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  1. The Fourier transform for people who need it for ML, not for music.

    Parseval means error partitions across the spectrum exactly — so comparing prediction and target power spectra separates two failures MSE merges: underfitting high frequencies, and hallucinating them. Opposite fixes.

    Also: low-pass before you decimate. A 90 Hz tone sampled at 100 Hz arrives at 10 Hz, then is indistinguishable from real.

    artifocial.com/blog/fourier-tr

    #FourierTransform #MachineLearning

  2. Twelve weeks of tutorials, re-read through one lens: the frequency domain.

    A plain MLP fitting two tones recovers 100.3% of the slow component and 25.6% of the fast one, then stops. The same network with a Fourier feature map: 99.8%.

    • mechanism: NTK half-width 0.5354 → 0.0236
    • FNet reads a global frequency bit at 1.000 with zero mixer parameters, routing at chance
    • whole-block FFT speed-up 77.8× at N=8192, vs a FLOP prediction of 630×

    artifocial.com/blog/frequency-

    #FourierTransform

  3. The #FourierTransform is used in so many applications it's not 𝘧𝘶𝘯𝘯𝘺 #math

  4. 🚫404, oh wait, it's a 403! Welcome to the riveting saga of "An Interesting Fourier Transform" where the plot twist is... you can't read it! 🙃 Spoiler alert: It's a nail-biting thriller about digital gatekeeping and the fine art of error documentation. 🔒
    dsprelated.com/showarticle/40. #DigitalGatekeeping #ErrorDocumentation #FourierTransform #TechThriller #HackerNews #ngated

  5. John Tukey the Fast Fourier Transform (FFT) inventor, who coined both "bit" and "software" died exactly 26 years ago today.

    The Fast Fourier Transform (FFT), one of the most important algorithms in signal processing and data analysis, was introduced by Tukey & Cooley in 1965.

    In 1805, Gauss - studying the orbits of asteroids Pallas and Juno - came up with a method to interpolate their trajectories from discrete samples. What he came up with was mathematically very close to the modern FFT but Gauss never published that work, and didn’t analyze its computational complexity. It predated even Fourier’s 1822 work on heat diffusion - but without the framing or generalization that Cooley & Tukey would bring 160 years later.

    In 1965, Cooley & Tukey published their now-famous algorithm that reduced the cost of computing a Discrete Fourier Transform from 𝑂(𝑛²) to 𝑂(𝑛 log⁡𝑛). This leap made real-time signal processing and digital media compression feasible.

    From radio telescopes to JPEGs, from audio codecs to quantum mechanics - the FFT is everywhere. It’s one of the most important (and elegant) algorithms of the 20th century - rooted in the genius of Gauss, but brought to life in the computer age.

    #JohnTukey #FastFourierTransform #FFT #SignalProcessing #ComputerScience #Mathematics #Algorithm #DataScience #DigitalSignalProcessing #FourierTransform #ComputationalScience #ScientificComputing #HistoryOfScience #Innovation #CarlFriedrichGauss #JosephFourier #JamesCooley #STEM #Engineering #ArtificialIntelligence #MachineLearning #QuantumComputing #ImageProcessing #AudioProcessing #Statistics #TechHistory #Computing #Science #InnovationLegacy #OnThisDay

  6. My #genuary13 self portrait is defined entirely by parametric equations! Portrait in the first image, equations in the second. The equations were generated by tracing points from a photograph, then basically using an FFT algorithm to convert the coordinates into paremetric equations. Each feature (head, hair, eyes, etc.) is defined by a different path.

