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Fixed point-based stability analysis of climate and Langevin models

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PLOS One Fixed point-based stability analysis of climate and Langevin models Let us define dm  𝔐 × 𝔐 ℝ as follows dmˆ𝔲, y |𝔲ˆt – yˆt|, for all 𝔲, y ∈ 𝔐. (10) Evidently, ˆ𝔐, dm represent a complete metric space. Theorem 3.2. Suppose the following presumptions are fulfilled: (r) The function Γ  t0, 𝛾 × t0, 𝛾 × ℝ ℝ is continuous on t0, 𝛾 with t0, 𝛾2, and t0, 𝛾2 × ℝ, correspondingly. (s) ∀ 𝛼, 𝜈, 𝔣 ∈ t0, 𝛾 and for every 𝔲, y ∈ 𝔐, |È𝜈1, 𝛼1, 𝔣1 – È𝜈2, 𝛼2, 𝔣2 | ≤ Maˆ𝔲, y e𝜏ˆ1  t , where Maˆ𝔲, y is defined in Definition 2.7. Then, (7) will have a Uni-Sol. Proof : Define a map Θ  𝔐 𝔐 Θ𝜈ˆt 𝜈0  S t 0 È𝜈, 𝛼, 𝔣 d℘ t ≥ 0. (11) The existence of a FP of Θ in (11) will be evidently the Uni-Sol of the Eq (7). Now utilizing (11) and the above presumptions (r) to (s), |Θ𝜈1ˆt – Θ𝜈2ˆt| V𝜈0  S t 0 È𝜈1, 𝛼1, 𝔣1 dt – 𝜈0 – S t 0 È𝜈2, 𝛼2, 𝔣2 dtV WS t 0 ŒΓˆ𝜈1, 𝛼1, 𝔣1 – È𝜈2, 𝛼2, 𝔣2‘ dtW ≤ S t 0 SÈ𝜈1, 𝛼1, 𝔣1 – È𝜈2, 𝛼2, 𝔣2S dt ≤ Maˆ𝔲, y e𝜏ˆ1  t S t 0 dt Maˆ𝔲, y e𝜏ˆ1  t ⋅ t ≤ e–𝜏Maˆ𝔲, y. As a result, dmˆΘ𝜈1, Θ𝜈2 ≤ e–𝜏Maˆ𝜔1, 𝜔2 Define 𝟋  ℝ ℝ by 𝟋ˆ𝔚 lnˆ𝔚, for 𝔚 A 0. 𝟋ˆdmˆΘ𝜈1, Θ𝜈2 ≤ 𝟋ˆe–𝜏Maˆ𝔲, y lnˆMaˆ𝔲, y – 𝜏 ln e. PLOS One https://doi.org/10.1371/journal.pone.0327488 July 3, 2025 7/ 18