The Palawan Scientist Research Paper A unified stochastic framework with memory for heat index and sea level dynamics

Original Article

A unified stochastic framework with memory for heat index and sea level dynamics

Authors:
Lester Ralp G. Despi1, Jason M. Sontousidad2, Allan Roy B. Elnar3,4 , Karl Patrick S. Casas3,4 and Gibson T. Maglasang3,4
1University of Cebu Lapu Lapu and Mandaue
2University of San Carlos Talamban
3Department of Chemistry Physics, Cebu Normal University
4Research Institute for Computational Mathematics and Physics, Cebu Normal University

ABSTRACT
Monitoring temperature-dependent events is critical for understanding their dynamics since these events have an impact on both animal and human habitation. It is common to see analysis of heat index and sea level that are described separately although these events have a direct connection to temperature. Often these analyses are less effective and less reliable in describing its dynamics vis-ร -vis redundancy, flexibility, accounting of uncertainties and optimization. Since both are temperature-dependent events, a unified stochastic model with memory was derived. These events can be effectively described with a collective memory function (๐‘‡โˆ’๐‘ก)๐œ‡โˆ’12๐‘’โˆ’๐›ฝ2๐‘ก ๐‘ก๐œ‡+12, modifying the Brownian motion. A good match between the empirical and theoretical MSDs for both heat index and sea level was obtained with memory parameters ๐œ‡๐ป๐ผ=1.0460 and ๐œ‡๐‘†๐ฟ=1.0894 , respectively. With ฮผ > 1, heat index and sea level exhibited long-term memory characteristics which have important implications for large timescale prediction. Similarly, analyses using a unified model are simplified and may provide the interrelatedness of these events.

Keywords: collective memory function, forecasting, heat index, non-Markovian, Philippines, sea level

Available Online: 28 May 2023

How to Cite:
Despi LRG, Sontousidad JM, Elnar ARB, Casas KPS and Maglasang GT. 2023. A unified stochastic framework with memory for heat index and sea level dynamics. The Palawan Scientist, 15(1): 41-47. https://doi.org/10.69721/TPS.J.2023.15.1.05

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License

334 Downloads

Loading