AI News, Machine learning in COMET experiment (part II)

Machine learning in COMET experiment (part II)

After ionization, electrons and ions are moving to opposite directions, so we probably can estimate the moment of ionization by drift time (which is of course much greater compared to time of particle flight in detector).

The basic algorithm that was proposed (baseline algorithm) is using the cut on energy deposition.

Nevertheless, it's not enough, since we have around 4400 wires, of which around 1000 gets activated (this number is called occupancy) within each measurement (event), while the signal track usually contains around 80 points.

So the event is represented using 4400 pairs (energy, time), of which most are zeros.

First, let's combine all the information we have about the single wire (distance from center, time and energy deposition), let's call them wire features:

After using GBDT trained onwire features and features ofits neighbours, weare getting quite clean picture with very few false positives.

Once wecomputed Hough transform, weleave only those centers, where hough transform ishigh, applying some nonlinear transformation there and applying inverse hough + some filtering.

It’s ROCAUCis 0.9993 (100 times less probability ofmisordering) When weare comparing ROC curves atthe threshold ofinterest (with very high signal sensitivity), things are bit worse, but still very impressing:

I’ve described how simple machine learning techniques coupled with well-known algorithms can produce avery good result, superior tomany complex approaches.

Free Energy Electricity Generator Using Magnets - Free Energy Generator Using Copper Wire

In my channel I will show Free Energy Electricity Generator Using Magnets - Free Energy Electricity Generator Using Copper Wire free energy light bulbs is a ...

BRAIN HEALING SOUNDS : HEALED MILLIONS ALREADY : MUST TRY !

ARE YOU READY FOR TRANSFORMATION OF YOUR LIFE ? LOOK NO FURTHER ! DHYAANGURU is a Humanitarian, Philanthropist, Mentor, Motivator, ...

Binaural Beats - Nerve and Cell Regeneration Meditation Tone

Binaural Beat using frequency modulators are a great source of binaural beat tone for focusing your meditation and mind to encourage the nerves and cells to ...

Chris Brown - Turn Up the Music

Chris Brown's official music video for 'Turn Up The Music'. Click to listen to Chris Brown on Spotify: As featured on ..

Major Lazer - Powerful (feat. Ellie Goulding & Tarrus Riley) (Official Music Video)

WATCH OFFICIAL MUSIC VIDEO // MAJOR LAZER - POWERFUL FEAT. ELLIE GOULDING & TARRUS RILEY SUBSCRIBE TO THE MAJOR LAZER YOUTUBE ...

DJ Snake & Lil Jon - Turn Down For What (Onderkoffer Remix)

PREMIERE: DJ Snake & Lil Jon - Turn Down For What (Onderkoffer Remix) Trap City Merch: Subscribe here: .

Solar motor--Free energy motor-- not electrical /// Homemade Science with Bruce Yeany

These devices are sometimes referred to as solar motors or thermal motors, or even thermal retraction motors. Sunlight hitting the strips is converted into thermal ...

Power Your Entire Home Without Wires!

Over the past few years, we've seen devices, such as charging pads, pop up in stores. These pads can charge your phone without wires, simply by placing it on ...

Imagine Dragons - Whatever It Takes (Lyrics / Lyric Video)

Imagine Dragons - Whatever It Takes (Lyrics / Lyric Video) // Whatever It Takes (Lyrics) is a lyric video for Imagine Dragons' new track "Whatever It Takes".

Train Electrification System (The Third Rail)

Overview of the third rail system. Podcast for King's College Engineering 2007/08. SCRIPT: Hi, today I'm going to explain how the train electrification system ...