0次ホールド機構の周波数特性

はじめに

信号処理や制御工学では実用上、ディジタル計算機で実現するために連続時間信号をAD変換して離散領域で演算した後、DA変換して連続系である制御対象に入力する。よって手を加える前の物理系に於いて入力と制御対象の間に0次ホールド回路と演算回路が挟まった形になる。本記事では0次ホールド回路を通過した正弦波のスペクトラムについて考察する。

“0次ホールド機構の周波数特性” の続きを読む

LDL分解のrank-one更新の導出

\[ % general purpose \newcommand{\ctext}[1]{\raise0.2ex\hbox{\textcircled{\scriptsize{#1}}}} % mathematics % general purpose \DeclarePairedDelimiterX{\parens}[1]{\lparen}{\rparen}{#1} \DeclarePairedDelimiterX{\braces}[1]{\lbrace}{\rbrace}{#1} \DeclarePairedDelimiterX{\bracks}[1]{\lbrack}{\rbrack}{#1} \DeclarePairedDelimiterX{\verts}[1]{|}{|}{#1} \DeclarePairedDelimiterX{\Verts}[1]{\|}{\|}{#1} \newcommand{\as}{{\quad\textrm{as}\quad}} \newcommand{\st}{{\textrm{ s.t. }}} \DeclarePairedDelimiterX{\setComprehension}[2]{\lbrace}{\rbrace}{#1\,\delimsize\vert\,#2} \newcommand{\naturalNumbers}{\mathbb{N}} \newcommand{\integers}{\mathbb{Z}} \newcommand{\rationalNumbers}{\mathbb{Q}} \newcommand{\realNumbers}{\mathbb{R}} \newcommand{\complexNumbers}{\mathbb{C}} \newcommand{\field}{\mathbb{F}} \newcommand{\func}[2]{{#1}\parens*{#2}} \newcommand*{\argmax}{\operatorname*{arg~max}} \newcommand*{\argmin}{\operatorname*{arg~min}} % set theory \newcommand{\range}[2]{\braces*{#1,\dotsc,#2}} \providecommand{\complement}{}\renewcommand{\complement}{\mathrm{c}} \newcommand{\ind}[2]{\mathbbm{1}_{#1}\parens*{#2}} \newcommand{\indII}[1]{\mathbbm{1}\braces*{#1}} % number theory \newcommand{\abs}[1]{\verts*{#1}} \newcommand{\combi}[2]{{_{#1}\mathrm{C}_{#2}}} \newcommand{\perm}[2]{{_{#1}\mathrm{P}_{#2}}} \newcommand{\GaloisField}[1]{\mathrm{GF}\parens*{#1}} % analysis \newcommand{\NapierE}{\mathrm{e}} \newcommand{\sgn}[1]{\operatorname{sgn}\parens*{#1}} \newcommand*{\rect}{\operatorname{rect}} \newcommand{\cl}[1]{\operatorname{cl}#1} \newcommand{\Img}[1]{\operatorname{Img}\parens*{#1}} \newcommand{\dom}[1]{\operatorname{dom}\parens*{#1}} \newcommand{\norm}[1]{\Verts*{#1}} \newcommand{\floor}[1]{\left\lfloor#1\right\rfloor} \newcommand{\ceil}[1]{\left\lceil#1\right\rceil} \newcommand{\expo}[1]{\exp\parens*{#1}} \newcommand*{\sinc}{\operatorname{sinc}} \newcommand*{\nsinc}{\operatorname{nsinc}} \newcommand{\GammaFunc}[1]{\Gamma\parens*{#1}} \newcommand*{\erf}{\operatorname{erf}} % inverse trigonometric functions \newcommand{\asin}[1]{\operatorname{Sin}^{-1}{#1}} \newcommand{\acos}[1]{\operatorname{Cos}^{-1}{#1}} \newcommand{\atan}[1]{\operatorname{{Tan}^{-1}}{#1}} \newcommand{\atanEx}[2]{\atan{\parens*{#1,#2}}} % convolution \newcommand{\cycConv}[2]{{#1}\underset{\text{cyc}}{*}{#2}} % derivative \newcommand{\deriv}[3]{\frac{\operatorname{d}^{#3}#1}{\operatorname{d}{#2}^{#3}}} \newcommand{\derivLong}[3]{\frac{\operatorname{d}^{#3}}{\operatorname{d}{#2}^{#3}}#1} \newcommand{\partDeriv}[3]{\frac{\operatorname{\partial}^{#3}#1}{\operatorname{\partial}{#2}^{#3}}} \newcommand{\partDerivLong}[3]{\frac{\operatorname{\partial}^{#3}}{\operatorname{\partial}{#2}^{#3}}#1} \newcommand{\partDerivIIHetero}[3]{\frac{\operatorname{\partial}^2#1}{\partial#2\operatorname{\partial}#3}} \newcommand{\partDerivIIHeteroLong}[3]{{\frac{\operatorname{\partial}^2}{\partial#2\operatorname{\partial}#3}#1}} % integral \newcommand{\integrate}[5]{\int_{#1}^{#2}{#3}{\mathrm{d}^{#4}}#5} \newcommand{\LebInteg}[4]{\int_{#1} {#2} {#3}\parens*{\mathrm{d}#4}} % complex analysis \newcommand{\conj}[1]{\overline{#1}} \providecommand{\Re}{}\renewcommand{\Re}[1]{{\operatorname{Re}{\parens*{#1}}}} \providecommand{\Im}{}\renewcommand{\Im}[1]{{\operatorname{Im}{\parens*{#1}}}} \newcommand*{\Arg}{\operatorname{Arg}} \newcommand*{\Log}{\operatorname{Log}} % Laplace transform \newcommand{\LPLC}[1]{\operatorname{\mathcal{L}}\parens*{#1}} \newcommand{\ILPLC}[1]{\operatorname{\mathcal{L}}^{-1}\parens*{#1}} % Discrete Fourier Transform \newcommand{\DFT}[1]{\mathrm{DFT}\parens*{#1}} % Z transform \newcommand{\ZTrans}[1]{\operatorname{\mathcal{Z}}\parens*{#1}} \newcommand{\IZTrans}[1]{\operatorname{\mathcal{Z}}^{-1}\parens*{#1}} % linear algebra \newcommand{\bm}[1]{{\boldsymbol{#1}}} \newcommand{\matEntry}[3]{#1\bracks*{#2}\bracks*{#3}} \newcommand{\matPart}[5]{\matEntry{#1}{#2:#3}{#4:#5}} \newcommand{\diag}[1]{\operatorname{diag}\parens*{#1}} \newcommand{\tr}[1]{\operatorname{tr}{\parens*{#1}}} \newcommand{\inprod}[2]{\left\langle#1,#2\right\rangle} \newcommand{\HadamardProd}{\odot} \newcommand{\HadamardDiv}{\oslash} \newcommand{\Span}[1]{\operatorname{span}\bracks*{#1}} \newcommand{\Ker}[1]{\operatorname{Ker}\parens*{#1}} \newcommand{\rank}[1]{\operatorname{rank}\parens*{#1}} % vector % unit vector \newcommand{\vix}{\bm{i}_x} \newcommand{\viy}{\bm{i}_y} \newcommand{\viz}{\bm{i}_z} % probability theory \newcommand{\PDF}[2]{\operatorname{PDF}\bracks*{#1,\;#2}} \newcommand{\Ber}[1]{\operatorname{Ber}\parens*{#1}} \newcommand{\Beta}[2]{\operatorname{Beta}\parens*{#1,#2}} \newcommand{\ExpDist}[1]{\operatorname{ExpDist}\parens*{#1}} \newcommand{\ErlangDist}[2]{\operatorname{ErlangDist}\parens*{#1,#2}} \newcommand{\PoissonDist}[1]{\operatorname{PoissonDist}\parens*{#1}} \newcommand{\GammaDist}[2]{\operatorname{Gamma}\parens*{#1,#2}} \newcommand{\cind}[2]{\ind{#1\left| #2\right.}} % conditional indicator function \providecommand{\Pr}{}\renewcommand{\Pr}[1]{\operatorname{Pr}\parens*{#1}} \DeclarePairedDelimiterX{\cPrParens}[2]{(}{)}{#1\,\delimsize\vert\,#2} \newcommand{\cPr}[2]{\operatorname{Pr}\cPrParens{#1}{#2}} \newcommand{\E}[2]{\operatorname{E}_{#1}\bracks*{#2}} \newcommand{\cE}[3]{\E{#1}{\left.#2\right|#3}} \newcommand{\Var}[2]{\operatorname{Var}_{#1}\bracks*{#2}} \newcommand{\Cov}[2]{\operatorname{Cov}\bracks*{#1,#2}} \newcommand{\CovMat}[1]{\operatorname{Cov}\bracks*{#1}} % graph theory \newcommand{\neighborhood}{\mathcal{N}} % programming \newcommand{\plpl}{\mathrel{++}} \newcommand{\pleq}{\mathrel{+}=} \newcommand{\asteq}{\mathrel{*}=} \]

