saving work again, refining and benchmarking energy loss and deposition
This commit is contained in:
James Szalkie
parent
4db59641cd
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|
@ -1,501 +0,0 @@
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|||
Distance_cm Energy_MeV
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||||
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||||
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||||
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|
@ -1,501 +0,0 @@
|
|||
Distance_cm Energy_MeV
|
||||
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||||
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||||
501
ELoss/HeLoss/E_vs_x_alpha.dat
Normal file
501
ELoss/HeLoss/E_vs_x_alpha.dat
Normal file
|
|
@ -0,0 +1,501 @@
|
|||
Distance_cm Energy_MeV
|
||||
11879.008507650315 0.1
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
42.4489299690467 99.79979959919841
|
||||
-0.0 100.0
|
||||
501
ELoss/HeLoss/E_vs_x_deuteron.dat
Normal file
501
ELoss/HeLoss/E_vs_x_deuteron.dat
Normal file
|
|
@ -0,0 +1,501 @@
|
|||
Distance_cm Energy_MeV
|
||||
415.12027017063957 0.1
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
1.4521105973291792 4.9901803607214426
|
||||
-0.0 5.0
|
||||
501
ELoss/HeLoss/E_vs_x_proton.dat
Normal file
501
ELoss/HeLoss/E_vs_x_proton.dat
Normal file
|
|
@ -0,0 +1,501 @@
|
|||
Distance_cm Energy_MeV
|
||||
97453.31750051567 0.1
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
33336.78667921757 79.17915831663326
|
||||
33044.74507075617 79.37935871743487
|
||||
32752.134188549855 79.57955911823647
|
||||
32458.95451128073 79.77975951903808
|
||||
32165.206522912737 79.97995991983969
|
||||
31870.89070655783 80.18016032064129
|
||||
31576.007544479573 80.38036072144288
|
||||
31280.55751809662 80.58056112224449
|
||||
30984.541107986373 80.7807615230461
|
||||
30687.958793888418 80.9809619238477
|
||||
30390.811054708018 81.1811623246493
|
||||
30093.098368519593 81.3813627254509
|
||||
29794.821212570067 81.5815631262525
|
||||
29495.9800632824 81.78176352705411
|
||||
29196.575396258893 81.98196392785572
|
||||
28896.60768628456 82.18216432865732
|
||||
28596.077407330453 82.38236472945893
|
||||
28294.985032557008 82.58256513026052
|
||||
27993.331034317234 82.78276553106213
|
||||
27691.115884160106 82.98296593186373
|
||||
27388.340052833715 83.18316633266534
|
||||
27085.004010288503 83.38336673346694
|
||||
26781.108225680484 83.58356713426853
|
||||
26476.653167374316 83.78376753507014
|
||||
26171.639302946583 83.98396793587175
|
||||
25866.06709918884 84.18416833667335
|
||||
25559.93702211072 84.38436873747496
|
||||
25253.24953694303 84.58456913827656
|
||||
24946.00510814082 84.78476953907816
|
||||
24638.204199386346 84.98496993987976
|
||||
24329.847273592204 85.18517034068137
|
||||
24020.93479290425 85.38537074148297
|
||||
23711.467218704584 85.58557114228458
|
||||
23401.445011614538 85.78577154308617
|
||||
23090.868631497517 85.98597194388778
|
||||
22779.738531840892 86.18617234468938
|
||||
22468.055163554553 86.38637274549099
|
||||
22155.818982397814 86.5865731462926
|
||||
21843.030445186545 86.7867735470942
|
||||
21529.690007993224 86.98697394789579
|
||||
21215.798126149653 87.1871743486974
|
||||
20901.35525424989 87.387374749499
|
||||
20586.361846152944 87.58757515030061
|
||||
20270.818354985546 87.78777555110221
|
||||
19954.725233144916 87.9879759519038
|
||||
19638.082932301397 88.18817635270541
|
||||
19320.891903401287 88.38837675350702
