Table 3 Description of BELBFM Components and their interactions.
Block | Equation | Unit | Role | Inputs | Output |
|---|---|---|---|---|---|
Sensory input (SC) | (2) | – | Receives and labels input signals | V10, U10, V100, U100 | \(\:{SI}_{t}^{S}\) |
Thalamus (TH) | (3) | – | Generates wind speed values | \(\:{SI}_{t}^{S}\) | \(\:{TH}_{t}^{S}\) |
Sensory cortex (SC) | – | Generates and distributes input-target vectors | \(\:{TH}_{t}^{S}\) | \(\:{SC}_{t}^{O1}\), \(\:{SC}_{t}^{O2}\), \(\:{SC}_{t}^{A}\) | |
Orbitofrontal cortex (OFC) | MLP model | O1 | Basic memory unit trained on 10 m wind speed data | \(\:{SC}_{t}^{O1}\) | \(\:{O1}_{t}\) |
MLP model | O2 | Basic memory unit trained on 100 m wind speed data | \(\:{SC}_{t}^{O2}\) | \(\:{O2}_{t}\) | |
(10) | WO1 | Functional memory associated with O1 | \(\:{Z}_{t}^{(O1,S)}\) | \(\:{{W}{O}1}_{t}\) | |
(11) | WO2 | Functional memory associated with O2 | \(\:{Z}_{t}^{(O2,S)}\) | \(\:{{W}{O}2}_{t}\) | |
Amygdala (AMIG) | MLP model | A | Basic memory unit trained on both 10 and 100 m wind speed data | \(\:{SC}_{t}^{A}\) | \(\:{A}_{t}\) |
(12) | WA | Functional memory associated with A | \(\:{Z}_{t}^{(A,S)}\) | \(\:{{W}{A}}_{t}\) | |
F | Fuses the results to generate the final output of the model | \(\:{O1}_{t}\), \(\:{O2}_{t}\), \(\:{A}_{t}\) \(\:{{W}{O}1}_{t}\), \(\:{{W}{O}2}_{t}\), \(\:{{W}{A}}_{t}\) | \(\:{F}_{t}^{S}\) |
