Accurate estimation of remaining useful life (RUL) from noisy and oscillatory degradation data remains a fundamental challenge in prognostics and health management (PHM), especially in safety-critical and resource-constrained settings. While modern data-driven methods achieve high predictive accuracy, they often requir...
S. K. Sahani, Kameshwar Sahani, Aashiq Mahato et al.· International Journal of Pro...· 0 citations
Mountain communities are increasingly exposed to rapidly evolving fluid hazards, including flash floods, rainfall-triggered debris flows, glacial lake outburst floods (GLOFs), and flood–landslide cascades. Their short response times, complex terrain, sparse observational networks, and changing hydro-climatic conditions...
Aman Gupta, S. K. Sahani· African Multidisciplinary Jo...· 0 citations
A human‐centered approach for strong and calibrated trust for Industry 5.0 is proposed, which includes the integration of transparent XAI, human state monitoring, cultural adaptation, proactive interaction, and adaptive trust models.
This work introduces a unified hybrid analytical–numerical–ML framework for deterministic and stochastic differential equations that provides a principled pathway toward physically consistent, scalable, and uncertainty-aware solvers for complex dynamical systems.
S. K. Sahani· Journal of Intelligent Decis...· 2 citations
It is argued that predictive accuracy and regulatory transparency are not competing objectives but complementary necessities for institutional survival in Nepal’s cooperative sector.
S. K. Sahani· Journal of Intelligent Decis...· 4 citations
Identifying stochastic dynamical systems from observational data remains a major challenge in applied mathematics and engineering, particularly when complex systems are influenced by random perturbations and incomplete empirical information. This comprehensive review aims to examine state-of-the-art data-driven methods...
Rishav Jha, Kameshwar Sahani, S. K. Sahani et al.· African Multidisciplinary Jo...· 0 citations
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