|
||||
19003.152596669443 88.58857715430862
|
||||
18684.865461611964 88.78877755511023
|
||||
18366.030947018866 88.98897795591182
|
||||
18046.64950096663 89.18917835671343
|
||||
17726.721570820933 89.38937875751503
|
||||
17406.24760323919 89.58957915831664
|
||||
17085.228044173116 89.78977955911824
|
||||
16763.663338871327 89.98997995991985
|
||||
16441.55393188189 90.19018036072144
|
||||
16118.900267054756 90.39038076152305
|
||||
15795.702787544433 90.59058116232465
|
||||
15471.961935812378 90.79078156312626
|
||||
15147.678153629504 90.99098196392787
|
||||
14822.851882078668 91.19118236472946
|
||||
14497.483561557034 91.39138276553106
|
||||
14171.57363177864 91.59158316633267
|
||||
13845.122531776726 91.79178356713427
|
||||
13518.130699906162 91.99198396793588
|
||||
13190.598573845835 92.19218436873749
|
||||
12862.526590601045 92.39238476953908
|
||||
12533.91518650577 92.59258517034068
|
||||
12204.764797225149 92.79278557114229
|
||||
11875.075857757713 92.9929859719439
|
||||
11544.848802437731 93.1931863727455
|
||||
11214.084061304686 93.39338677354709
|
||||
10882.782060108175 93.5935871743487
|
||||
10550.943227553173 93.7937875751503
|
||||
10218.567995299509 93.99398797595191
|
||||
9885.656794354163 94.19418837675352
|
||||
9552.21005507349 94.39438877755512
|
||||
9218.22820716546 94.59458917835671
|
||||
8883.711679691762 94.79478957915832
|
||||
8548.660901070132 94.99498997995993
|
||||
8213.07629907644 95.19519038076153
|
||||
7876.958300846869 95.39539078156314
|
||||
7540.307332880089 95.59559118236473
|
||||
7203.123821039293 95.79579158316633
|
||||
6865.4081905544635 95.99599198396794
|
||||
6527.160866024388 96.19619238476955
|
||||
6188.382271418776 96.39639278557115
|
||||
5849.072830080345 96.59659318637276
|
||||
5509.2329647269125 96.79679358717435
|
||||
5168.863097453363 96.99699398797596
|
||||
4827.963649733833 97.19719438877756
|
||||
4486.535042423657 97.39739478957917
|
||||
4144.577695761404 97.59759519038077
|
||||
3802.09202937092 97.79779559118236
|
||||
3459.078462263223 97.99799599198397
|
||||
3115.5374128386397 98.19819639278558
|
||||
2771.469298888681 98.39839679358718
|
||||
2426.874537598029 98.59859719438879
|
||||
2081.7535455465145 98.79879759519038
|
||||
1736.1067387109595 98.99899799599199
|
||||
1389.934532467251 99.19919839679359
|
||||
1043.237341592163 99.3993987975952
|
||||
696.0155802652857 99.5995991983968
|
||||
348.2696620709229 99.79979959919841
|
||||
-0.0 100.0
|
||||
|
|
@ -61,14 +61,10 @@ yellow_jet = LinearSegmentedColormap.from_list(
|
|||
colors
|
||||
)
|
||||
#data = [z, mass_u, maximum MeV, name]
|
||||
alpha_data = [2, 4.0026, 40, "alpha"]
|
||||
proton_data = [1, 1.0078, 20, "proton"]
|
||||
alpha_data = [2, 4.0015, 40, "alpha"]
|
||||
proton_data = [1, 1.0073, 20, "proton"]
|
||||
deuteron_data = [1, 2.014102, 30, "deuteron"]
|
||||
|
||||
dA = 3.2 #cm
|
||||
dC = 4.2 #cm
|
||||
dsx3 = 8.8 #cm
|
||||
|
||||
particles = {
|
||||
"alpha": alpha_data,
|
||||
"proton": proton_data,
|
||||
|
|
@ -77,86 +73,95 @@ particles = {
|
|||
|
||||
interp_cache = {}
|
||||
|
||||
def make_E_vs_x(z, mass_u, emax_mev, label, npoints, P_TORR, TEMP_K):
|
||||
# GAS SETUP
|
||||
R = 8.3144
|
||||
P_TORR = P_TORR
|
||||
TEMP_K = TEMP_K
|
||||
|
||||
# Gas density
|
||||
def make_E_vs_x(
|
||||
z,
|
||||
mass_u,
|
||||
emax_mev,
|
||||
medium,
|
||||
label,
|
||||
npoints,
|
||||
P_TORR,
|
||||
TEMP_K
|
||||
):
|
||||
"""
|
||||
Builds energy vs depth table using Catima stopping powers.