    #genuary #genuary2026 #fft #fouriertransform

  7. Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity

     

    Scott Douglas Jacobsen (Email: [email protected])

    Publisher, In-Sight Publishing

    Fort Langley, British Columbia, Canada

    Received: October 3, 2025

    Accepted: January 8, 2026

    Published: January 8, 2026

    Abstract

    This interview with Mario Carlos Rocca addresses the definition and use of tempered ultradistributions and ultradistributions of exponential type within quantum-field-theoretic constructions. Rocca describes a framework in which tempered ultradistributions are continuous linear functionals on a space of entire test functions, and he outlines an analytic representation using contour integrals outside strips containing singularities. He explains why a naïve convolution formula does not generally exist for arbitrary pairs of ultradistributions, and presents a regulated construction using a complex parameter (λ), analytic continuation, and extraction of the λ-independent term to define convolution. The interview also summarizes how products of distributions of exponential type are handled via Fourier-transform relations and notes that associativity is not guaranteed in general due to the algebraic structure described as a ring with zero divisors. Rocca provides explicit finite convolution expressions for Wheeler propagators in massless and complex-mass cases and comments on microcausality, loop finiteness claims in the ultradistribution/ultrahyperfunction setting, and extensions from Minkowski space to semi-Riemannian and globally hyperbolic spacetimes. The final portion includes Rocca’s high-level descriptions of Einstein gravity and Gupta–Feynman quantization, as well as formulas for graviton self-energy calculations presented in BTZ-background studies.

    Keywords

    Analytic continuation, Analytic representation, Associativity, BTZ gravity, Cauchy integral formula, Complex delta function, Complex mass, Convolution, Entire test functions, Einstein gravity, Exponential growth bounds, Fourier transform, Functional analysis, Gauge conditions, Gel’fand triplet, Ghost avoidance, Graviton self-energy, Gupta–Bleuler method, Gupta–Feynman quantization, Loop integrals, Microcausality, Minkowski space, Nuclear spaces, Operator-valued distributions, Propagators, Rigged Hilbert space, Schwartz distributions, Tempered ultradistributions, Ultradistributions of exponential type, Ultrahyperfunctions, Wheeler propagator, Zero divisors

    Introduction

    The interview concerns mathematical structures used in quantum field theory that generalize Schwartz distributions, focusing on tempered ultradistributions and ultradistributions of exponential type. In the interview text, these objects are presented through test-function spaces built from entire analytic functions with specified growth bounds, and through the rigged Hilbert space (Gel’fand triplet) approach in which distributions are realized as continuous linear functionals on a nuclear test-function space. The discussion emphasizes analytic representations of generalized functions by contour integrals in the complex plane, where the contour is chosen to avoid bands containing singularities. The interview also treats the technical problem of defining convolutions and products for generalized functions: Rocca explains that direct convolution expressions are not always well-defined, motivating the use of regulators, analytic continuation, and a prescription selecting a parameter-independent term to define a convolution in cases of interest.

    In addition to these core constructions, the interview addresses downstream physics-facing topics: conditions under which commutators satisfy microcausality in the ultrahyperfunction setting, claims about the treatment (or absence) of singularities within that formalism, and how these methods are applied to propagators, loop integrals, and model calculations in gravitational settings. These topics are framed in the interview by reference to established distribution theory traditions associated with Schwartz and to ultradistribution/ultrahyperfunction developments associated with Sebastião e Silva and later work.

    Main Text (Interview)

    Title: Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity

    Interviewer: Scott Douglas Jacobsen

    Interviewees: Dr. Mario Carlos Rocca

    Mario Carlos Rocca is an Argentine theoretical and mathematical physicist at the Universidad Nacional de La Plata and an Independent Researcher with Argentina’s CONICET. His work sits at the crossroads of functional analysis and high-energy/gravitation, especially the use of ultradistributions of Sebastiao e Silva tambien conocidas como ultrahyper functions (refinements and extensiones generalizadas of Schwartz distributions) in quantum field theory. He co-developed influential formalisms on the convolution of ultradistributions with the late C. G. Bollini and has continued that line with collaborators such as Angel Plastino. Recent papers push ultrahyperfunction-based methods into Einstein gravity, black holes, and dark-matter-adjacent questions, including co-authorships with Mir Hameeda and Behnam Pourhassan. 

