Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics by Xiaotian Jiang et al. deepai.org/publication/ph…
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πŸ‘€︎ u/deep_ai
πŸ“…︎ Sep 05 2021
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How does Difference Frequency Generation work in nonlinear optics, and how is it energy conserving?

I'm having trouble finding a good explanation of what is going on that is understandable for someone without background in optics.

so i understand DFG is the process where w1,w2 are input, and w3 is the output, where w3=w1-w2.

now, the energy diagram shows w1 getting absorbed and w2 and w3 being emitted.

wouldn't that mean that the output should be both w3 AND w2? and why is w2 a required input here?

is the w2 input supposed to cancel out the emission of w2 via destructive interference?

that'd be my reflexive guess but i'm not seeing any mention of such interference and in this lecture the w2 emission in the energy diagram has (amplified) next to it which would be the opposite of destructive interference, if anything. so i'm missing something important here.

...halp?

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πŸ‘€︎ u/SymphoDeProggy
πŸ“…︎ May 27 2021
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Nonlinear Optics - Shopping List

Hi reddit

I'm preparing a shopping list of instrumentation which will be used to fund my startup. That means, which equipment is needed for a specific type of measurement. Any idea of what it might cost?

  • Birefringence on crystals, probably using a Prism Coupler operating at around 1310 & 1550 nm
  • Setup for SHG measurements from powders, i.e. using the Kurtz-Perry method, same wavelength region.
  • Alternatively, are there any specific organizations which can do this as a service

I assume that you know what SHG means, but please assume nothing about me, I'm just an organic chemist.

Thanks and have a happy Jan. 3!

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πŸ‘€︎ u/TrickySci
πŸ“…︎ Jan 03 2021
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[R] Reprogrammable Electro-Optic Nonlinear Activation Functions for Optical Neural Networks

I am very excited to share our recently published work towards developing nonlinear activation functions for optical neural networks (ONNs).

There has been a lot of interest in specialized hardware for achieving high efficiency and performance on machine learning tasks. Matrix-vector multiplications are one of the most important (and computationally expensive) operations in neural networks. It turns out that analog optical processors can perform these operations in O(1) time (rather than the O(n^2) time on GPUs and CPUs). These specialized ONN processors, which are driven by modulated lasers, could potentially be scaled to use far less energy per operation than conventional digital processors.

Of course, the other piece of the puzzle for neural networks is the nonlinear activation function. Optics is excellent for performing linear operations, but nonlinearities are far more difficult, especially in on-chip circuits. Basically, in nature, if you want to see something or to send information, you use light. But, if you want to make a decision on that information you use electrical charge.

Our paper (linked below) proposes a scheme for building a full ONN with an activation function by coupling a small electrical circuit to the output of each ONN layer. This electrical circuit converts a small amount of the optical signal into and electrical voltage, which then nonlinearly modulates the optical signal. We performed a benchmark of this ONN on the MNIST image recognition task and found that our activation function significantly boosted the classification accuracy of the ONN, from ~85% without the activation to ~94% with the activation. This is still a bit below the performance achieved in state-of-the-art models, but our setup used only 16 complex Fourier coefficients of the images as inputs (rather than all 784 pixels).

Checkout the paper below and feel free to ask questions. Our two Python ONN simulator packages (developed by two of my co-authors) are available on GitHub: https://github.com/fancompute/neuroptica and https://github.com/solgaardlab/neurophox. These repos include several examples if you're interested in playing around with training ONNs on a computer.

Journal Paper: https://doi.org/10.1109/JSTQE.2019.2930455

arXiv preprint: [https://arxiv.org/abs/1903.04579](https://arxiv.org

... keep reading on reddit ➑

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πŸ‘€︎ u/ian_williamson
πŸ“…︎ Jul 29 2019
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Combining Titanium‐Organic Cage and Hydrogen‐Bonded Organic Cage for Highly Effective Third‐Order Nonlinear Optics

