{"id":58,"date":"2025-02-24T02:25:08","date_gmt":"2025-02-24T02:25:08","guid":{"rendered":"https:\/\/freepath.info\/?p=58"},"modified":"2025-02-24T02:25:08","modified_gmt":"2025-02-24T02:25:08","slug":"low-escape-probability-on-the-context-of-mean-free-path","status":"publish","type":"post","link":"https:\/\/freepath.info\/?p=58","title":{"rendered":"Low escape probability on the context of mean free path"},"content":{"rendered":"<p class=\"p1\">When we say a <span class=\"s1\"><b>particle has a low escape probability<\/b><\/span> from a region <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/>, we mean there is a <span class=\"s1\"><b>small chance<\/b><\/span> it will traverse <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/> and exit through the boundary <span class=\"s1\"><b>without<\/b><\/span> undergoing any collisions (i.e., interactions like scattering or absorption). In the context of <span class=\"s1\"><b>mean free path<\/b><\/span>, this happens when the particle\u2019s typical collision-free travel distance is <span class=\"s1\"><b>much smaller<\/b><\/span> than the region\u2019s typical linear extent.<\/p>\n<p class=\"p1\"><b>1. Mean Free Path vs. Mean Chord Length<\/b><b><\/b><\/p>\n<p class=\"p2\"><span class=\"s1\"> 1. <\/span><b>Mean Free Path <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/><\/b><b><\/b><\/p>\n<p class=\"p3\">\u2022Physical property of the medium.<\/p>\n<p class=\"p3\">\u2022<img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda+%3D+%5Ctfrac%7B1%7D%7B%5CSigma%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda = &#92;tfrac{1}{&#92;Sigma}\" class=\"latex\" \/>, where <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5CSigma&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;Sigma\" class=\"latex\" \/> is the collision rate (collisions per unit length).<\/p>\n<p class=\"p3\">\u2022The particle, on average, travels a distance <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/> before colliding.<\/p>\n<p class=\"p2\"><span class=\"s1\"> 2. <\/span><b>Mean Chord Length <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clangle+%5Cell+%5Crangle+%3D+%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;langle &#92;ell &#92;rangle = &#92;tfrac{4V}{A}\" class=\"latex\" \/><\/b><b><\/b><\/p>\n<p class=\"p3\">\u2022Geometric property of the <span class=\"s2\"><b>convex<\/b><\/span> region <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/>.<\/p>\n<p class=\"p3\">\u2022If a particle moves in a straight line (no collisions), the <span class=\"s2\"><b>average<\/b><\/span> distance from its starting point to an exit on the boundary is <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;tfrac{4V}{A}\" class=\"latex\" \/>.<\/p>\n<p class=\"p5\">When <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda+%5Cll+%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda &#92;ll &#92;tfrac{4V}{A}\" class=\"latex\" \/>, the <span class=\"s2\"><b>region is large<\/b><\/span> compared to the particle\u2019s typical collision-free path. The particle will <i>likely<\/i> undergo a collision <span class=\"s2\"><b>before<\/b><\/span> it can cross the region\u2014hence, it has a <span class=\"s2\"><b>low probability<\/b><\/span> of escaping collision-free.<\/p>\n<p class=\"p1\"><b>2. Why a Small Mean Free Path Leads to a Low Escape Probability<\/b><b><\/b><\/p>\n<p class=\"p3\"><b>2.1 Exponential Attenuation<\/b><b><\/b><\/p>\n<p class=\"p4\">In a homogeneous medium with collision rate <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5CSigma&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;Sigma\" class=\"latex\" \/>, the probability that a particle <span class=\"s1\"><b>does not collide<\/b><\/span> over a straight-line distance <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Cell&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;ell\" class=\"latex\" \/> is<\/p>\n<p class=\"p4\">$$<\/p>\n<p class=\"p4\">P(\\text{no collision up to distance } \\ell)<\/p>\n<p class=\"p4\">;=;<\/p>\n<p class=\"p4\">e^{-\\Sigma ,\\ell}.