    Scott Douglas Jacobsen: In your 1998 paper with Bollini and Escobar, how do you define the convolution of two tempered ultradistributions? 

    Mario Carlos Rocca: Explaining what a tempered ultradistribution or an exponential ultradistribution is, [1] is practically impossible with words alone. To solve the problem, I have added some sections taken from my papers in which I explain what tempered ultradistributions and exponential ultradistributions are. 

    Jacobsen: In that 1998 framework, how do you construct the product of two distributions of exponential type? 

    Rocca: The product of two exponential distributions is the Fourier anti-transform of the two tempered ultradistributions, that is, a product on a ring with zero divisors. 

    Jacobsen: Following from the previous question, what minimal conditions ensure existence and associativity? 

    Rocca: The existence of the product is established constructively, with the corresponding theorems (see the beginning of this note). The product is not generally associative, since it is a product in a ring with zero divisors. The product must be performed carefully, taking into account the physical conditions of the problem. 

    Jacobsen: Using that four-dimensional result, what is the explicit finite expression for the convolution of two Wheeler prop agators in massless and complex-mass cases?

    Rocca: 

    Jacobsen: What necessary and sufficient analyticity and support conditions in the ultrahyperfunction setting guarantee microcausality for field commutators?

    Rocca: This is guaranteed, since quantum fields are vector ultradistributions. Their product is defined from the usual ultradistri butions. A vector ultradistribution is a continuous functional defined on a space of test functions and taking values in a locally convex topological vector space. Operator valued distributions are a special case of vector ultradistributions. 

    Jacobsen: Which growth and analyticity conditions on propagators treated as ultrahyperfunctions ensure finiteness of loop integrals without renormalization? 

    Rocca: All propagators known so far are ultradistributions. If they are exponentially increasing propagators, they are exponential ultradistributions. This ensures the finiteness of the integral loops. 

    Jacobsen: What is Einstein Gravity? 

    Rocca: It is the geometry of space-time created by the presence of masses. 

    Jacobsen: What is Gupta–Feynman–based on the QFT of Einstein gravity? 

    Rocca: This is the gravity proposed by Gupta and Feynman by developing the graviton field into powers of the gravitational constant and quantizing it using the Gupta-Bleurer method. The best-known case is the linear approximation, which is the case I solved exactly with Mir Hameeda and Angelo Plastino. 

    Jacobsen: Following from the last two questions, which constraint and gauge conditions maintain S-matrix unitarity while avoiding Faddeev-Popov ghosts? 

    Rocca: In the case we are dealing with, the quantization was made unitary by adding a simple constraint. So far, I have had the experience that if the most general quantization method, the Feynman-Schwinger Variational Principle, is used, the ghosts do not appear in the theory being treated. 

    Jacobsen: How does the ultrahyperfunction-based quantization program relate to effective field theory? 

    Rocca: The theory of ultrahyperfunctions is used to quantize fundamental theories. However, using the same method, one can also quantize effective theories. For me, Einstein’s theory of gravity is a fundamental theory. To quantize this theory, a very rigorous mathematical theory must be used, like the one we use. 

    Jacobsen: What are infrared and massless regimes? 

    Rocca: The infrared regime corresponds to small momentums. The massless regime is obtained for massive particles outside the mass-shell. 

    Jacobsen: For these, how are soft and collinear singularities handled within the ultradistribution and ultrahyperfunction formalism? 

    Rocca: In the theory of ultrahyperfunctions, singularities do not exist. 

    Jacobsen: What is Minkowski space? 

    Rocca: It is simply a semi-Riemmannian manifold with a particular metric. 

    Jacobsen: Following from the previous questions, which parts of the ultrahyperfunction construction extend from Minkowski space to general globally hyperbolic curved spacetimes? 