Although many metal–organic cages (MOCs) and a few hydrogen‐bonded organic cages (HOCs) have been individually investigated, little is reported about the cooperative self‐assembly of MOCs and HOCs. Herein, we first describe an unprecedented MOC&HOC co‐crystal, which is composed of tetrahedral Ti4L6 (L = embonate) cages and in‐situ generated [(NH3)4(TIPA)4] (TIPA = tris(4‐(1H‐1,2,4‐triazol‐1‐yl)phenyl)amine) cages. Chiral transfer phenomenon is observed from enantiopure Ti4L6 cage to enantiopure [(NH3)4(TIPA)4] cage. Accordingly, two homochiral supramolecular frameworks with opposite handedness (PTC‐235(Ξ”) and PTC‐235(Ξ›)) are formed. Such MOC&HOC co‐crystal features high stability in water and other solvents, affording single‐crystal‐to‐single‐crystal transformation to trap CH3CN molecules and identify disordered NH4+ cations. Moreover, a tablet pressing method is firstly developed to test the third‐order nonlinear optical property of KBr‐based PTC‐235 thin film. Attributing to the abundant π‐π accumulation between two different tetrahedral cages, such thin film exhibits excellent optical limiting effect. This work not only presents an extraordinary MOC&HOC co‐crystal assembly, but also provides a new insight on the function of cage materials.

https://ift.tt/2JfZrm3

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πŸ‘€︎ u/TomisMeMyselfandI
πŸ“…︎ Oct 28 2020
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Nonlinear optics research demonstrates weakly nonlinear waveguides that guarantee the stable propagation of azimuthons. spie.org/x136994.xml?utm_…
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πŸ‘€︎ u/PhotonicsWest
πŸ“…︎ Aug 12 2020
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Science AMA Series: I'm Dr. Jelena Vuckovic, Professor of Electrical Engineering at Stanford University and Fellow of The Optical Society (OSA). I do research on nanophotonics, quantum optics, nonlinear optics, quantum information technologies and optoelectronics. Ask Me Anything!

In my daily position, I am a Professor of Electrical Engineering and by courtesy of Applied Physics at Stanford University, where I lead the Nanoscale and Quantum Photonics Lab in the Ginzton Laboratory. After completing my PhD in Electrical Engineering from the California Institute of Technology (Caltech) in 2002, I worked as a postdoctoral scholar at Stanford. In 2003, I joined the Stanford Electrical Engineering Faculty, first as an assistant professor (until 2008), then an associate professor with tenure (2008-2013), and finally as a professor of electrical engineering (since 2013). As a Humboldt Prize recipient, I also have a visiting position at the Institute for Physics of the Humboldt University in Berlin, Germany (since 2011). In 2013, I was appointed as a Hans Fischer Senior Fellow at the Institute for Advanced Studies of the Technical University in Munich, Germany. I am honored to be a Fellow of The Optical Society (OSA) and the American Physical Society (APS).

I'll be back at at 3 pm ET to answer your questions, ask me anything!

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πŸ‘€︎ u/Jelena-Vuckovic
πŸ“…︎ Feb 08 2017
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What is nonlinear optics? Isn't electromagnetism a linear theory?
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πŸ‘€︎ u/Zokalyx
πŸ“…︎ Jul 04 2019
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[PS4] Photon Cannon Upgrade Question (Nonlinear Optics)

Hey all -- I can't find anything about this on the web, and I figured if anyone would know the answer to this question, it'd be the brilliant folks who frequent /r/NoMansSkyTheGame!

So I've finally gotten the 3 destabilised sodium I need to install the Nonlinear Optics upgrade for my Photon Cannons on my ship, but after installing the upgrade, I'm confused. The description of the upgrade reads as follows:

>Replaces the conventional Photon Cannon optics with an experimental glass array, boosting combat performance.
>
>Significantly improves heat sink capacity.
>
>Stats
>
>Total Cannon Count: 3

This description is confusing for several reasons:

  • First, the logo for the upgrade displays the same weapon face that the infra-knife upgrade (the main one, that adds the infra-knife to the ship for use) uses, which at first had me thinking this was an infra-knife upgrade.
  • Second, the description says it's replacing the Photon Cannon optics, but then says this "significantly improves heat sink capacity," which is strange in itself. Replacing the optics of a device doesn't imply the heat sink is changed at all, and swapping out the optics alone wouldn't improve heat sink capacity in any way.
  • Finally, third, the "stats" section of the description says implies that the upgrade will increase the total number of physical Photon Cannon modules from 2 to 3.

For the most part, I've been able to ascertain exactly what any upgrade (for any piece of gear, suit, ship, or multi-tool) is actually going to do when installed by, before installing it, reading the bottom-most section of that upgrade's description. More often than not, that section of the upgrade's description block ends up showing the actual functionality of an upgrade once it's installed. In this case, that was the "stats" section. However, after installing this upgrade, I've still only got two physical photon cannon modules on my ship.

