带有空间色噪声的随机分数热方程的时间特性

IF 0.4 Q4 STATISTICS & PROBABILITY Theory of Probability and Mathematical Statistics Pub Date : 2024-05-10 DOI:10.1090/tpms/1209
Ran Wang, Yimin Xiao
{"title":"带有空间色噪声的随机分数热方程的时间特性","authors":"Ran Wang, Yimin Xiao","doi":"10.1090/tpms/1209","DOIUrl":null,"url":null,"abstract":"<p>Consider the stochastic partial differential equation <disp-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"StartFraction partial-differential Over partial-differential t EndFraction u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis equals minus left-parenthesis negative normal upper Delta right-parenthesis Superscript StartFraction alpha Over 2 EndFraction Baseline u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis plus b left-parenthesis u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis right-parenthesis plus sigma left-parenthesis u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis right-parenthesis ModifyingAbove upper F With dot left-parenthesis t comma bold-italic x right-parenthesis comma t greater-than-or-equal-to 0 comma bold-italic x element-of double-struck upper R Superscript d Baseline comma\">\n <mml:semantics>\n <mml:mrow>\n <mml:mfrac>\n <mml:mi mathvariant=\"normal\">∂</mml:mi>\n <mml:mrow>\n <mml:mi mathvariant=\"normal\">∂</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:mrow>\n </mml:mfrac>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>=</mml:mo>\n <mml:mo>−</mml:mo>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mo>−</mml:mo>\n <mml:mi mathvariant=\"normal\">Δ</mml:mi>\n <mml:msup>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mfrac>\n <mml:mi>α</mml:mi>\n <mml:mn>2</mml:mn>\n </mml:mfrac>\n </mml:mrow>\n </mml:msup>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>+</mml:mo>\n <mml:mi>b</mml:mi>\n <mml:mrow>\n <mml:mo>(</mml:mo>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>)</mml:mo>\n </mml:mrow>\n <mml:mo>+</mml:mo>\n <mml:mi>σ</mml:mi>\n <mml:mrow>\n <mml:mo>(</mml:mo>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>)</mml:mo>\n </mml:mrow>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mover>\n <mml:mi>F</mml:mi>\n <mml:mo>˙</mml:mo>\n </mml:mover>\n </mml:mrow>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi>t</mml:mi>\n <mml:mo>,</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>,</mml:mo>\n <mml:mspace width=\"1em\"/>\n <mml:mi>t</mml:mi>\n <mml:mo>≥</mml:mo>\n <mml:mn>0</mml:mn>\n <mml:mo>,</mml:mo>\n <mml:mspace width=\"mediummathspace\"/>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo>∈</mml:mo>\n <mml:msup>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mi mathvariant=\"double-struck\">R</mml:mi>\n </mml:mrow>\n <mml:mi>d</mml:mi>\n </mml:msup>\n <mml:mo>,</mml:mo>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">\\begin{equation*} \\frac {\\partial }{\\partial t}u_t(\\boldsymbol {x})= -(-\\Delta )^{\\frac {\\alpha }{2}}u_t(\\boldsymbol {x}) +b\\left (u_t(\\boldsymbol {x})\\right )+\\sigma \\left (u_t(\\boldsymbol {x})\\right ) \\dot F(t, \\boldsymbol {x}), \\quad t\\ge 0,\\: \\boldsymbol {x}\\in \\mathbb R^d, \\end{equation*}</mml:annotation>\n </mml:semantics>\n</mml:math>\n</disp-formula>\n where <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"minus left-parenthesis negative normal upper Delta right-parenthesis Superscript StartFraction alpha Over 2 