    Rocca: The construction of ultradistributions for any semi-Riemmannian manifold is analogous to the construction in Minkowski space, only with another metric and other variables. 

    Jacobsen: In your BTZ-background studies, how is the graviton self-energy computed in 2+1 and 3+1dimensions?

    Finally, I should clarify that ultrahyperfunctions are to distributions what complex functions are to real-world functions. That’s how important their role is in next-generation rigorous mathematics. 

    Jacobsen: Thank you for the opportunity and your time, Marco.

    Methods

    The interview was conducted via typed questions—with explicit consent—for review, and curation. This process complied with applicable data protection laws, including the California Consumer Privacy Act (CCPA), Canada’s Personal Information Protection and Electronic Documents Act (PIPEDA), and Europe’s General Data Protection Regulation (GDPR), i.e., recordings if any were stored securely, retained only as needed, and deleted upon request, as well in accordance with Federal Trade Commission (FTC) and Advertising Standards Canada guidelines.

    Data Availability

    No datasets were generated or analyzed during the current article. All interview content remains the intellectual property of the interviewer and interviewee.

    References

    [1] J. Sebastião e Silva. Math. Ann. 136, 38 (1958).

    [2] M. Hasumi. Tohoku Math. J. 13, 94 (1961).

    [3] I. M. Gel’fand & G. E. Shilov. Generalized Functions, Vol. 2. Academic Press (1968).

    [4] I. M. Gel’fand & N. Ya. Vilenkin. Generalized Functions, Vol. 4. Academic Press (1964).

    [5] C. G. Bollini, L. E. Oxman & M. C. Rocca. J. Math. Phys. 35, 4429 (1994).

    [6] I. M. Gel’fand & G. E. Shilov. Generalized Functions, Vol. 1, Ch. 1, §3. Academic Press (1964).

    [7] L. Schwartz. Théorie des distributions. Hermann, Paris (1966).

    [8] R. F. Hoskins & J. Sousa Pinto. Distributions, Ultradistributions and other Generalised Functions. Ellis Horwood (1994).

    [9] M. Hameeda, A. Plastino, B. Pourhassan & M. C. Rocca. “Quantum Field Theory of 3+1 Dimensional BTZ Gravity: Graviton Self-Energy, Axion Interactions, and Dark Matter in the Ultrahyperfunction Framework.” ResearchGate. https://www.researchgate.net/publication/395268698_Quantum_Field_Theory_of_31_Dimensional_BTZ_Gravity_Graviton_Self-Energy_Axion_Interactions_and_Dark_Matter_in_the_Ultrahyperfunction_Framework 

    [10] H. Farahani, M. Hameeda, A. Plastino, B. Pourhassan & M. C. Rocca. “Quantum Field Theory of 2+1 Dimensional BTZ Gravity: Graviton Self-Energy, Axion Interactions, and Dark Matter in the Ultrahyperfunction Framework.” ResearchGate. https://www.researchgate.net/publication/395268790_Quantum_Field_Theory_of_21_Dimensional_BTZ_Gravity_Graviton_Self-Energy_Axion_Interactions_and_Dark_Matter_in_the_Ultrahyperfunction_Framework 

    Journal & Article Details

    Publisher: In-Sight Publishing

    Publisher Founding: March 1, 2014

    Web Domain: http://www.in-sightpublishing.com

    Location: Fort Langley, Township of Langley, British Columbia, Canada

    Journal: In-Sight: Interviews

    Journal Founding: August 2, 2012

    Frequency: Four Times Per Year

    Review Status: Non-Peer-Reviewed

    Access: Electronic/Digital & Open Access

    Fees: None (Free)

    Volume Numbering: 14

    Issue Numbering: 1

    Section: A

    Theme Type: Discipline

    Theme Premise: Quantum Cosmology

    Formal Sub-Theme: None.