<\/p>\n<p class=\"p4\">$$<\/p>\n<p class=\"p5\">\u2022If <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Cell&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;ell\" class=\"latex\" \/> is <span class=\"s1\"><b>larger<\/b><\/span> than <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Cfrac%7B1%7D%7B%5CSigma%7D+%3D+%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;frac{1}{&#92;Sigma} = &#92;lambda\" class=\"latex\" \/>, then <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5CSigma%2C%5Cell+%5Cgg+1&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;Sigma,&#92;ell &#92;gg 1\" class=\"latex\" \/> and <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=e%5E%7B-%5CSigma%2C%5Cell%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"e^{-&#92;Sigma,&#92;ell}\" class=\"latex\" \/> is very <span class=\"s1\"><b>small<\/b><\/span>.<\/p>\n<p class=\"p5\">\u2022This means the chance of traveling a distance <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Cell&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;ell\" class=\"latex\" \/> without collision is negligible when <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Cell+%5Cgg+%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;ell &#92;gg &#92;lambda\" class=\"latex\" \/>.<\/p>\n<p class=\"p3\"><b>2.2 Chord Lengths vs. <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/><\/b><b><\/b><\/p>\n<p class=\"p4\">In a finite convex body <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/>, the distance to the boundary (the chord length) varies for different starting points and directions, but on <span class=\"s1\"><b>average<\/b><\/span> it is <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clangle+%5Cell+%5Crangle+%3D+%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;langle &#92;ell &#92;rangle = &#92;tfrac{4V}{A}\" class=\"latex\" \/>. If <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;tfrac{4V}{A}\" class=\"latex\" \/> is much bigger than <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/>, then<\/p>\n<p class=\"p4\">$$<\/p>\n<p class=\"p4\">\\Sigma ,\\bigl(\\tfrac{4V}{A}\\bigr)<\/p>\n<p class=\"p4\">;=;<\/p>\n<p class=\"p4\">\\frac{\\tfrac{4V}{A}}{\\lambda}<\/p>\n<p class=\"p4\">;\\gg;1,<\/p>\n<p class=\"p4\">\\quad<\/p>\n<p class=\"p4\">\\text{so }<\/p>\n<p class=\"p4\">e^{-\\Sigma ,\\langle \\ell \\rangle}<\/p>\n<p class=\"p4\">;\\ll;1.<\/p>\n<p class=\"p4\">$$<\/p>\n<p class=\"p4\">Thus, only a <span class=\"s1\"><b>small fraction<\/b><\/span> of particles can traverse the average chord without colliding\u2014hence <span class=\"s1\"><b>low escape probability<\/b><\/span>.<\/p>\n<p class=\"p1\"><b>3. \u201cOptically Thick\u201d \/ \u201cOpaque\u201d Medium<\/b><b><\/b><\/p>\n<p class=\"p3\">In radiative transfer, neutron transport, or similar fields, when <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda+%5Cll+%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda &#92;ll &#92;tfrac{4V}{A}\" class=\"latex\" \/>, one often says the medium is <span class=\"s1\"><b>\u201coptically thick\u201d<\/b><\/span> or <span class=\"s1\"><b>\u201copaque.\u201d<\/b><\/span> This terminology reflects that:<\/p>\n<p class=\"p4\">\u2022The region\u2019s <i>typical size<\/i> (as a path the particle must travel) is large.<\/p>\n<p class=\"p4\">\u2022The <i>typical collision-free distance<\/i> is small.<\/p>\n<p class=\"p3\">So collisions happen <span class=\"s1\"><b>frequently<\/b><\/span> relative to how far the particle needs to go to exit.<\/p>\n<p class=\"p1\"><b>4. Escape Probability (Heuristic)<\/b><b><\/b><\/p>\n<p class=\"p3\">A rough\u2014though not exact\u2014estimate of the <span class=\"s1\"><b>escape probability<\/b><\/span> <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=P_%7B%5Ctext%7Bescape%7D%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"P_{&#92;text{escape}}\" class=\"latex\" \/> (i.e., the probability that a particle, created randomly inside <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/> with isotropic direction, exits without any collision) uses the <span class=\"s1\"><b>mean<\/b><\/span> chord length:<\/p>\n<p class=\"p3\">$$<\/p>\n<p class=\"p3\">P_{\\text{escape}}<\/p>\n<p class=\"p3\">;\\approx;<\/p>\n<p class=\"p3\">\\exp!\\Bigl(-\\Sigma,\\langle \\ell \\rangle\\Bigr)<\/p>\n<p class=\"p3\">;=;<\/p>\n<p class=\"p3\">\\exp!\\Bigl(-\\tfrac{\\langle \\ell \\rangle}{\\lambda}\\Bigr).