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APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI-NEUTRINOS ACCOUNTING FOR DIFFERENT REACTOR DISTANCES Maria Veronica Prado Advisors: Dr. Glenn Horton-Smith Dr. Larry Weaver

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Page 1: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

APPEARANCE PROBABILITY

MODEL OF ELECTRON ANTI-NEUTRINOS

ACCOUNTING FOR DIFFERENT REACTOR

DISTANCES

Maria Veronica Prado

Advisors: Dr. Glenn Horton-Smith

Dr. Larry Weaver

Page 2: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

56 nuclear reactors and one detector

Detector is located on the island of Honshu, Japan

Each nuclear reactor contains Uranium 235 and 238 & Plutonium 239 and 241

Fission occurs:

57.1% from U 235

7.8% from U 238

29.5% from Pu 239

5.6% from Pu 241

Page 3: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

Source: http://kamland.lbl.gov/Pictures/kamland-ill.html

Page 4: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

n

moderator reactor with

U235

U238

Pu239

Pu 241

two new

elements

after

fission

beta

decay

n p + e + v e

n p + e + v e

The reactors:

Page 5: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

The detector:

Source: http://kamland.lbl.gov/Pictures/kamland-ill.html

Page 6: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

The Liquid Scintillator inside the detector contains C9

H12 (pseudocumene) and C12 H26 (dodecane)

Some of the anti-neutrinos coming from the reactors

collide with protons found in these molecules

Inverse beta decay

Page 7: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

The detector:

Inverse beta

decay

v + p n + e e +

Positron moves through the

LS losing KE as it ionizes

atoms

Ionization of

atoms

+ e

UV/Gamma

photon

unstable atom Process A

Gamma photons: 10 keV

Optical photons: 1-3 eV

γ

Page 8: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

H

H H

Fluorescence

The UV photon

hits one of the

molecules and is

absorbed

The detector:

γ γ

A visible photon is

emitted from the

molecule

Optical

photon

DETECTED

The visible photon is detected

by all the photomultiplier

tubes

Page 9: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

Meanwhile still in the detector…

e + e + _

The positron loses energy

and comes to a stop where

it annihilates with an

electron

γ

γ

Gamma

photons

Gamma photons

Compton scatter or go

through the

Photoelectric Effect

_

e

_

e

_

e

_

e _

e

_

e

_

e

_

e

_

e

_

e _

e

_

e

Go through

Process A

DETECTED

Even though there are 3 separate

signals in the PMTs, it is detected

as only one

Page 10: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

Simultaneously in the detector…

v + p n + e e +

n + p H + γ 2

The neutron bounces off from the

atoms in the LS and moves

slower & slower until it is

absorbed

Recoil

(Deuteron)

Go through

Process A

Or very

rarely n + p C + γ 13

The neutron interacts

with hydrogen (H)

from the LS The gamma photon compton

scatters or goes through the

photoelectric effect with the

atoms in the LS. It produces a

detected signal called the

delayed coincidence.

Page 11: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND Experiment

Source: kamland.lbl.gov/Pictures/picgallery.html

The detector:

Page 12: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Number of Counts

Our main equation:

Page 13: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

A simple derivation

Flux of the

anti-neutrino

Page 14: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

A simple derivation

where,

Page 15: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Terms

The number of counts at each energy prompt

The flux of anti-neutrinos expected at the detector

The cross section of one proton that could interact with the anti-

neutrinos coming into the detector

Probability that an electron anti-neutrino will stay an

electron anti-neutrino by the time it reaches the detector

Probability of detecting a reaction from the

reactions that have occurred (due to experimental

error)

The number of reactions

Page 16: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Events graph with what was observed in the detector

KamLAND events graph

http://www.awa.tohoku.ac.jp/KamLAND/4th_result_data_release/4th_result_data_release.html

Page 17: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

KamLAND appearance probability graph

http://arxiv.org/pdf/1009.4771v2.pdf

Appearance probability from an average reactor length

Page 18: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Our theoretical research