    Individual Publication Date: January 8, 2026

    Issue Publication Date: April 1, 2026

    Author(s): Scott Douglas Jacobsen

    Word Count: 3,278

    Image Credits: Mario Carlos Rocca

    ISSN (International Standard Serial Number): 2369-6885

    Acknowledgements

    The author acknowledges Mario Carlos Rocca for her time, expertise, and valuable contributions. Her thoughtful insights and detailed explanations have greatly enhanced the quality and depth of this work, providing a solid foundation for the discussion presented herein.

    Author Contributions

    S.D.J. conceived the subject matter, conducted the interview, transcribed and edited the conversation, and prepared the manuscript.

    Competing Interests

    The author declares no competing interests.

    License & Copyright

    In-Sight Publishing by Scott Douglas Jacobsen is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
    © Scott Douglas Jacobsen and In-Sight Publishing 2012–Present.

    Unauthorized use or duplication of material without express permission from Scott Douglas Jacobsen is strictly prohibited. Excerpts and links must use full credit to Scott Douglas Jacobsen and In-Sight Publishing with direction to the original content.

    Supplementary Information

    Below are various citation formats for Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity (Scott Douglas Jacobsen, January 8, 2026).

    American Medical Association (AMA 11th Edition)

    Jacobsen SD. Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity. In-Sight: Interviews. 2026;14(1). Published January 8, 2026. http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity

    American Psychological Association (APA 7th Edition)

    Jacobsen, S. D. (2026, January 8). Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity. In-Sight: Interviews, 14(1). In-Sight Publishing. http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity

    Brazilian National Standards (ABNT)

    JACOBSEN, Scott Douglas. Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity. In-Sight: Interviews, Fort Langley, v. 14, n. 1, 8 jan. 2026. Disponível em: http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity

    Chicago/Turabian, Author-Date (17th Edition)

    Jacobsen, Scott Douglas. 2026. “Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity.” In-Sight: Interviews 14 (1). http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity.

    Chicago/Turabian, Notes & Bibliography (17th Edition)

    Jacobsen, Scott Douglas. “Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity.” In-Sight: Interviews 14, no. 1 (January 8, 2026). http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity.

    Harvard

    Jacobsen, S.D. (2026) ‘Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity’, In-Sight: Interviews, 14(1), 8 January. Available at: http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity.

    Harvard (Australian)

    Jacobsen, SD 2026, ‘Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity’, In-Sight: Interviews, vol. 14, no. 1, 8 January, viewed 8 January 2026, http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity.

    Modern Language Association (MLA, 9th Edition)

    Jacobsen, Scott Douglas. “Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity.” In-Sight: Interviews, vol. 14, no. 1, 2026, http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity.

    Vancouver/ICMJE

    Jacobsen SD. Mario Carlos Rocca on Ultradistributions, Ultrahyperfunctions, and Rigorous Quantum Field Theory in Einstein Gravity [Internet]. 2026 Jan 8;14(1). Available from: http://www.in-sightpublishing.com/mario-carlos-rocca-ultradistributions-ultrahyperfunctions-rigorous-quantum-field-theory-einstein-gravity

    Note on Formatting

    This document follows an adapted Nature research-article format tailored for an interview. Traditional sections such as Methods, Results, and Discussion are replaced with clearly defined parts: Abstract, Keywords, Introduction, Main Text (Interview), and a concluding Discussion, along with supplementary sections detailing Data Availability, References, and Author Contributions. This structure maintains scholarly rigor while effectively accommodating narrative content.

