{"id":577,"date":"2018-08-13T10:59:09","date_gmt":"2018-08-13T17:59:09","guid":{"rendered":"https:\/\/chuckrino.com\/?p=577"},"modified":"2019-07-11T21:50:30","modified_gmt":"2019-07-12T04:50:30","slug":"summary-and-2018-update","status":"publish","type":"post","link":"https:\/\/chuckrino.com\/?p=577","title":{"rendered":"Summary and 2018 Update"},"content":{"rendered":"\n<p>This website has been dormant since 2015.&nbsp; The website was started as a platform for discussion related to my book published in 2011.&nbsp; I have removed some of the blogs, which are out of date.&nbsp; Blogs that clarified topics in the book, identified errors, and introduced related topics have been retained.<\/p>\n\n\n\n<p>To put this in perspective, the first two book chapters laid the foundation for a complete theory of scintillation, which follows from the forward propagation equation (FPE).&nbsp; Briefly, for propagation studies Maxwell\u2019s equations are used to derive second-order differential equations that characterize electromagnetic (EM) wave propagation, which are known to engineers as the Helmholtz equation.&nbsp; However, the Helmholtz equation characterizes EM fields emanating from a collection of interacting point sources.&nbsp; The problem of interest involves calculating the propagation of an EM field from the phase center of a transmitting antenna to the phase center of a receiving antenna.<\/p>\n\n\n\n<p>To put the Helmholtz equation in a more directly applicable form, it is rewritten as a pair of coupled first-order differential equations that individually characterize EM waves propagating in opposite directions along the reference direction defined by the ray connecting antenna phase centers.&nbsp; A well-designed radio transmission and reception system will maximize the energy collected at the receiver.&nbsp; The FPE characterizes the field launched at the transmitter the intercepts the phase center of the receiving antenna.&nbsp; A further simplification calculates time-harmonic fields, which generally capture all that is needed to calculate signal amplitude, phase, and delay perturbations.&nbsp; The FPE is exceptionally well suited for calculating propagation effects induces by ionospheric structure intercepted along the propagation path.<\/p>\n\n\n\n<p>As a first-order differential equation, the FPE can be integrated to generate a realization of the propagating EM field.&nbsp; However, his requires a model of the ionospheric structure.&nbsp; This information comes from three sources:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li> Purely statistical models that impose an amplitude weighting on independent Fourier modes.<\/li><li> Physics-based simulations of ionospheric structure.<\/li><li> Configuration space models<\/li><\/ul>\n\n\n\n<p>Only purely statistical models were introduced in the book.&nbsp; To accommodate field-aligned anisotropy, the spherical isotropic surfaces of constant spatial coherence are transformed into elongated surfaces, generally ellipsoids.&nbsp; Additionally, because the transmission paths of primary interest were from earth-orbiting satellites to near-earth receivers, an ionospheric topocentric coordinate system with downward, northward, and eastward reference axes was introduced.&nbsp; &nbsp;In a downward oriented coordinate system satellite to earth propagation paths intercept the earth\u2019s surface a very large distances from the nadir point.&nbsp; For efficient computation the integration is performed in a continuously displace coordinate (CDP) system that follows the reference ray.&nbsp; Chapter 4 in the book developed all the necessary geometric manipulations.&nbsp; The <a href=\"https:\/\/chuckrino.com\/wp-admin\/post.php?post=337&amp;action=edit\"><em>oblique propagation<\/em><\/a> blog introduces supplemental material to clarifying how CDP coordinates are introduced into moment equations.<\/p>\n\n\n\n<p>While scintillation theory follows from solutions to the FPE, characterizing stochastic structure requires statistical measures.&nbsp; Statistically homogeneous processes are characterized by spectral density functions (SDFs), which is formally ensemble averages of the intensity of spatial Fourier transformations of the structure realizations.&nbsp; Chapter 3 reviews the most widely used statistical theory, which introduces a hierarchy of differential equations that statistical observables to functions of the structure SDF.&nbsp; While much has been learned from solutions to the fourth-order moment equation that characterizes intensity scintillation, the computation involved is too demanding for interpreting diagnostic measurements.<\/p>\n\n\n\n<p>A time-honored simplification is the equivalent phase screen, which concentrates the structure into an equivalent path-integrated phase screen.&nbsp; Under the narrow-angle scatter or parabolic approximation forward propagation is completely specified by the Fresnel scale.&nbsp; The scintillation at a fixed distance from the phase screen is reproduced at a different frequency and propagation distance that keeps the Fresnel scale constant. The FPE becomes the more familiar parabolic wave equation (PWE).