Publications

First author on all journal articles. Full list also on Google Scholar and ORCID.

Under review

1 Predict, explain, prescribe: explanation as a precondition for prescriptive search in product design decision support Business & decision supportEntrepreneurshipABDC A*JCR Q1 Decision Support Systems Jayaraman, D., Ramachandran, R., & Kuruva, R.
2 A detection-pathway framework for identifying accident precursors: evidence from NASA's Aviation Safety Reporting System reports Safety & transportationABDC A*JCR Q1 Accident Analysis & Prevention Jayaraman, D.
3 Codimension bias in distance-based selection on moment-ratio diagrams Statistics & methodsABDC A* Journal of Computational and Graphical Statistics Jayaraman, D.
4 Tail estimation versus learning-function choice in active-learning reliability analysis: a matched-budget study with L-moment peaks-over-threshold estimation Engineering & reliabilityStatistics & methodsABDC AJCR Q1 Reliability Engineering & System Safety Jayaraman, D.
5 LMomFit: a dependency-free toolbox for uncertainty quantification in engineering reliability from scarce samples containing extremes Statistics & methodsEngineering & reliabilityJCR Q1 Advances in Engineering Software Jayaraman, D., & Ramu, P.

1 Human-in-the-loop generative AI framework for safety-critical design Engineering & reliabilityBusiness & decision support 2nd International Conference on Innovative Engineering Design (ICoIED-2026) Jayaraman, D.
2 Risk-aware process innovation using AI-augmented decision frameworks Business & decision support ICoIED-2026 Jayaraman, D.
3 From intuition to intelligence: how AI-driven product design improves entrepreneurial outcomes EntrepreneurshipBusiness & decision support DSSE Entrepreneurship Day, IIT Bombay Jayaraman, D.

1 L-moments and Bayesian inference for probabilistic risk assessment with scarce samples that include extremes Engineering & reliabilityStatistics & methodsABDC AJCR Q1 Reliability Engineering & System Safety, Vol. 235, 109262, 2023 Jayaraman, D., & Ramu, P.doi:10.1016/j.ress.2023.109262

1 A dual surrogate driven L-moments based robust design with scarce samples in the presence of extremes Engineering & reliabilityJCR Q1 Structural and Multidisciplinary Optimization, Vol. 65(3), pp. 74–89, 2022 Jayaraman, D., Ramu, P., Suresh, S. K., & Ramanath, V.doi:10.1007/s00158-021-03126-4

1 L-moments-based uncertainty quantification for scarce samples including extremes Statistics & methodsEngineering & reliabilityJCR Q1 Structural and Multidisciplinary Optimization, Vol. 64(2), pp. 505–539, 2021 Jayaraman, D., & Ramu, P.doi:10.1007/s00158-021-02930-2
2 L-moments enabled modified Chebyshev bounds for uncertainty quantification Statistics & methods 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14), ISSMO Jain, N., Jayaraman, D., & Ramu, P.
3 L-moments driven Bayesian inference for risk analysis with few samples in the presence of extremes Statistics & methodsEngineering & reliability WCSMO-14, ISSMO Jayaraman, D., & Ramu, P.

1 Uncertainty propagation using L-moments with scarce samples including extremes Statistics & methods 13th World Congress of Structural and Multidisciplinary Optimization (WCSMO-13), ISSMO, Beijing Jayaraman, D., & Ramu, P.

1 Treating uncertainties to generate a robust design of gas turbine disk using L-moments and scarce samples including outliers Engineering & reliability ASME Turbo Expo, Oslo Jayaraman, D., Ramu, P., Suresh, S. K., & Ramanath, V.doi:10.1115/GT2018-76431
2 Flow field around cylindrical protrusion with vortex generators at supersonic speed Engineering & reliability 3rd National Conference on Wind Tunnel Testing, VSSC Jayaraman, D., Sudip, D., Priyank, K., & Jaikumar, P.

Talks given by invitation, and programmes run as director. Listed separately from the peer-reviewed record above.

Invited talk · Rajalakshmi Engineering College, Chennai · March 2025

Invited talk · RAPID Conference 2024, Caterpillar India, Chennai

Onward Technologies, Chennai · December 2021