はじめに

$n\times n$行列$A$のLDL分解の計算量は$O(n^3)$であるが、$A$の分解が既に得られているとき、$A+\bm{x}\bm{x}^*$の分解を$O(n^2)$の計算量で求めることができる。本記事ではこの方法を導出する。

“LDL分解のrank-one更新の導出” の続きを読む

Cholesky分解のrank-one updateの導出

\[ % general purpose \newcommand{\ctext}[1]{\raise0.2ex\hbox{\textcircled{\scriptsize{#1}}}} % mathematics % general purpose \DeclarePairedDelimiterX{\parens}[1]{\lparen}{\rparen}{#1} \DeclarePairedDelimiterX{\braces}[1]{\lbrace}{\rbrace}{#1} \DeclarePairedDelimiterX{\bracks}[1]{\lbrack}{\rbrack}{#1} \DeclarePairedDelimiterX{\verts}[1]{|}{|}{#1} \DeclarePairedDelimiterX{\Verts}[1]{\|}{\|}{#1} \newcommand{\as}{{\quad\textrm{as}\quad}} \newcommand{\st}{{\textrm{ s.t. }}} \DeclarePairedDelimiterX{\setComprehension}[2]{\lbrace}{\rbrace}{#1\,\delimsize\vert\,#2} \newcommand{\naturalNumbers}{\mathbb{N}} \newcommand{\integers}{\mathbb{Z}} \newcommand{\rationalNumbers}{\mathbb{Q}} \newcommand{\realNumbers}{\mathbb{R}} \newcommand{\complexNumbers}{\mathbb{C}} \newcommand{\field}{\mathbb{F}} \newcommand{\func}[2]{{#1}\parens*{#2}} \newcommand*{\argmax}{\operatorname*{arg~max}} \newcommand*{\argmin}{\operatorname*{arg~min}} % set theory \newcommand{\range}[2]{\braces*{#1,\dotsc,#2}} \providecommand{\complement}{}\renewcommand{\complement}{\mathrm{c}} \newcommand{\ind}[2]{\mathbbm{1}_{#1}\parens*{#2}} \newcommand{\indII}[1]{\mathbbm{1}\braces*{#1}} % number theory \newcommand{\abs}[1]{\verts*{#1}} \newcommand{\combi}[2]{{_{#1}\mathrm{C}_{#2}}} \newcommand{\perm}[2]{{_{#1}\mathrm{P}_{#2}}} \newcommand{\GaloisField}[1]{\mathrm{GF}\parens*{#1}} % analysis \newcommand{\NapierE}{\mathrm{e}} \newcommand{\sgn}[1]{\operatorname{sgn}\parens*{#1}} \newcommand*{\rect}{\operatorname{rect}} \newcommand{\cl}[1]{\operatorname{cl}#1} \newcommand{\Img}[1]{\operatorname{Img}\parens*{#1}} \newcommand{\dom}[1]{\operatorname{dom}\parens*{#1}} \newcommand{\norm}[1]{\Verts*{#1}} \newcommand{\floor}[1]{\left\lfloor#1\right\rfloor} \newcommand{\ceil}[1]{\left\lceil#1\right\rceil} \newcommand{\expo}[1]{\exp\parens*{#1}} \newcommand*{\sinc}{\operatorname{sinc}} \newcommand*{\nsinc}{\operatorname{nsinc}} \newcommand{\GammaFunc}[1]{\Gamma\parens*{#1}} \newcommand*{\erf}{\operatorname{erf}} % inverse trigonometric functions \newcommand{\asin}[1]{\operatorname{Sin}^{-1}{#1}} \newcommand{\acos}[1]{\operatorname{Cos}^{-1}{#1}} \newcommand{\atan}[1]{\operatorname{{Tan}^{-1}}{#1}} \newcommand{\atanEx}[2]{\atan{\parens*{#1,#2}}} % convolution \newcommand{\cycConv}[2]{{#1}\underset{\text{cyc}}{*}{#2}} % derivative \newcommand{\deriv}[3]{\frac{\operatorname{d}^{#3}#1}{\operatorname{d}{#2}^{#3}}} \newcommand{\derivLong}[3]{\frac{\operatorname{d}^{#3}}{\operatorname{d}{#2}^{#3}}#1} \newcommand{\partDeriv}[3]{\frac{\operatorname{\partial}^{#3}#1}{\operatorname{\partial}{#2}^{#3}}} \newcommand{\partDerivLong}[3]{\frac{\operatorname{\partial}^{#3}}{\operatorname{\partial}{#2}^{#3}}#1} \newcommand{\partDerivIIHetero}[3]{\frac{\operatorname{\partial}^2#1}{\partial#2\operatorname{\partial}#3}} \newcommand{\partDerivIIHeteroLong}[3]{{\frac{\operatorname{\partial}^2}{\partial#2\operatorname{\partial}#3}#1}} % integral \newcommand{\integrate}[5]{\int_{#1}^{#2}{#3}{\mathrm{d}^{#4}}#5} \newcommand{\LebInteg}[4]{\int_{#1} {#2} {#3}\parens*{\mathrm{d}#4}} % complex analysis \newcommand{\conj}[1]{\overline{#1}} \providecommand{\Re}{}\renewcommand{\Re}[1]{{\operatorname{Re}{\parens*{#1}}}} \providecommand{\Im}{}\renewcommand{\Im}[1]{{\operatorname{Im}{\parens*{#1}}}} \newcommand*{\Arg}{\operatorname{Arg}} \newcommand*{\Log}{\operatorname{Log}} % Laplace transform \newcommand{\LPLC}[1]{\operatorname{\mathcal{L}}\parens*{#1}} \newcommand{\ILPLC}[1]{\operatorname{\mathcal{L}}^{-1}\parens*{#1}} % Discrete Fourier Transform \newcommand{\DFT}[1]{\mathrm{DFT}\parens*{#1}} % Z transform \newcommand{\ZTrans}[1]{\operatorname{\mathcal{Z}}\parens*{#1}} \newcommand{\IZTrans}[1]{\operatorname{\mathcal{Z}}^{-1}\parens*{#1}} % linear algebra \newcommand{\bm}[1]{{\boldsymbol{#1}}} \newcommand{\matEntry}[3]{#1\bracks*{#2}\bracks*{#3}} \newcommand{\matPart}[5]{\matEntry{#1}{#2:#3}{#4:#5}} \newcommand{\diag}[1]{\operatorname{diag}\parens*{#1}} \newcommand{\tr}[1]{\operatorname{tr}{\parens*{#1}}} \newcommand{\inprod}[2]{\left\langle#1,#2\right\rangle} \newcommand{\HadamardProd}{\odot} \newcommand{\HadamardDiv}{\oslash} \newcommand{\Span}[1]{\operatorname{span}\bracks*{#1}} \newcommand{\Ker}[1]{\operatorname{Ker}\parens*{#1}} \newcommand{\rank}[1]{\operatorname{rank}\parens*{#1}} % vector % unit vector \newcommand{\vix}{\bm{i}_x} \newcommand{\viy}{\bm{i}_y} \newcommand{\viz}{\bm{i}_z} % probability theory \newcommand{\PDF}[2]{\operatorname{PDF}\bracks*{#1,\;#2}} \newcommand{\Ber}[1]{\operatorname{Ber}\parens*{#1}} \newcommand{\Beta}[2]{\operatorname{Beta}\parens*{#1,#2}} \newcommand{\ExpDist}[1]{\operatorname{ExpDist}\parens*{#1}} \newcommand{\ErlangDist}[2]{\operatorname{ErlangDist}\parens*{#1,#2}} \newcommand{\PoissonDist}[1]{\operatorname{PoissonDist}\parens*{#1}} \newcommand{\GammaDist}[2]{\operatorname{Gamma}\parens*{#1,#2}} \newcommand{\cind}[2]{\ind{#1\left| #2\right.}} % conditional indicator function \providecommand{\Pr}{}\renewcommand{\Pr}[1]{\operatorname{Pr}\parens*{#1}} \DeclarePairedDelimiterX{\cPrParens}[2]{(}{)}{#1\,\delimsize\vert\,#2} \newcommand{\cPr}[2]{\operatorname{Pr}\cPrParens{#1}{#2}} \newcommand{\E}[2]{\operatorname{E}_{#1}\bracks*{#2}} \newcommand{\cE}[3]{\E{#1}{\left.#2\right|#3}} \newcommand{\Var}[2]{\operatorname{Var}_{#1}\bracks*{#2}} \newcommand{\Cov}[2]{\operatorname{Cov}\bracks*{#1,#2}} \newcommand{\CovMat}[1]{\operatorname{Cov}\bracks*{#1}} % graph theory \newcommand{\neighborhood}{\mathcal{N}} % programming \newcommand{\plpl}{\mathrel{++}} \newcommand{\pleq}{\mathrel{+}=} \newcommand{\asteq}{\mathrel{*}=} \]

