2.281

49. Goel, P. (2025). Data Engineering Techniques for Cost-Efficient Retail Data Analytics. Journal of Quantum Science and Technology, 2(4), Article 359. https://doi.org/10.63345/jqst.v2i4.359

50. Boddu, N., & Goel, P. (2025). Data Migration and Integration in Oracle Cloud: Challenges and Solutions. International Journal for Research Publication and Seminars, 16(1), Article 142. https://doi.org/10.36676/jrps.v16.i1.142

51. Govindankutty, S., & Goel, P. (2024). Data Privacy and Security Challenges in Content Moderation Systems. Journal of Quantum Science and Technology, 1(4), Article 132. https://doi.org/10.63345/jqst.v1i4.132

52. Gopa, R., & Goel, P. (2025). Data Quality and Governance for Ensuring Trustworthy and Compliant Data. Journal of Quantum Science and Technology, 2(2), Article 285. https://doi.org/10.63345/jqst.v2i2.285

53. Mittal, S., & Goel, P. (2025). Data Science In Retail: Explore Big Data's Role In Ads And Inventory Forecasting. International Journal of Research in Modern Engineering & Emerging Technology, 13(3), Article 19. https://doi.org/10.63345/ijrmeet.org.v13.i3.19

54. Jain, A., & Goel, P. (2025). Data Visualization Tools For Fraud Investigation: An Evaluation Of Data Visualization Tools Used For Fraud Investigation. Universal Research Reports, 12(1), Article 1475. https://doi.org/10.36676/urr.v12.i1.1475

55. Hajari, V. R., Chawda, A. D., Goel, P., Renuka, A., & Goel, L. (2024). Embedded Systems Design for High-Performance Medical Applications. Innovative Research Thoughts, 10(3), Article 1474. https://doi.org/10.36676/irt.v10.i3.1474

56. Goel, P. (2025). Evaluating Audience Engagement Metrics across Streaming and Social Media Platforms. Journal of Quantum Science and Technology, 2(3), Article 335. https://doi.org/10.63345/jqst.v2i3.335

57. Agrawal, S., Kolli, R. K., Eeti, S., Goel, P., & Jain, A. (2024). Impact of Lean Six Sigma on Operational Efficiency in Supply Chain Management. Darpan International Research Analysis, 12(3), Article 99. https://doi.org/10.36676/dira.v12.i3.99

58. Cheruku, S. R., Pandian, P. K. G., & Goel, P. (2024). Implementing Agile Methodologies in Data Warehouse Projects. International Journal for Research Publication and Seminars, 15(3), Article 1498. https://doi.org/10.36676/jrps.v15.i3.1498

59. Thason, J. R. M., & Goel, P. (2025). Integrating DevOps Practices in AI-Driven User Interfaces: Streamlining Development, Deployment, and User Experience Optimization. Universal Research Reports, 12(2), Article 1527. https://doi.org/10.36676/urr.v12.i2.1527

60. Goel, P. (2025). Integration of Blockchain in Real Estate Registry Systems. Scientific Journal of Artificial Intelligence and Blockchain Technologies, 2(2), Article 101. https://doi.org/10.63345/sjaibt.v2.i2.101

61. Ramalingam, B., Kshirsagar, R. P., Sengar, H. S., Kumar, L., Singh, S. P., & Goel, P. (2024). Leveraging AI and Machine Learning for Advanced Product Configuration and Optimization. Journal of Quantum Science and Technology, 1(2), Article 6. https://doi.org/10.63345/jqst.v1i2.6

62. Subramani, P. C. N., Balasubramaniam, V. S., Kumar, P., Singh, N., Goel, P., & Goel, O. (2024). Managing Large-Scale SAP Implementations: Key Challenges and Best Practices. Journal of Quantum Science and Technology, 1(3), Article 112. https://doi.org/10.63345/jqst.v1i3.112

63. Goyal, V., & Goel, P. (2025). Mobile Application Employing Augmented Reality and Artificial Intelligence for Real-Time Defect Detection in Additive Manufacturing. Journal of Quantum Science and Technology, 2(1), Article 184. https://doi.org/10.63345/jqst.v2i1.184

64. Goel, P. (2024). The Role of SAP Sales and Distribution in Modern Supply Chain Management. Journal of Quantum Science and Technology, 1(1), Article 15. https://doi.org/10.63345/jqst.v1i1.15

65. Goel, P. (2024). The role of Oracle HCM in supporting organizational restructuring and mergers. Journal of Quantum Science and Technology, 1(3), Article 200. https://doi.org/10.63345/jqst.v1i3.200

66. Mondal, M., Biswas, A., Haldar, S., Mandal, S., Mandal, P., Bhattacharya, S., & Paul, S. (2022). Rural livelihood risk to hydro-meteorological extreme events: empirical evidence from Indian Sundarban applying IPCC-AR5 and DEMATEL methodology. International Journal of Disaster Risk Reduction, 77, 103100.

67. Rajesh, S., Jain, S., & Sharma, P. (2018). Inherent vulnerability assessment of rural households based on socio-economic indicators using categorical principal component analysis: a case study of Kimsar region, Uttarakhand. Ecological Indicators, 85, 93–104.

68. Rakib, M. R., Islam, M. N., & Islam, M. N. (2017). Flood vulnerability mapping to riverine floods: a study on the old Brahmaputra River. Current Research in Geoscience, 7(2), 47–58.

69. Sanyal, J., & Lu, X. X. (2004). Application of remote sensing in flood management with special reference to monsoon Asia: a review. Natural Hazards, 33, 283–301.

70. Sanyal, J., & Lu, X. X. (2005). Remote sensing and GIS-based flood vulnerability assessment of human settlements: a case study of Gangetic West Bengal, India. Hydrological Processes, 19(18), 3699–3716.

71. Wisner, B., Blaikie, P., Cannon, T., & Davis, I. (2004). At Risk: Natural Hazards, People's Vulnerability and Disasters (2nd ed.). Routledge.

72. Wobus, C., Porter, J., Lorie, M., Martinich, J., & Bash, R. (2021). Climate change, riverine flood risk and adaptation for the conterminous United States. Environmental Research Letters, 16(9), 094034.

Published

2026-09-04

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