<p>We present two limit theorems, a mean ergodic and a central limit theorem, for a specific class of one-dimensional diffusion processes that depend on a small-scale parameter <InlineEquation ID="IEq1"> <EquationSource Format="TEX">\(\varepsilon \)</EquationSource> <EquationSource Format="MATHML"><math> <mi>ε</mi> </math></EquationSource> </InlineEquation> and converge weakly to a homogenized diffusion process in the limit <InlineEquation ID="IEq2"> <EquationSource Format="TEX">\(\varepsilon \rightarrow 0\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ε</mi> <mo stretchy="false">→</mo> <mn>0</mn> </mrow> </math></EquationSource> </InlineEquation>. In these results, we allow for the time horizon to blow up such that <InlineEquation ID="IEq3"> <EquationSource Format="TEX">\(T_\varepsilon \rightarrow \infty \)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <msub> <mi>T</mi> <mi>ε</mi> </msub> <mo stretchy="false">→</mo> <mi>∞</mi> </mrow> </math></EquationSource> </InlineEquation> as <InlineEquation ID="IEq4"> <EquationSource Format="TEX">\(\varepsilon \rightarrow 0\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ε</mi> <mo stretchy="false">→</mo> <mn>0</mn> </mrow> </math></EquationSource> </InlineEquation>. The novelty of the results arises from the circumstance that many quantities are unbounded for <InlineEquation ID="IEq5"> <EquationSource Format="TEX">\(\varepsilon \rightarrow 0\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ε</mi> <mo stretchy="false">→</mo> <mn>0</mn> </mrow> </math></EquationSource> </InlineEquation>, so that formerly established theory is not directly applicable here and a careful investigation of all relevant <InlineEquation ID="IEq6"> <EquationSource Format="TEX">\(\varepsilon \)</EquationSource> <EquationSource Format="MATHML"><math> <mi>ε</mi> </math></EquationSource> </InlineEquation>-dependent terms is required. As a mathematical application, we then use these limit theorems to prove asymptotic properties of a minimum distance estimator for parameters in a homogenized diffusion equation.</p>

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Limit Theorems for One-Dimensional Homogenized Diffusion Processes

  • Jaroslav I. Borodavka,
  • Sebastian Krumscheid

摘要

We present two limit theorems, a mean ergodic and a central limit theorem, for a specific class of one-dimensional diffusion processes that depend on a small-scale parameter \(\varepsilon \) ε and converge weakly to a homogenized diffusion process in the limit \(\varepsilon \rightarrow 0\) ε 0 . In these results, we allow for the time horizon to blow up such that \(T_\varepsilon \rightarrow \infty \) T ε as \(\varepsilon \rightarrow 0\) ε 0 . The novelty of the results arises from the circumstance that many quantities are unbounded for \(\varepsilon \rightarrow 0\) ε 0 , so that formerly established theory is not directly applicable here and a careful investigation of all relevant \(\varepsilon \) ε -dependent terms is required. As a mathematical application, we then use these limit theorems to prove asymptotic properties of a minimum distance estimator for parameters in a homogenized diffusion equation.