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부호율-변형 이론 - 위키백과, 우리 모두의 백과사전

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class="mw-page-container-inner"> <div class="vector-sitenotice-container"> <div id="siteNotice"><!-- CentralNotice --></div> </div> <div class="vector-column-start"> <div class="vector-main-menu-container"> <div id="mw-navigation"> <nav id="mw-panel" class="vector-main-menu-landmark" aria-label="사이트"> <div id="vector-main-menu-pinned-container" class="vector-pinned-container"> </div> </nav> </div> </div> <div class="vector-sticky-pinned-container"> <nav id="mw-panel-toc" aria-label="목차" data-event-name="ui.sidebar-toc" class="mw-table-of-contents-container vector-toc-landmark"> <div id="vector-toc-pinned-container" class="vector-pinned-container"> <div id="vector-toc" class="vector-toc vector-pinnable-element"> <div class="vector-pinnable-header vector-toc-pinnable-header vector-pinnable-header-pinned" data-feature-name="toc-pinned" data-pinnable-element-id="vector-toc" > <h2 class="vector-pinnable-header-label">목차</h2> <button class="vector-pinnable-header-toggle-button 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<span class="date-container">(<small><span class="date">2013년 3월</span></small>)</span></div></td></tr></tbody></table> <p><b>부호율-변형 이론</b>은 <a href="/wiki/%EC%86%90%EC%8B%A4%EC%95%95%EC%B6%95" class="mw-redirect" title="손실압축">손실압축</a> <a href="/wiki/%EC%A0%95%EB%B3%B4%EC%9D%B4%EB%A1%A0" class="mw-redirect" title="정보이론">정보이론</a>의 주요 줄기이다. 이 이론은 주어진 변형값인 <span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle D}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <mi>D</mi> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle D}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/f34a0c600395e5d4345287e21fb26efd386990e6" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -0.338ex; width:1.924ex; height:2.176ex;" alt="{\displaystyle D}"></span>를 가지면서 보낼 수 있는 최소의 부호율(엔트로피 또는 정보)인 <span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle R}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <mi>R</mi> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle R}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/4b0bfb3769bf24d80e15374dc37b0441e2616e33" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -0.338ex; width:1.764ex; height:2.176ex;" alt="{\displaystyle R}"></span>을 알려주고 있다. </p> <div class="mw-heading mw-heading2"><h2 id="개요"><span id=".EA.B0.9C.EC.9A.94"></span>개요</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=%EB%B6%80%ED%98%B8%EC%9C%A8-%EB%B3%80%ED%98%95_%EC%9D%B4%EB%A1%A0&amp;action=edit&amp;section=1" title="부분 편집: 개요"><span>편집</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>부호율-변형 이론은 손실 압축을 이용하여 얼마 만큼 압축할 수 있는지에 관한 이론적 한계를 말해준다. </p> <div class="mw-heading mw-heading2"><h2 id="수학적_모델링"><span id=".EC.88.98.ED.95.99.EC.A0.81_.EB.AA.A8.EB.8D.B8.EB.A7.81"></span>수학적 모델링</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=%EB%B6%80%ED%98%B8%EC%9C%A8-%EB%B3%80%ED%98%95_%EC%9D%B4%EB%A1%A0&amp;action=edit&amp;section=2" title="부분 편집: 수학적 모델링"><span>편집</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>가우시안이고 i.i.d인 신호 <span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle x}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <mi>x</mi> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle x}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/87f9e315fd7e2ba406057a97300593c4802b53e4" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -0.338ex; width:1.33ex; height:1.676ex;" alt="{\displaystyle x}"></span>에 대한 부호율-변형 함수는 다음과 같이 주어진다. </p> <dl><dd><span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle R(D)=\left\{{\begin{matrix}{\frac {1}{2}}\log _{2}(\sigma _{x}^{2}/D),&amp;{\mbox{if }}D\leq \sigma _{x}^{2}\\\\0,&amp;{\mbox{if }}D&gt;\sigma _{x}^{2}\end{matrix}}\right.