&nbsp; Moreover, the scintillation intensity SDF (and scintillation index S4) can be computed a function derived from the structure SDF. <a href=\"https:\/\/chuckrino.com\/wp-admin\/post.php?post=451&amp;action=edit\"><em>The Phase Screen Models for Numerical Computation<\/em><\/a> blog includes a compact summary of the material.<\/p>\n\n\n\n<p>The material in Chapter 4 influenced the development of a simulation model called SIGMA <a href=\"https:\/\/chuckrino.com\/wp-content\/uploads\/2018\/08\/Deshpande_et_al-2014-Journal_of_Geophysical_Research-_Space_Physics.pdf\">Dispande<\/a>. &nbsp;&nbsp;The phase-screen model was used to simulate the GPS effects of scintillation on GPS signals <a href=\"https:\/\/chuckrino.com\/wp-content\/uploads\/2018\/08\/ghafoori-skone-2015.pdf\">Ghafoori<\/a><\/p>\n\n\n\n<p>Chapter 5 addresses system applications, which include signal processing for scintillation diagnostics.&nbsp; Beacon satellite diagnostic receivers transmit VHF, UHF, and L-band signals.&nbsp; Digital receives generate frequency-dependent amplitude and phase histories.&nbsp; The phase data are dominated by changing range, which can introduce Doppler shifts exceeding 12 kHz.&nbsp; To measure the scintillation component, it is necessary to isolate the Doppler component.&nbsp; One method is to implement a digital phase locked loop (PLL).&nbsp; However, the order of the PLL determines the number of samples used to estimate the frequency or phase.&nbsp; A more robust procedure that allows an arbitrary number of samples is described in the <a href=\"https:\/\/chuckrino.com\/wp-content\/uploads\/2018\/08\/Rino_et_al-2015-Radio_Science.pdf\"><em>Digital Signal Processing<\/em> a<\/a>nd <a href=\"https:\/\/chuckrino.com\/wp-content\/uploads\/2015\/04\/SoftwarePLL.pdf\"><em>A Comparison of Phase Locked Loops and Frequency Hypothesis Testing <\/em>blogs<\/a>.&nbsp; The blog <em>AGU 2013 Poster and Supplemental Material<\/em> describes a true tomographic reconstruction, which is mainly of academic interest because of the sampling requirements.<\/p>\n\n\n\n<p>Chapter 5 also introduced some diagnostic signal processing procedures and a supplemental MatLab library.&nbsp; Simulated complex scintillation requires no detrending.&nbsp; For plane-wave excitation the average signal intensity is constant, which is most conveniently set to unity.&nbsp; Real intensity scintillation measurements vary because of path-loss associated with changing range and antenna pattern variations.&nbsp; A Butterworth filter is typically used to make a rigid frequency separation between the signal mean and the structure component.&nbsp; One problem with this approach is that the detrend interval should be data driven and an large as possible.&nbsp; While it is true that Fresnel filtering suppresses large scale variation, the cutoff is not rigid and level dependent.&nbsp; We find that wavelet-based filters are easier to implement and more flexible.&nbsp; Simulated phase scintillation requires no detrending.&nbsp; Real phase scintillation data is dominated by the geometric path variation.&nbsp; The problem there is you cannot separate the geometric contribution from total electron content variation, which is the reason navigation satellites use multi-frequency transmissions.&nbsp; These issues will be discussed in separate blog entries.<\/p>\n\n\n\n<p>What amounts to a GPS Toolbox, which is an upgrade of resources originally developed for low-earth-orbit (LEO) beacon data, contains orbit prediction from ephemeris elements, magnetic field computation, and GPS coordinate manipulation.&nbsp; Scintillation utilities provide all the geometric transformations needed to accommodate field-aligned geometry dependencies.&nbsp; A wavelet library provides all the MatLab utilities needed for wavelet based detrending and segmentation applications.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This website has been dormant since 2015.&nbsp; The website was started as a platform for discussion related to my book published in 2011.&nbsp; I have removed some of the blogs, which are out of date.&nbsp; Blogs that clarified topics in &hellip; <a href=\"https:\/\/chuckrino.com\/?p=577\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-577","post","type-post","status-publish","format-standard","hentry","category-general-interest"],"_links":{"self":[{"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/posts\/577","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chuckrino.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=577"}],"version-history":[{"count":11,"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/posts\/577\/revisions"}],"predecessor-version":[{"id":835,"href":"https:\/\/chuckrino.com\/index.php?rest_route=\/wp\/v2\/posts\/577\/revisions\/835"}],"wp:attachment":[{"href":"https:\/\/chuckrino.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=577"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chuckrino.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=577"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chuckrino.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=577"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}