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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

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6 stars

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

About

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6 stars

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3 watching

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

About

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6 stars

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3 watching

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

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3 watching

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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Bispectral Mode Decomposition

BMD() Bispectral Mode Decomposition of multidimensional and multivariate snapshot data

CBMD() Cross-Bispectral Mode Decomposition of two or three variables

Triadic interactions are the fundamental mechanism of energy transfer in fluid flows. Bispectral mode decomposition (BMD) educes coherent flow structures that are associated with triadic interactions from experimental or numerical data. Triadic interactions are characterized by quadratic phase coupling which can be detected by the bispectrum. The proposed method maximizes an integral measure of this third-order statistic to compute modes associated with frequency triads, as well as a mode bispectrum that identifies resonant three-wave interactions. Unlike the classical bispectrum, the decomposition establishes a causal relationship between the three frequency components of a triad. This permits the distinction of sum- and difference-interactions, and the computation of interaction maps that indicate regions of nonlinear coupling.

Files

FileDescription
bmd.mBispectral mode decomposition
cbmd.mCross-bispectral mode decomposition
example_1.mBMD of single-variable, 2-D test case with default spectral estimation parameters
example_2.mBMD of 2-variable, 2-D test case with manual specification of spectral estimation parameters and interactive visualization of modes
example_3.mDemonstration of CBMD
wake_Re500.matSnapshot data of the flow behind a cylinder at Re=500
LICENSE.txtLicense

Cite As

[1] Schmidt, O. T., Bispectral mode decomposition of nonlinear flows, Nonlinear Dynamics, 2020
DOI 10.1007/s11071-020-06037-z https://rdcu.be/cbg3D

About

No description, website, or topics provided.

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6 stars

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3 watching

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