はじめに

$n\times n$行列$A$のCholesky分解の計算量は$O(n^3)$であるが、$A$の分解が既に得られているとき、$A+\bm{x}\bm{x}^*$の分解を$O(n^2)$の計算量で求めることができる。本記事ではこの方法を導出する。

“Cholesky分解のrank-one updateの導出” の続きを読む

過去サンプルのDFTの再帰的計算

\[ % general purpose \newcommand{\ctext}[1]{\raise0.2ex\hbox{\textcircled{\scriptsize{#1}}}} % mathematics % general purpose \DeclarePairedDelimiterX{\parens}[1]{\lparen}{\rparen}{#1} \DeclarePairedDelimiterX{\braces}[1]{\lbrace}{\rbrace}{#1} \DeclarePairedDelimiterX{\bracks}[1]{\lbrack}{\rbrack}{#1} \DeclarePairedDelimiterX{\verts}[1]{|}{|}{#1} \DeclarePairedDelimiterX{\Verts}[1]{\|}{\|}{#1} \newcommand{\as}{{\quad\textrm{as}\quad}} \newcommand{\st}{{\textrm{ s.t. }}} \DeclarePairedDelimiterX{\setComprehension}[2]{\lbrace}{\rbrace}{#1\,\delimsize\vert\,#2} \newcommand{\naturalNumbers}{\mathbb{N}} \newcommand{\integers}{\mathbb{Z}} \newcommand{\rationalNumbers}{\mathbb{Q}} \newcommand{\realNumbers}{\mathbb{R}} \newcommand{\complexNumbers}{\mathbb{C}} \newcommand{\field}{\mathbb{F}} \newcommand{\func}[2]{{#1}\parens*{#2}} \newcommand*{\argmax}{\operatorname*{arg~max}} \newcommand*{\argmin}{\operatorname*{arg~min}} % set theory \newcommand{\range}[2]{\braces*{#1,\dotsc,#2}} \providecommand{\complement}{}\renewcommand{\complement}{\mathrm{c}} \newcommand{\ind}[2]{\mathbbm{1}_{#1}\parens*{#2}} \newcommand{\indII}[1]{\mathbbm{1}\braces*{#1}} % number theory \newcommand{\abs}[1]{\verts*{#1}} \newcommand{\combi}[2]{{_{#1}\mathrm{C}_{#2}}} \newcommand{\perm}[2]{{_{#1}\mathrm{P}_{#2}}} \newcommand{\GaloisField}[1]{\mathrm{GF}\parens*{#1}} % analysis \newcommand{\NapierE}{\mathrm{e}} \newcommand{\sgn}[1]{\operatorname{sgn}\parens*{#1}} \newcommand*{\rect}{\operatorname{rect}} \newcommand{\cl}[1]{\operatorname{cl}#1} \newcommand{\Img}[1]{\operatorname{Img}\parens*{#1}} \newcommand{\dom}[1]{\operatorname{dom}\parens*{#1}} \newcommand{\norm}[1]{\Verts*{#1}} \newcommand{\floor}[1]{\left\lfloor#1\right\rfloor} \newcommand{\ceil}[1]{\left\lceil#1\right\rceil} \newcommand{\expo}[1]{\exp\parens*{#1}} \newcommand*{\sinc}{\operatorname{sinc}} \newcommand*{\nsinc}{\operatorname{nsinc}} \newcommand{\GammaFunc}[1]{\Gamma\parens*{#1}} \newcommand*{\erf}{\operatorname{erf}} % inverse