EndFraction\">\n <mml:semantics>\n <mml:mrow>\n <mml:mo>−</mml:mo>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mo>−</mml:mo>\n <mml:mi mathvariant=\"normal\">Δ</mml:mi>\n <mml:msup>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mfrac>\n <mml:mi>α</mml:mi>\n <mml:mn>2</mml:mn>\n </mml:mfrac>\n </mml:mrow>\n </mml:msup>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">-(-\\Delta )^{\\frac {\\alpha }{2}}</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula> denotes the fractional Laplacian with power <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"StartFraction alpha Over 2 EndFraction element-of left-parenthesis one half comma 1 right-bracket\">\n <mml:semantics>\n <mml:mrow>\n <mml:mfrac>\n <mml:mi>α</mml:mi>\n <mml:mn>2</mml:mn>\n </mml:mfrac>\n <mml:mo>∈</mml:mo>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mfrac>\n <mml:mn>1</mml:mn>\n <mml:mn>2</mml:mn>\n </mml:mfrac>\n <mml:mo>,</mml:mo>\n <mml:mn>1</mml:mn>\n <mml:mo stretchy=\"false\">]</mml:mo>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">\\frac {\\alpha }{2}\\in (\\frac 12,1]</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula>, and the driving noise <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"ModifyingAbove upper F With dot\">\n <mml:semantics>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mover>\n <mml:mi>F</mml:mi>\n <mml:mo>˙</mml:mo>\n </mml:mover>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">\\dot F</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula> is a centered Gaussian field which is white in time and has a spatial homogeneous covariance given by the Riesz kernel. We study the detailed behavior of the approximation of the temporal gradient <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"u Subscript t plus epsilon Baseline left-parenthesis bold-italic x right-parenthesis minus u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis\">\n <mml:semantics>\n <mml:mrow>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mi>t</mml:mi>\n <mml:mo>+</mml:mo>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mi>ε</mml:mi>\n </mml:mrow>\n </mml:mrow>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:mo>−</mml:mo>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">u_{t+{\\varepsilon }}(\\boldsymbol {x})-u_t(\\boldsymbol {x})</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula> at any fixed <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"t greater-than 0\">\n <mml:semantics>\n <mml:mrow>\n <mml:mi>t</mml:mi>\n <mml:mo>></mml:mo>\n <mml:mn>0</mml:mn>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">t > 0</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula> and <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"bold-italic x element-of double-struck upper R Superscript d\">\n <mml:semantics>\n <mml:mrow>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo>∈</mml:mo>\n <mml:msup>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mi mathvariant=\"double-struck\">R</mml:mi>\n </mml:mrow>\n <mml:mi>d</mml:mi>\n </mml:msup>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">\\boldsymbol {x}\\in \\mathbb R^d</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula>, as <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"epsilon down-arrow 0\">\n <mml:semantics>\n <mml:mrow>\n <mml:mrow class=\"MJX-TeXAtom-ORD\">\n <mml:mi>ε</mml:mi>\n </mml:mrow>\n <mml:mo stretchy=\"false\">↓</mml:mo>\n <mml:mn>0</mml:mn>\n </mml:mrow>\n <mml:annotation encoding=\"application/x-tex\">{\\varepsilon }\\downarrow 0</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula>. As applications, we deduce Khintchin’s law of iterated logarithm, Chung’s law of iterated logarithm, and a result on the <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"q\">\n <mml:semantics>\n <mml:mi>q</mml:mi>\n <mml:annotation encoding=\"application/x-tex\">q</mml:annotation>\n </mml:semantics>\n</mml:math>\n</inline-formula>-variations of the temporal process <inline-formula content-type=\"math/mathml\">\n<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" alttext=\"left-brace u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis right-brace Subscript t greater-than-or-equal-to 0\">\n <mml:semantics>\n <mml:mrow>\n <mml:mo fence=\"false\" stretchy=\"false\">{</mml:mo>\n <mml:msub>\n <mml:mi>u</mml:mi>\n <mml:mi>t</mml:mi>\n </mml:msub>\n <mml:mo stretchy=\"false\">(</mml:mo>\n <mml:mi mathvariant=\"bold-italic\">x</mml:mi>\n <mml:mo stretchy=\"false\">)</mml:mo>\n <mml:msub>\n ","PeriodicalId":42776,"journal":{"name":"Theory of Probability and Mathematical Statistics","volume":null,"pages":null},"PeriodicalIF":0.4000,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Temporal properties of the stochastic fractional heat equation with spatially-colored noise\",\"authors\":\"Ran Wang, Yimin Xiao\",\"doi\":\"10.1090/tpms/1209\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Consider the stochastic partial differential equation <disp-formula content-type=\\\"math/mathml\\\">\\n<mml:math xmlns:mml=\\\"http://www.w3.org/1998/Math/MathML\\\" alttext=\\\"StartFraction partial-differential Over partial-differential t EndFraction u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis equals minus left-parenthesis negative normal upper Delta right-parenthesis Superscript StartFraction alpha Over 2 EndFraction Baseline u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis plus b left-parenthesis u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis right-parenthesis plus sigma left-parenthesis u Subscript t Baseline left-parenthesis bold-italic x right-parenthesis right-parenthesis ModifyingAbove upper F With dot left-parenthesis t comma bold-italic x right-parenthesis comma t greater-than-or-equal-to 0 comma bold-italic x element-of double-struck upper R Superscript d Baseline comma\\\">\\n <mml:semantics>\\n <mml:mrow>\\n <mml:mfrac>\\n <mml:mi mathvariant=\\\"normal\\\">∂</mml:mi>\\n <mml:mrow>\\n <mml:mi mathvariant=\\\"normal\\\">∂</mml:mi>\\n <mml:mi>t</mml:mi>\\n </mml:mrow>\\n </mml:mfrac>\\n <mml:msub>\\n <mml:mi>u</mml:mi>\\n <mml:mi>t</mml:mi>\\n </mml:msub>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mo>=</mml:mo>\\n <mml:mo>−</mml:mo>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mo>−</mml:mo>\\n <mml:mi mathvariant=\\\"normal\\\">Δ</mml:mi>\\n <mml:msup>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mrow class=\\\"MJX-TeXAtom-ORD\\\">\\n <mml:mfrac>\\n <mml:mi>α</mml:mi>\\n <mml:mn>2</mml:mn>\\n </mml:mfrac>\\n </mml:mrow>\\n </mml:msup>\\n <mml:msub>\\n <mml:mi>u</mml:mi>\\n <mml:mi>t</mml:mi>\\n </mml:msub>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mo>+</mml:mo>\\n <mml:mi>b</mml:mi>\\n <mml:mrow>\\n <mml:mo>(</mml:mo>\\n <mml:msub>\\n <mml:mi>u</mml:mi>\\n <mml:mi>t</mml:mi>\\n </mml:msub>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mo>)</mml:mo>\\n </mml:mrow>\\n <mml:mo>+</mml:mo>\\n <mml:mi>σ</mml:mi>\\n <mml:mrow>\\n <mml:mo>(</mml:mo>\\n <mml:msub>\\n <mml:mi>u</mml:mi>\\n <mml:mi>t</mml:mi>\\n </mml:msub>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mo>)</mml:mo>\\n </mml:mrow>\\n <mml:mrow class=\\\"MJX-TeXAtom-ORD\\\">\\n <mml:mover>\\n <mml:mi>F</mml:mi>\\n <mml:mo>˙</mml:mo>\\n </mml:mover>\\n </mml:mrow>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mi>t</mml:mi>\\n <mml:mo>,</mml:mo>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mo>,</mml:mo>\\n <mml:mspace width=\\\"1em\\\"/>\\n <mml:mi>t</mml:mi>\\n <mml:mo>≥</mml:mo>\\n <mml:mn>0</mml:mn>\\n <mml:mo>,</mml:mo>\\n <mml:mspace width=\\\"mediummathspace\\\"/>\\n <mml:mi mathvariant=\\\"bold-italic\\\">x</mml:mi>\\n <mml:mo>∈</mml:mo>\\n <mml:msup>\\n <mml:mrow class=\\\"MJX-TeXAtom-ORD\\\">\\n <mml:mi mathvariant=\\\"double-struck\\\">R</mml:mi>\\n </mml:mrow>\\n <mml:mi>d</mml:mi>\\n </mml:msup>\\n <mml:mo>,</mml:mo>\\n </mml:mrow>\\n <mml:annotation encoding=\\\"application/x-tex\\\">\\\\begin{equation*} \\\\frac {\\\\partial }{\\\\partial t}u_t(\\\\boldsymbol {x})= -(-\\\\Delta )^{\\\\frac {\\\\alpha }{2}}u_t(\\\\boldsymbol {x}) +b\\\\left (u_t(\\\\boldsymbol {x})\\\\right )+\\\\sigma \\\\left (u_t(\\\\boldsymbol {x})\\\\right ) \\\\dot F(t, \\\\boldsymbol {x}), \\\\quad t\\\\ge 0,\\\\: \\\\boldsymbol {x}\\\\in \\\\mathbb R^d, \\\\end{equation*}</mml:annotation>\\n </mml:semantics>\\n</mml:math>\\n</disp-formula>\\n where <inline-formula content-type=\\\"math/mathml\\\">\\n<mml:math xmlns:mml=\\\"http://www.w3.org/1998/Math/MathML\\\" alttext=\\\"minus left-parenthesis negative normal upper Delta right-parenthesis Superscript StartFraction alpha Over 2 EndFraction\\\">\\n <mml:semantics>\\n <mml:mrow>\\n <mml:mo>−</mml:mo>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mo>−</mml:mo>\\n <mml:mi mathvariant=\\\"normal\\\">Δ</mml:mi>\\n <mml:msup>\\n <mml:mo stretchy=\\\"false\\\">)</mml:mo>\\n <mml:mrow class=\\\"MJX-TeXAtom-ORD\\\">\\n <mml:mfrac>\\n <mml:mi>α</mml:mi>\\n <mml:mn>2</mml:mn>\\n </mml:mfrac>\\n </mml:mrow>\\n </mml:msup>\\n </mml:mrow>\\n <mml:annotation encoding=\\\"application/x-tex\\\">-(-\\\\Delta )^{\\\\frac {\\\\alpha }{2}}</mml:annotation>\\n </mml:semantics>\\n</mml:math>\\n</inline-formula> denotes the fractional Laplacian with power <inline-formula content-type=\\\"math/mathml\\\">\\n<mml:math xmlns:mml=\\\"http://www.w3.org/1998/Math/MathML\\\" alttext=\\\"StartFraction alpha Over 2 EndFraction element-of left-parenthesis one half comma 1 right-bracket\\\">\\n <mml:semantics>\\n <mml:mrow>\\n <mml:mfrac>\\n <mml:mi>α</mml:mi>\\n <mml:mn>2</mml:mn>\\n </mml:mfrac>\\n <mml:mo>∈</mml:mo>\\n <mml:mo stretchy=\\\"false\\\">(</mml:mo>\\n <mml:mfrac>\\n <mml:mn>1</mml:mn>\\n <mml:mn>2</mml:mn>\\n </mml:mfrac>\\n <mml:mo>,</mml:mo>\\n <mml:mn>1</mml:mn>\\n <mml:mo stretchy=\\\"false\\\">]</mml:mo>\\n </mml:mrow>\\n <mml:annotation encoding=\\\"application/x-tex\\\">\\\\frac {\\\\alpha }{2}\\\\in (\\\\frac 12,1]</mml:annotation>\\n </mml:semantics>\\n</mml:math>\\n</inline-formula>, and the driving noise <inline-formula content-type=\\\"math/mathml\\\">\\n<mml:math