}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <mi>R</mi> <mo stretchy="false">(</mo> <mi>D</mi> <mo stretchy="false">)</mo> <mo>=</mo> <mrow> <mo>{</mo> <mrow class="MJX-TeXAtom-ORD"> <mtable rowspacing="4pt" columnspacing="1em"> <mtr> <mtd> <mrow class="MJX-TeXAtom-ORD"> <mfrac> <mn>1</mn> <mn>2</mn> </mfrac> </mrow> <msub> <mi>log</mi> <mrow class="MJX-TeXAtom-ORD"> <mn>2</mn> </mrow> </msub> <mo>&#x2061;<!-- ⁡ --></mo> <mo stretchy="false">(</mo> <msubsup> <mi>&#x03C3;<!-- σ --></mi> <mrow class="MJX-TeXAtom-ORD"> <mi>x</mi> </mrow> <mrow class="MJX-TeXAtom-ORD"> <mn>2</mn> </mrow> </msubsup> <mrow class="MJX-TeXAtom-ORD"> <mo>/</mo> </mrow> <mi>D</mi> <mo stretchy="false">)</mo> <mo>,</mo> </mtd> <mtd> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="false" scriptlevel="0"> <mtext>if&#xA0;</mtext> </mstyle> </mrow> <mi>D</mi> <mo>&#x2264;<!-- ≤ --></mo> <msubsup> <mi>&#x03C3;<!-- σ --></mi> <mrow class="MJX-TeXAtom-ORD"> <mi>x</mi> </mrow> <mrow class="MJX-TeXAtom-ORD"> <mn>2</mn> </mrow> </msubsup> </mtd> </mtr> <mtr> <mtd /> </mtr> <mtr> <mtd> <mn>0</mn> <mo>,</mo> </mtd> <mtd> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="false" scriptlevel="0"> <mtext>if&#xA0;</mtext> </mstyle> </mrow> <mi>D</mi> <mo>&gt;</mo> <msubsup> <mi>&#x03C3;<!-- σ --></mi> <mrow class="MJX-TeXAtom-ORD"> <mi>x</mi> </mrow> <mrow class="MJX-TeXAtom-ORD"> <mn>2</mn> </mrow> </msubsup> </mtd> </mtr> </mtable> </mrow> <mo fence="true" stretchy="true" symmetric="true"></mo> </mrow> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle R(D)=\left\{{\begin{matrix}{\frac {1}{2}}\log _{2}(\sigma _{x}^{2}/D),&amp;{\mbox{if }}D\leq \sigma _{x}^{2}\\\\0,&amp;{\mbox{if }}D&gt;\sigma _{x}^{2}\end{matrix}}\right.}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/7a53ff316c4cc1ff8085e96fc679a34cdd726d88" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -4.505ex; width:37.312ex; height:10.176ex;" alt="{\displaystyle R(D)=\left\{{\begin{matrix}{\frac {1}{2}}\log _{2}(\sigma _{x}^{2}/D),&amp;{\mbox{if }}D\leq \sigma _{x}^{2}\\\\0,&amp;{\mbox{if }}D&gt;\sigma _{x}^{2}\end{matrix}}\right.}"></span></dd></dl> <p>여기서 <span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle \sigma _{x}^{2}}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <msubsup> <mi>&#x03C3;<!-- σ --></mi> <mrow class="MJX-TeXAtom-ORD"> <mi>x</mi> </mrow> <mrow class="MJX-TeXAtom-ORD"> <mn>2</mn> </mrow> </msubsup> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle \sigma _{x}^{2}}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/ee0340dabe0c0edc91ba97a6169d9defbe3fa1dd" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -0.671ex; width:2.5ex; height:2.843ex;" alt="{\displaystyle \sigma _{x}^{2}}"></span>은 신호 <span class="mwe-math-element"><span class="mwe-math-mathml-inline mwe-math-mathml-a11y" style="display: none;"><math xmlns="http://www.w3.org/1998/Math/MathML" alttext="{\displaystyle x}"> <semantics> <mrow class="MJX-TeXAtom-ORD"> <mstyle displaystyle="true" scriptlevel="0"> <mi>x</mi> </mstyle> </mrow> <annotation encoding="application/x-tex">{\displaystyle x}</annotation> </semantics> </math></span><img src="https://wikimedia.org/api/rest_v1/media/math/render/svg/87f9e315fd7e2ba406057a97300593c4802b53e4" class="mwe-math-fallback-image-inline mw-invert skin-invert" aria-hidden="true" style="vertical-align: -0.338ex; width:1.33ex; height:1.676ex;" alt="{\displaystyle x}"></span>의 크기이다. 이 수식의 의미는 distortion의 양은 원신호의 전력보다 커질 수 가 없다는 것이 한 가지이다. 그리고 distortion을 줄이기 위해서는 계속 bit수를 늘려야 함을 의미한다. 최대 distortion은 신호의 전력만큼이면 SDR로 나타내면 0dB이다. 여기서 3dB를 올려갈 때마다 1bit씩 추가로 늘어나야 한다. 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