A definition of multi-variate complex quantities called Generalized Complex Fractional Moment (GCFM) based on the multi-dimensional Mellin transform is proposed in this paper, which is also related to the multi-dimensional Riesz fractional integral evaluated in zero. The equivalence property between GCFM, for both multi-dimensional probability density functions and multi-dimensional characteristic functions is established. Furthermore, a method for obtaining marginal probability distributions from GCFM is presented. The validity of the GCFM method is verified through an example involving α-stable random vectors. Additionally, another example using GCFM to reconstruct the non-stationary PDF of the stochastic dynamic system highlights the prospect of applying the GCFM method in engineering.
Niu L., Xu W., Di Paola M., Pirrotta A. (2024). Generalized complex fractional moment for the probabilistic characteristic of random vectors. ENGINEERING STRUCTURES, 318 [10.1016/j.engstruct.2024.118685].
Generalized complex fractional moment for the probabilistic characteristic of random vectors
Niu L.;Di Paola M.;Pirrotta A.
2024-11-01
Abstract
A definition of multi-variate complex quantities called Generalized Complex Fractional Moment (GCFM) based on the multi-dimensional Mellin transform is proposed in this paper, which is also related to the multi-dimensional Riesz fractional integral evaluated in zero. The equivalence property between GCFM, for both multi-dimensional probability density functions and multi-dimensional characteristic functions is established. Furthermore, a method for obtaining marginal probability distributions from GCFM is presented. The validity of the GCFM method is verified through an example involving α-stable random vectors. Additionally, another example using GCFM to reconstruct the non-stationary PDF of the stochastic dynamic system highlights the prospect of applying the GCFM method in engineering.| File | Dimensione | Formato | |
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