     

    #AnalyticContinuation #AnalyticRepresentation #Associativity #BTZGravity #CauchyIntegralFormula #ComplexDeltaFunction #ComplexMass #Convolution #EinsteinGravity #EntireTestFunctions #ExponentialGrowthBounds #FourierTransform #FunctionalAnalysis #GaugeConditions #GelFandTriplet #GhostAvoidance #GravitonSelfEnergy #GuptaBleulerMethod #GuptaFeynmanQuantization #LoopIntegrals #Microcausality #MinkowskiSpace #NuclearSpaces #OperatorValuedDistributions #Propagators #RiggedHilbertSpace #SchwartzDistributions #TemperedUltradistributions #UltradistributionsOfExponentialType #Ultrahyperfunctions #WheelerPropagator #ZeroDivisors

  8. 🥱 "The Unreasonable Effectiveness of the Fourier Transform" – where we dive into the thrilling realm of slide PDFs and expired patents. 🎉 Spoiler alert: it's just as riveting as it sounds! 📈🔧
    joshuawise.com/resources/ofdm/ #UnreasonableEffectiveness #FourierTransform #SlidePDFs #ExpiredPatents #DataScience #HackerNews #ngated

  9. 🥤🤔 Ah, yes, the Fourier Transform: because who wouldn't want to compare calculus to making smoothies? 🍓🔍 Apparently, dense equations are out, and your blender is the new math professor. 📚✌️
    betterexplained.com/articles/a #FourierTransform #SmoothieMath #CalculusFun #MathEducation #BlenderScience #HackerNews #ngated

  10. 🎉 Behold: the riveting tale of a Fourier Transform enthusiast, bravely venturing into the wilds of the internet, only to be heroically vanquished by the impenetrable fortress of website security! 🏰🔒 A saga of thwarted curiosity, with all the #drama of a garden-variety #CAPTCHA 🖼️—truly, the stuff of legends. 🌟
    continuummechanics.org/fourier #FourierTransform #InternetAdventure #WebsiteSecurity #HackerNews #ngated

  11. Lnczos interpolation: the art of making pixels look vaguely coherent, now with extra confusion! 🤔✨ Spend hours squinting at resampled images, and still be unsure what a Fourier transform is. But hey, at least you get some "intuition"! 😂📉
    mazzo.li/posts/lanczos.html #LnczosInterpolation #ImageResampling #FourierTransform #Confusion #Intuition #HackerNews #ngated

  12. 🎶🎩 Behold, the mystical Fourier Transform, where mere mortals attempt to decode wave magic! 🧙‍♂️✨ Yet another Quanta quest to make you feel like an intellectual toddler lost in a cosmic calculus carnival. 🎢🤹‍♀️
    quantamagazine.org/what-is-the #FourierTransform #QuantaMagic #WaveDecoding #CosmicCalculus #IntellectualToddler #HackerNews #ngated

  13. 🤔 Oh, the Fourier Transform, that magical incantation of sine waves that turns math nerds' brains into a bowl of spaghetti! 🍝 But don't worry, somewhere amidst the self-congratulatory blabbering, there's probably someone who actually understands it... probably. 📉
    quantamagazine.org/what-is-the #FourierTransform #MathNerds #SineWaves #Spaghetti #Understanding #HackerNews #ngated

  14. “xQc couldn’t believe Fourier Transformation” — “xQc non riesce a credere alla Trasformata di Fourier”

    https://www.youtube.com/watch?v=oL1gHyuPOsA

    Nel corso di reti all’università è stata menzionata la trasformata di #Fourier… per fortuna solo menzionata, perché giustamente il corso da noi si fa pur sempre solo dal punto di vista informatico, non ingegneristico… e boh, ricordo che ho dormito per tutto il misero minuto per cui la diapositiva a riguardo è rimasta a schermo. Non voglio assolutamente avere a che fare con queste formule complicate strane, altrimenti sarei andata ad ingegneria informatica come altri miei amici…

    …Però, devo dire che guardando l’argomento con l’animazione bellina, la formula messa effettivamente in un contesto dimostrativo ben illustrato, e quindi insomma questo tipo di vibe qui, il mio rifiuto si fa meno forte. Personalmente a guardare questa clip comunque non ho reagito come invece si vede #xQc fare qui; grande streamer lui, che non immaginavo avesse sviluppato questa particolare passione per la #matematica… anche se lui è talmente sbigottito alla vista della trasformata di Fourier che addirittura non ci ha potuto nemmeno credere. DAMN indeed, that is in fact insane, caro mio…

