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+public fun Kernel.withFixedX(x: Double): Spectrum = Spectrum { y, arguments -> + invoke(x, y, arguments) +} + +public fun Kernel.withFixedY(y: Double): Spectrum = Spectrum { x, arguments -> + invoke(x, y, arguments) +} + public fun Expression.withDefault(default: Map): Expression = Expression { args -> invoke(default + args) } \ No newline at end of file diff --git a/numass-workspace/src/main/kotlin/ru/inr/mass/scripts/gun_2021_11.kt b/numass-workspace/src/main/kotlin/ru/inr/mass/scripts/gun_2021_11.kt index 01e1064..cd38880 100644 --- a/numass-workspace/src/main/kotlin/ru/inr/mass/scripts/gun_2021_11.kt +++ b/numass-workspace/src/main/kotlin/ru/inr/mass/scripts/gun_2021_11.kt @@ -1,38 +1,115 @@ package ru.inr.mass.scripts -import ru.inr.mass.data.api.channels +import ru.inr.mass.data.analysis.NumassEventExtractor +import ru.inr.mass.data.analysis.amplitudeSpectrum +import ru.inr.mass.data.api.NumassPoint import ru.inr.mass.data.proto.NumassDirectorySet +import ru.inr.mass.models.* +import ru.inr.mass.workspace.Numass import ru.inr.mass.workspace.Numass.readRepository +import ru.inr.mass.workspace.buffer import space.kscience.dataforge.data.DataTree import space.kscience.dataforge.data.await import space.kscience.dataforge.data.data +import space.kscience.dataforge.names.NameToken +import space.kscience.kmath.expressions.Symbol +import space.kscience.kmath.functions.PiecewisePolynomial +import space.kscience.kmath.functions.asFunction +import space.kscience.kmath.integration.integrate +import space.kscience.kmath.integration.splineIntegrator +import space.kscience.kmath.integration.value +import space.kscience.kmath.interpolation.LinearInterpolator +import space.kscience.kmath.interpolation.interpolatePolynomials +import space.kscience.kmath.operations.DoubleField +import space.kscience.kmath.real.step +import space.kscience.kmath.structures.asBuffer import space.kscience.plotly.Plotly -import space.kscience.plotly.histogram import space.kscience.plotly.makeFile +import space.kscience.plotly.scatter +import kotlin.math.pow + +fun Spectrum.cutFrom(lowerCut: Double): Spectrum = Spectrum { x, arguments -> + if (x < lowerCut) 0.0 else this@cutFrom.invoke(x, arguments) +} + +fun Spectrum.convolve(range: ClosedRange, function: (Double) -> Double): Spectrum = Spectrum { x, arguments -> + DoubleField.splineIntegrator.integrate(range) { y -> + this@convolve.invoke(y, arguments) * function(x - y) + }.value +} + +private val neutrinoSpectrum = NumassBeta.withFixedX(0.0) + +private val args: Map = mapOf( + NBkgSpectrum.norm to 8e5, + NBkgSpectrum.bkg to 2.0, + NumassBeta.mnu2 to 0.0, + NumassBeta.e0 to 18575.0, + NumassBeta.msterile2 to 1000.0.pow(2), + NumassBeta.u2 to 0.0, + NumassTransmission.thickness to 1.0, + NumassTransmission.trap to 1.0 +) suspend fun main() { val repo: DataTree = readRepository("D:\\Work\\Numass\\data\\2021_11\\Adiabacity_17\\") + val gunEnergy = 17000.0 + + val hv = 16900.0 + //select point number 2 (U = 16900 V) from each directory - val points = repo.items().mapValues { + val points: Map = repo.items().mapValues { val directory = it.value.data?.await() - val point = directory?.points?.find { it.voltage == 16900.0 } + val point = directory?.points?.find { point -> point.voltage == hv } point } + val spectrum: Map = points.values.first()!! + .amplitudeSpectrum(NumassEventExtractor.TQDC) + .amplitudes.toSortedMap() + + //the channel of spectrum peak position + val argmax = spectrum.maxByOrNull { it.value }!!.key + + // convert channel to energy + fun Short.toEnergy(): Double = toDouble() / argmax * gunEnergy + + val norm = spectrum.values.sum().toDouble() + + val interpolated: PiecewisePolynomial = LinearInterpolator(DoubleField).interpolatePolynomials( + spectrum.keys.map { it.toEnergy() - gunEnergy }.asBuffer(), + spectrum.values.map { it.toDouble() / norm }.asBuffer() + ) + + //convolve neutrino model with the gun spectrum + val model: Spectrum = neutrinoSpectrum + .cutFrom(14000.0) + .convolve(0.0..18500.0, interpolated.asFunction(DoubleField, 0.0)) + + val tritiumData = Numass.readPoint("D:\\Work\\Numass\\data\\2021_11\\Tritium_2\\set_11\\p0(30s)(HV1=14000)") + + Plotly.plot { - points.forEach { name, point -> - if (point != null) { - histogram { - this.name = name.toString() - xbins { - size = 4.0 - } - x.numbers = point.frames.tqdcAmplitudes() - } - } + scatter { + name = "gun" + x.numbers = spectrum.keys.map { it.toEnergy() } + y.numbers = spectrum.values.map { it.toDouble() / norm } + } + + scatter { + name = "convoluted" + x.buffer = 0.0..19000.0 step 100.0 + y.numbers = x.doubles.map { model(it, args) } + y.numbers = y.doubles.map { it / y.doubles.maxOrNull()!! } + } + + scatter { + name = "tritium" + val tritiumSpectrum = tritiumData.amplitudeSpectrum(NumassEventExtractor.TQDC).amplitudes.toSortedMap() + x.numbers = tritiumSpectrum.keys.map { it.toEnergy() } + y.numbers = tritiumSpectrum.values.map { it.toDouble()} + y.numbers = y.doubles.map { it / y.doubles.maxOrNull()!! } } }.makeFile() - - } \ No newline at end of file