trigonometric functions \newcommand{\asin}[1]{\operatorname{Sin}^{-1}{#1}} \newcommand{\acos}[1]{\operatorname{Cos}^{-1}{#1}} \newcommand{\atan}[1]{\operatorname{{Tan}^{-1}}{#1}} \newcommand{\atanEx}[2]{\atan{\parens*{#1,#2}}} % convolution \newcommand{\cycConv}[2]{{#1}\underset{\text{cyc}}{*}{#2}} % derivative \newcommand{\deriv}[3]{\frac{\operatorname{d}^{#3}#1}{\operatorname{d}{#2}^{#3}}} \newcommand{\derivLong}[3]{\frac{\operatorname{d}^{#3}}{\operatorname{d}{#2}^{#3}}#1} \newcommand{\partDeriv}[3]{\frac{\operatorname{\partial}^{#3}#1}{\operatorname{\partial}{#2}^{#3}}} \newcommand{\partDerivLong}[3]{\frac{\operatorname{\partial}^{#3}}{\operatorname{\partial}{#2}^{#3}}#1} \newcommand{\partDerivIIHetero}[3]{\frac{\operatorname{\partial}^2#1}{\partial#2\operatorname{\partial}#3}} \newcommand{\partDerivIIHeteroLong}[3]{{\frac{\operatorname{\partial}^2}{\partial#2\operatorname{\partial}#3}#1}} % integral \newcommand{\integrate}[5]{\int_{#1}^{#2}{#3}{\mathrm{d}^{#4}}#5} \newcommand{\LebInteg}[4]{\int_{#1} {#2} {#3}\parens*{\mathrm{d}#4}} % complex analysis \newcommand{\conj}[1]{\overline{#1}} \providecommand{\Re}{}\renewcommand{\Re}[1]{{\operatorname{Re}{\parens*{#1}}}} \providecommand{\Im}{}\renewcommand{\Im}[1]{{\operatorname{Im}{\parens*{#1}}}} \newcommand*{\Arg}{\operatorname{Arg}} \newcommand*{\Log}{\operatorname{Log}} % Laplace transform \newcommand{\LPLC}[1]{\operatorname{\mathcal{L}}\parens*{#1}} \newcommand{\ILPLC}[1]{\operatorname{\mathcal{L}}^{-1}\parens*{#1}} % Discrete Fourier Transform \newcommand{\DFT}[1]{\mathrm{DFT}\parens*{#1}} % Z transform \newcommand{\ZTrans}[1]{\operatorname{\mathcal{Z}}\parens*{#1}} \newcommand{\IZTrans}[1]{\operatorname{\mathcal{Z}}^{-1}\parens*{#1}} % linear algebra \newcommand{\bm}[1]{{\boldsymbol{#1}}} \newcommand{\matEntry}[3]{#1\bracks*{#2}\bracks*{#3}} \newcommand{\matPart}[5]{\matEntry{#1}{#2:#3}{#4:#5}} \newcommand{\diag}[1]{\operatorname{diag}\parens*{#1}} \newcommand{\tr}[1]{\operatorname{tr}{\parens*{#1}}} \newcommand{\inprod}[2]{\left\langle#1,#2\right\rangle} \newcommand{\HadamardProd}{\odot} \newcommand{\HadamardDiv}{\oslash} \newcommand{\Span}[1]{\operatorname{span}\bracks*{#1}} \newcommand{\Ker}[1]{\operatorname{Ker}\parens*{#1}} \newcommand{\rank}[1]{\operatorname{rank}\parens*{#1}} % vector % unit vector \newcommand{\vix}{\bm{i}_x} \newcommand{\viy}{\bm{i}_y} \newcommand{\viz}{\bm{i}_z} % probability theory \newcommand{\PDF}[2]{\operatorname{PDF}\bracks*{#1,\;#2}} \newcommand{\Ber}[1]{\operatorname{Ber}\parens*{#1}} \newcommand{\Beta}[2]{\operatorname{Beta}\parens*{#1,#2}} \newcommand{\ExpDist}[1]{\operatorname{ExpDist}\parens*{#1}} \newcommand{\ErlangDist}[2]{\operatorname{ErlangDist}\parens*{#1,#2}} \newcommand{\PoissonDist}[1]{\operatorname{PoissonDist}\parens*{#1}} \newcommand{\GammaDist}[2]{\operatorname{Gamma}\parens*{#1,#2}} \newcommand{\cind}[2]{\ind{#1\left| #2\right.}} % conditional indicator function \providecommand{\Pr}{}\renewcommand{\Pr}[1]{\operatorname{Pr}\parens*{#1}} \DeclarePairedDelimiterX{\cPrParens}[2]{(}{)}{#1\,\delimsize\vert\,#2} \newcommand{\cPr}[2]{\operatorname{Pr}\cPrParens{#1}{#2}} \newcommand{\E}[2]{\operatorname{E}_{#1}\bracks*{#2}} \newcommand{\cE}[3]{\E{#1}{\left.#2\right|#3}} \newcommand{\Var}[2]{\operatorname{Var}_{#1}\bracks*{#2}} \newcommand{\Cov}[2]{\operatorname{Cov}\bracks*{#1,#2}} \newcommand{\CovMat}[1]{\operatorname{Cov}\bracks*{#1}} % graph theory \newcommand{\neighborhood}{\mathcal{N}} % programming \newcommand{\plpl}{\mathrel{++}} \newcommand{\pleq}{\mathrel{+}=} \newcommand{\asteq}{\mathrel{*}=} \]

はじめに

信号処理に於いて、時刻 $n$ 毎に直近 $N$ 個のサンプルの(時間的に逆向きの)DFTを計算したい状況がある。例えばDCTによる近似的な直交変換 LMS (Least Mean Square) アルゴリズムがそうである。その際に毎度 $N$ 点FFTを実行すると毎時刻 $O(N\log N)$ の計算量となる。しかし実は漸化式を用いてこれを回避し、毎度 $O(N)$ の計算量とする方法がある([1] p65)。本記事ではこれについて述べ、Mathematicaによる数値例を載せる。

“過去サンプルのDFTの再帰的計算” の続きを読む