<\/p>\n<p class=\"p3\">$$<\/p>\n<p class=\"p4\">\u2022When <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clangle+%5Cell+%5Crangle+%5Cgg+%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;langle &#92;ell &#92;rangle &#92;gg &#92;lambda\" class=\"latex\" \/>, then <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Ctfrac%7B%5Clangle+%5Cell+%5Crangle%7D%7B%5Clambda%7D+%5Cgg+1&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;tfrac{&#92;langle &#92;ell &#92;rangle}{&#92;lambda} &#92;gg 1\" class=\"latex\" \/> and <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=P_%7B%5Ctext%7Bescape%7D%7D+%5Capprox+e%5E%7B-%5Ctext%7B%28large+number%29%7D%7D+%5Cll+1&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"P_{&#92;text{escape}} &#92;approx e^{-&#92;text{(large number)}} &#92;ll 1\" class=\"latex\" \/>.<\/p>\n<p class=\"p4\">\u2022In reality, chord lengths vary (some shorter, some longer than <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Ctfrac%7B4V%7D%7BA%7D&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;tfrac{4V}{A}\" class=\"latex\" \/>), so the <span class=\"s1\"><b>exact<\/b><\/span> calculation requires integrating over the chord-length <span class=\"s1\"><b>distribution<\/b><\/span>. But this exponential factor conveys the <span class=\"s1\"><b>qualitative<\/b><\/span> result: if the typical path is much longer than <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/>, a collision almost surely happens first.<\/p>\n<p class=\"p1\"><b>5. Physical Interpretation: Low Escape Probability<\/b><b><\/b><\/p>\n<p class=\"p2\"><span class=\"s1\"> 1. <\/span><b>Frequent Collisions<\/b><b><\/b><\/p>\n<p class=\"p3\">Because <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/> is small, the particle seldom travels far without an interaction.<\/p>\n<p class=\"p2\"><span class=\"s1\"> 2. <\/span><b>Small Chance to Traverse <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/><\/b><b><\/b><\/p>\n<p class=\"p3\">Since the region\u2019s average chord length is much larger than <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=%5Clambda&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"&#92;lambda\" class=\"latex\" \/>, most paths are \u201ccut short\u201d by collisions.<\/p>\n<p class=\"p2\"><span class=\"s1\"> 3. <\/span><b>High Likelihood of Absorption or Scattering<\/b><b><\/b><\/p>\n<p class=\"p3\">Once a collision occurs, the particle may be absorbed (disappears) or scattered (changes direction, possibly losing energy). Either way, it is <i>less likely<\/i> to emerge from <img decoding=\"async\" src=\"https:\/\/s0.wp.com\/latex.php?latex=K&#038;bg=ffffff&#038;fg=000&#038;s=0&#038;c=20201002\" alt=\"K\" class=\"latex\" \/> in the original, collision-free manner.<\/p>\n<p class=\"p3\">Hence, <span class=\"s2\"><b>low escape probability<\/b><\/span> in the context of mean free path means that the <span class=\"s2\"><b>internal collisions<\/b><\/span> dominate before boundary escape can occur, making the region effectively \u201copaque\u201d to the traveling particles.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When we say a particle has a low escape probability from a region , we mean there is a small chance it will traverse and exit through the boundary without undergoing any collisions (i.e., interactions like scattering or absorption). In the context of mean free path, this happens when the particle\u2019s typical collision-free travel distance [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-58","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"brizy_media":[],"_links":{"self":[{"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/posts\/58","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/freepath.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=58"}],"version-history":[{"count":1,"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/posts\/58\/revisions"}],"predecessor-version":[{"id":59,"href":"https:\/\/freepath.info\/index.php?rest_route=\/wp\/v2\/posts\/58\/revisions\/59"}],"wp:attachment":[{"href":"https:\/\/freepath.info\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=58"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/freepath.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=58"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/freepath.info\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=58"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}