    #matematica #Fourier #FourierTransform #xQc #Kick

  15. The Fourier Transform is a mathematical operation that transforms a function of time (or space) into a function of frequency. It decomposes a complex signal into its constituent sinusoidal components, each with a specific frequency, amplitude, and phase. This is particularly useful in many fields, such as signal processing, physics, and engineering, because it allows for analysing the frequency characteristics of signals. The Fourier Transform provides a bridge between the time and frequency domains, enabling the analysis and manipulation of signals in more intuitive and computationally efficient ways. The result of applying a Fourier Transform is often represented as a spectrum, showing how much of each frequency is present in the original signal.

    \[\Large\boxed{\boxed{\widehat{f}(\xi) = \int_{-\infty}^{\infty} f(x)\ e^{-i 2\pi \xi x}\,\mathrm dx, \quad \forall\xi \in \mathbb{R}.}}\]

    Inverse Fourier Transform:
    \[\Large\boxed{\boxed{ f(x) = \int_{-\infty}^{\infty} \widehat f(\xi)\ e^{i 2 \pi \xi x}\,\mathrm d\xi,\quad \forall x \in \mathbb R.}}\]

    The equation allows us to listen to mp3s today. Digital Music Couldn’t Exist Without the Fourier Transform: bit.ly/22kbNfi

    #Fourier #FourierTransform #Transform #Time #Frequency #Space #TimeDomain #FrequencyDomain #Wavenumber #WavenumberDomain #Function #Math #Maths #JosephFourier #Signal #Signals #FT #IFT #DFT #FFT #Physics #SignalProcessing #Engineering #Analysis #Computing #Computation #Operation #ComplexSignal #Sinusoidal #Amplitude #Phase #Spectra #Spectrum #Pustam #Raut #PustamRaut #EGR #Mathstodon #Mastodon #GeoFlow #SpectralMethod

  16. Is The Frequency Domain a Real Place? - When analyzing data, one can use a variety of transformations on the data to massa... - hackaday.com/2024/05/16/is-the #fouriertransform #frequencydomain #science

  17. 💡 Did you know that #FluidFFT lets you do much more than computing #FourierTransform and its inverse?

    With an "OperatorsPseudoSpectral2D" (or 3D) class you can compute transforms, compute derivatives, divergence, curl, gradients, apply dealiasing etc easily and efficiently!

    You don't have to grok how FFTs are arranged numerically and what wave numbers are. It simplifies things. Here is an example from the archives

    fluiddyn.netlify.app/intensely

    fluidfft.readthedocs.io/en/lat

    #pseudospectral

  18. #genuary31 - "Generative Audio"

    The final day of Genuary is "Generative Audio". Instead of trying to generate an audio clip, I used an audio clip to generate an image. Many different clips within a recording of Beethoven's Pathétique Sonata were passed through an FFT with smoothing and coloring applied.

    I've archived all of my Genuary posts on my website: codeismycanvas.art/posts/genua

    #genuary #beethoven #audiovisualizer #fft #fouriertransform #generativeart

  19. The FFT nicely confirms the aperiodicity and an interesting 12-fold symmetry #Fouriertransform #crystallography

  20. A Crash Course On How MRI Machines work - Of all the high-tech medical gadgets we read about often, the Magnetic Resonance I... - hackaday.com/2023/05/11/a-cras #fouriertransform #medicalhacks #medical #magnet #coils #mri

  21. Now, if you have lots of gratings superimposed on each other, the #FourierTransform gives you a pair of dots for each of the components

    /11

  22. You can find the parameters of a sinusoidal grating by using the 2D #FourierTransform.

    The dots shown contain the amplitude and phase of the grating. Their position from the centre gives the frequency, and their orientation represents the orientation of the grating.

    /10

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