I'm hoping that in the future Hello Games will do a pass of all upgrades (whether they're offered at a vendor or procured in the wild from other denizens of the universe) to ensure that their verbiage is not only not confusing/contradictory, but that it accurately describes exactly what that upgrade does. It's frustrating to spend a non-trivial amount of time farming for materials/nanites/credits for a specific upgrade, only to get the upgrade and be disappointed because the upgra

... keep reading on reddit ➑

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πŸ‘€︎ u/MisterHyd3
πŸ“…︎ Jul 29 2018
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An analogue of stimulated Hawking radiation is observed in nonlinear fiber optics journals.aps.org/prl/abst…
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πŸ‘€︎ u/ZephirAWT
πŸ“…︎ Jan 09 2019
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Nonlinear Materials plans to commercialize electro-optic devices geekwire.com/2019/nonline…
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πŸ‘€︎ u/mwscidata
πŸ“…︎ Apr 16 2019
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What Math for Nonlinear Optics?

Hello,

I was wondering if anyone has experience in optics research, particularly nonlinear. What mathematics do you tend to use in your research? Is it similar to the common math taught to us in undergrad like real analysis / diff eqs? Is your study built mostly on visual and system models rather than on pure functional math? I am looking to get into the field of optical processing as a graduate student, and I need to update my math knowledge.

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πŸ‘€︎ u/atg_0
πŸ“…︎ Aug 19 2018
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Global Nonlinear Optical Crystals (NLO) Market 2019 intelligence by Players: Eksma Optics, Hangzhou Shalom EO, EKSMA Optics, etc.

Nonlinear Optical Crystals (NLO) market

Global Nonlinear Optical Crystals (NLO) Market Insights and Forecast to 2024 with a point by point data on Nonlinear Optical Crystals (NLO) Market. This report analyses developing patterns, key challenges, future development opportunities, drivers, focused viewpoint, restrictions, possibilities, and market organic community, and esteem chain research of Global Nonlinear Optical Crystals (NLO) Industry. This report exhibits a top to the bottom estimate of the Nonlinear Optical Crystals (NLO) market including empowering key patterns, market drivers, challenges, institutionalization, administrative view, arrangement patterns, administrator contextual studies, openings, future guide, esteem chain, environment professional outlines, and market systems. The report likewise exhibits opinions for Nonlinear Optical Crystals (NLO) Market ventures from 2019 till 2024.

NLO Crystals is short for Nonlinear Crystals, means the crystals that can generate nonlinear optical effect from laser beam or electricitymagnetic field and strain field.
Non-linear Optical Crystals (NLO Crystals) have extended the laser spectrum from deep UV to far IR by various harmonic generations (like SHG, THG, 4HG, 5HG), sum frequency generations, difference frequency generations, optical parametric oscillators, etc.
The most common non-linear optical crystals include KTP, beta-BBO, LBO, CLBO, DKDP, ADP, KDP, LiIO3, KNbO3, LiNbO3, AgGaS2, AgGaSe2 etc. Each one has its own pros and cons.

Interpret a Competitive Outlook Analysis with Sample Report

The worldwide market for Nonlinear Optical Crystals (NLO) is expected to grow at a CAGR of roughly xx% over the next five years, will reach xx million US$ in 2024, from xx million US$ in 2019, according to a new our study.
This report focuses on the Nonlinear Optical Crystals (NLO) in global market, especially in North America, Europe and Asia-Pacific, South America, Middle East and Africa. This report categorizes the market based on manufacturers, regions, type and application.

The report gives detail complete examination to territorial sections that covered The USA, Europe, Japan, Ch

... keep reading on reddit ➑

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πŸ‘€︎ u/Acquire_Research
πŸ“…︎ Oct 14 2019
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In 1961, researchers showed that laser light could be converted from one color to another, the first nonlinear optical effect, which led to uses ranging from quantum optics to eye surgery. physics.aps.org/articles/…
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πŸ‘€︎ u/Radiosucks
πŸ“…︎ Nov 01 2014
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Looking for Nonlinear Optics demonstrations

I am doing an Introduction to Nonlinear Optics Concepts presentation in my upper level Optics course. So far I took apart a green laser pointer to get the two crystals to do the Second Harmonic Generation demonstration, but I was wondering if anyone knew of any other simple demonstrations I could do?

I am also looking for any applets or programs that could show some nonlinear optics concepts. I tried Colorado's PheT collection and a brief look online but couldn't really find much, perhaps you know somewhere else to look. I'd like to demonstrate self-focussing and perhaps optical rectification if possible.

Thanks!