xmlns:mml=\\\"http://www.w3.org/1998/Math/MathML\\\" alttext=\\\"ModifyingAbove upper F With dot\\\">\\n <mml:semantics>\\n <mml:mrow class=\\\"MJX-TeXAtom-ORD\\\">\\n <mml:mover>\\n <mml:mi>F</mml:mi>\\n <mml:mo>˙</mml:mo>\\n </mml:mover>\\n </mml:mrow>\\n <mml:annotation encoding=\\\"application/x-tex\\\">\\\\dot F</mml:annotation>\\n </mml:semantics>\\n</mml:math>\\n</inline-formula> is a centered Gaussian field which is white in time and has a spatial homogeneous covariance given by the Riesz kernel. 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引用次数: 0

摘要

考虑随机偏微分方程 ∂ t u t ( x ) = - ( - Δ ) α 2 u t ( x ) + b ( u t ( x ) ) + σ ( u t ( x ) ) F ˙ ( t , x ) , t ≥ 0 , x∈ R d , \begin{equation*}\frac {\partial }{partial t}u_t(\boldsymbol {x})= -(-\Delta )^{frac {\alpha }{2}}u_t(\boldsymbol {x}) +b\left (u_t(\boldsymbol {x})\right ) +\sigma \left (u_t(\boldsymbol {x})\right )\dot F(t, \boldsymbol {x}), \quad t\ge 0,\:\boldsymbol {x}in \mathbb R^d, \end{equation*} 其中 - ( - Δ ) α 2 -(-\Delta )^{frac{alpha}{2}}表示分数拉普拉斯幂 α 2∈ ( 1 2 , 1 ]。 \frac {alpha }{2}\in (\frac 12,1] , 和驱动噪声 F ˙frac {alpha }{2}\in (\frac 12,1]. 驱动噪声 F ˙ \dot F 是一个居中的高斯场,在时间上是白色的,在空间上具有由 Riesz 核给出的同质协方差。我们研究在任意固定的 t > 0 t > 0 且 x∈ R d \boldsymbol {x}\in \mathbb R^d 时,时间梯度 u t + ε ( x ) - u t ( x ) u_{t+{\varepsilon }}(\boldsymbol{x})-u_t(\boldsymbol{x})近似的详细行为,当 ε ↓ 0 {\varepsilon }\downarrow 0 时。作为应用,我们推导出 Khintchin 的迭代对数定律、Chung 的迭代对数定律,以及关于时间过程 { u t ( x ) 的 q q - 变量的结果。
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Temporal properties of the stochastic fractional heat equation with spatially-colored noise

Consider the stochastic partial differential equation t u t ( x ) = ( Δ ) α 2 u t ( x ) + b ( u t ( x ) ) + σ ( u t ( x ) ) F ˙ ( t , x ) , t 0 , x R d , \begin{equation*} \frac {\partial }{\partial t}u_t(\boldsymbol {x})= -(-\Delta )^{\frac {\alpha }{2}}u_t(\boldsymbol {x}) +b\left (u_t(\boldsymbol {x})\right )+\sigma \left (u_t(\boldsymbol {x})\right ) \dot F(t, \boldsymbol {x}), \quad t\ge 0,\: \boldsymbol {x}\in \mathbb R^d, \end{equation*} where ( Δ ) α 2 -(-\Delta )^{\frac {\alpha }{2}} denotes the fractional Laplacian with power α 2 ( 1 2 , 1 ] \frac {\alpha }{2}\in (\frac 12,1] , and the driving noise F ˙ \dot F is a centered Gaussian field which is white in time and has a spatial homogeneous covariance given by the Riesz kernel. We study the detailed behavior of the approximation of the temporal gradient u t + ε ( x ) u t ( x ) u_{t+{\varepsilon }}(\boldsymbol {x})-u_t(\boldsymbol {x}) at any fixed t > 0 t > 0 and x R d \boldsymbol {x}\in \mathbb R^d , as ε 0 {\varepsilon }\downarrow 0 . As applications, we deduce Khintchin’s law of iterated logarithm, Chung’s law of iterated logarithm, and a result on the q q -variations of the temporal process { u t ( x )

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Bounded in the mean and stationary solutions of second-order difference equations with operator coefficients Characterization of the least squares estimator: Mis-specified multivariate isotonic regression model with dependent errors Full inference for the anisotropic fractional Brownian field The Burgers-type equation driven by a stochastic measure Temporal properties of the stochastic fractional heat equation with spatially-colored noise
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