Make a change of variables:

Q P

N

Page 19: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Our theoretical research

For simplicity, we shall call this:

We need to minimize for N(Ep):

where,

N(Ep) has a Poisson distribution because of the rare amount of

interactions at the detector

what we want to find empirically

Page 20: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Our theoretical research

By taking the derivative of and

setting it equal to zero, we get

where,

transformation of the Q matrix

Our observed values

Page 21: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Small proof

Page 22: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Why we want to do this

Prove neutrino oscillations and KamLAND’s conclusions

empirically

Gain knowledge about how neutrinos behave, which

could lead to a better understanding of dark matter

Gain knowledge about neutrinos to be able to control

nuclear reactors efficiently by monitoring neutrinos

that leave

Page 23: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Forming the Q matrix

For ex:

• Test for as many l’s as possible, binning them

• If the lies between 1.8 MeV-10 MeV, then plug the values into

the Q equation

• If the lies outside of that range, it does not contribute to the

detector, so we input zero for that matrix element

• Obtain a different Q matrix for each reactor

• Superpose all the Q matrices

Page 24: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Forming the Q matrix

Page 25: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Our ‘no oscillations’ graph

our ‘no oscillations’ graph (without

taking into account certain small

factors)

KamLAND’s ‘no oscillations’ graph

Page 26: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Setting up the test

where, appearance probability if there were no oscillations

C Y

where,

Page 27: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Setting up the test

Where R is a matrix containing the

orthonormal eigenvectors for each

eigenvalue, and D is a diagonal

matrix containing all the eigenvalues

of C

Since,

Has the smallest eigenvalue

element equal to zero

Page 28: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

The Binning

The greater the counts per bin, the smaller

the relative error

As a result, approaches a Gaussian

Why bin the Ep’s?

Why bin the l’s?

More functions than unknowns

A higher sum in each l column will provide

for a smaller error

Why find the eigenvalues of C?

If product of eigenvalues is big, error is

small when inverting C

If difference is big, magnifies error

Page 29: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Why test it this way

Accounting for bias by using N0 prime to

calculate V inverse instead of N1 prime:

- This method gives each element in N1

prime their corresponding importance

according to how many number of counts they

each contribute and, therefore, how much

data they contain

For example:

while

Page 30: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Why omit the smallest eigenvalue?

Contains

background noise

Contains

inverse eigenvalues

The smaller the eigenvalue, the

more noise error it contributes

Page 31: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Error

Background noise in the data N1 from the experiment

Approximation of l values due to the l binning in Q0

Biggest error contributors:

Create N’1true with a specific P(l)

Add randomized background noise to N’1true

Create 1000 different P(l)s, each using a different

randomized N’1observed

Find the average P(l) and its standard deviation to obtain

different error bars for each P(l) entry

Producing reasonable error bars for our test of specific P(l)s :

Page 32: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Omitting the smallest eigenvalue

16 Ep bins,11 l bins

Smallest error bars so far, but not as small as were expected

Page 33: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

16 Ep bins,11 l bins

Smaller error bars

Omitting vs not omitting smallest eigenvalue

Page 34: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Testing KamLAND’s N

Page 35: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Comparing Chi Squares

Chi square of the N between our estimate and

the N observed:

6.68

Chi square of the P between our

estimate and the closest straight line

of 0.44 without taking into account covariance:

9.65

The above chi square with covariance:

67.95

Page 36: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

The Covariance Matrix

Page 37: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Conclusions

Obtained appearance probabilities for

11 values of L/Eν without assuming an

average L

Appearance probability cannot be

constant

Predicted N matched KamLAND’s

observed N

Page 38: APPEARANCE PROBABILITY MODEL OF ELECTRON ANTI … REU Presentation.pdf · n + p H + 2 γ The neutron bounces off from the slower & slower until it is absorbed Recoil (Deuteron) Go

Acknowledgements

Dr. Horton-Smith & Dr. Weaver

Dr. Corwin

KSU HEP Department

Kansas State University

NSF