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πŸ‘€︎ u/schnauby
πŸ“…︎ Apr 16 2018
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Nanoelectronic circuits that operate more than 10,000 times faster than current microprocessors. Could revolutionize high-speed electronics, nanoscale optoelectronics, and nonlinear optics kurzweilai.net/nanoelectr…
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πŸ‘€︎ u/Massive_Meat
πŸ“…︎ Apr 14 2014
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Mechanism Behind Nonlinear Optics

Hi guys, mathematically I understand the second order polarization response of a material to light. But I am confused about the physical reasoning of how the second order response generates light of new frequencies.

I know you can approach it from a virtual state point of view, with photons being absorbed and emitted, but that doesn't help me understand the electromagnetic wave explanation. What determines the polarization and propogation direction of the second harmonic, for example?

Thanks. :-)

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πŸ‘€︎ u/The_First_Quack
πŸ“…︎ Mar 20 2017
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How to make a lightsaber using a vacuum chamber, various lasers, some rubidium atoms and a firm grasp of quantum nonlinear optics theguardian.com/science/b…
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πŸ“…︎ Oct 04 2013
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[journal] Nonlinear quantum optics for spinor slow light journals.aps.org/pra/abst…
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πŸ‘€︎ u/iciq
πŸ“…︎ Jul 27 2018
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[journal] Gaussian-beam-propagation theory for nonlinear optics involving an analytical treatment of orbital-angular-momentum transfer journals.aps.org/pra/abst…
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πŸ‘€︎ u/iciq
πŸ“…︎ Jul 17 2017
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[journal] Utilizing strongly absorbing materials for low-loss surface-wave nonlinear optics journals.aps.org/pra/abst…
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πŸ‘€︎ u/iciq
πŸ“…︎ Apr 18 2018
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Where to get started with nonlinear optics?

I am a freshman engineering student, and I was lucky enough to get picked by my physics professor to help him with his research in nonlinear optics, but I know pretty much nothing about the topic. I am a freshman and my knowledge is quite limited and he is well aware of that fact and doesn't really expect anything from me at the moment, but I want to start researching into the topic on my own until I actually start working with him. Any suggestions?

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πŸ‘€︎ u/TheEvenfall
πŸ“…︎ Jan 27 2014
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[journal] Deterministic quantum nonlinear optics with single atoms and virtual photons journals.aps.org/pra/abst…
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πŸ‘€︎ u/iciq
πŸ“…︎ Jun 30 2017
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Researchers create nonlinear light-generating zero-index metamaterial: This phase mismatch-free quality holds promise for quantum computing and networking, and future light sources based on nonlinear optics sciencedaily.com/releases…
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πŸ‘€︎ u/TheSecondAsFarce
πŸ“…︎ Dec 06 2013
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ELI5: Nonlinear Optics

I tried researching into this optical behavior, but I can't seem to get a good grasp on what it is. I obviously need a ELI5 - this branch of physics is no where close to my current work.

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πŸ‘€︎ u/aminessuck
πŸ“…︎ Aug 08 2016
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Nanoelectronic circuits that operate more than 10,000 times faster than current microprocessors. Could revolutionize high-speed electronics, nanoscale optoelectronics, and nonlinear optics kurzweilai.net/nanoelectr…
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πŸ‘€︎ u/RealtechPostBot
πŸ“…︎ Apr 14 2014
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Nonlinear Optics upgrades for Photon Cannon

Can someone tell me what the nonlinear optics upgrade that give you 3 for a total cannon count does? Does it actually increase how many shots you fire or is it even for the photon cannon because its picture shows the infra-knife weapon on it.

Edit: I tested it out and it does not give you an extra shot or is part of the photon cannon upgrade

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πŸ‘€︎ u/Inspiredfallacy
πŸ“…︎ Jul 29 2018
🚨︎ report
Looking for Nonlinear Optics Applets

I am doing an Introduction to Nonlinear Optics Concepts presentation in my upper level Optics course. So far I took apart a green laser pointer to get the two crystals to do the Second Harmonic Generation demonstration, but I was wondering if anyone knew of any other simple demonstrations I could do?

I am also looking for any applets or programs that could show some nonlinear optics concepts. I tried Colorado's PheT collection and a brief look online but couldn't really find much, perhaps you know somewhere else to look. I'd like to demonstrate self-focussing and perhaps optical rectification if possible.

Thanks!

πŸ‘︎ 4
πŸ’¬︎
πŸ‘€︎ u/schnauby
πŸ“…︎ Apr 16 2018
🚨︎ report

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