|
||||
Output:
|
||||
x [cm], E [MeV]
|
||||
"""
|
||||
|
||||
# ---------------------------
|
||||
# Physical constants
|
||||
# ---------------------------
|
||||
R = 8.3144 # J/mol/K
|
||||
|
||||
# pressure conversion
|
||||
p_pa = P_TORR * 133.322
|
||||
molar_density = p_pa / (R * TEMP_K)
|
||||
molar_density = p_pa / (R * TEMP_K) # mol/m^3
|
||||
|
||||
# ---------------------------
|
||||
# Medium definition
|
||||
# ---------------------------
|
||||
if medium == "He":
|
||||
|
||||
m_he = 4.0026
|
||||
m_c = 12.0000
|
||||
m_o = 15.9949
|
||||
|
||||
m_mix_avg = (0.96 * m_he) + (0.04 * (m_c + 2*m_o))
|
||||
|
||||
rho_g_cm3 = (molar_density * m_mix_avg) / 1e6
|
||||
|
||||
print(f"Gas density = {rho_g_cm3:.6e} g/cm^3")
|
||||
|
||||
# MATERIAL
|
||||
# FIX: do NOT double count oxygen
|
||||
material_def = [
|
||||
(m_he, 2, 0.96),
|
||||
(m_c, 6, 0.04),
|
||||
(m_o, 8, 0.08)
|
||||
((m_c + 2 * m_o), 18, 0.04) # CO2 lumped correctly
|
||||
]
|
||||
|
||||
gas_mix = catima.Material(material_def)
|
||||
gas_mix.density(rho_g_cm3)
|
||||
#m_mix_avg = 0.96 * m_he + 0.04 * (m_c + 2 * m_o)
|
||||
m_mix_avg = m_he
|
||||
|
||||
#rho_g_cm3 = (molar_density * m_mix_avg) / 1e6
|
||||
if z == 2:
|
||||
rho_g_cm3 = 0.00017
|
||||
#rho_g_cm3 = 8.2928e-5
|
||||
if z == 1:
|
||||
rho_g_cm3 = 8.2928e-5
|
||||
|
||||
gas = catima.Material(material_def)
|
||||
gas.density(rho_g_cm3)
|
||||
|
||||
elif medium == "Si":
|
||||
|
||||
m_si = 28.084
|
||||
rho_g_cm3 = 2.33
|
||||
|
||||
gas = catima.Material([(m_si, 14, 1.0)])
|
||||
gas.density(rho_g_cm3)
|
||||
|
||||
else:
|
||||
raise ValueError("Unsupported medium")
|
||||
|
||||
print(f"[INFO] density = {rho_g_cm3:.3e} g/cm^3")
|
||||
|
||||
projectile = catima.Projectile(mass_u, z)
|
||||
|
||||
# Energy grid
|
||||
E = np.linspace(0.01, emax_mev, npoints)
|
||||
|
||||
# Stopping power array
|
||||
E = np.linspace(0.1, emax_mev, npoints)
|
||||
S_mass = np.zeros_like(E)
|
||||
|
||||
for i, energy in enumerate(E):
|
||||
projectile.T(energy)
|
||||
S_mass[i] = catima.dedx(projectile, gas) # MeV/(g/cm^2)
|
||||
|
||||
projectile.T(energy / mass_u)
|
||||
|
||||
# MeV / (g/cm^2)
|
||||
S_mass[i] = catima.dedx(projectile, gas_mix)
|
||||
|
||||
# Convert to MeV/cm
|
||||
# convert to MeV/cm
|
||||
S_linear = S_mass * rho_g_cm3
|
||||
|
||||
# Sort descending energy
|
||||
sort_idx = np.argsort(E)[::-1]
|
||||
|
||||
E = E[sort_idx]
|
||||
S_linear = S_linear[sort_idx]
|
||||
|
||||
# Integrate dx/dE = 1/S(E)
|
||||
invS = 1.0 / S_linear
|
||||
|
||||
x = cumulative_trapezoid(
|
||||
invS,
|
||||
E,
|
||||
initial=0
|
||||
)
|
||||
|
||||
invS = 1.0 / np.clip(S_linear, 1e-30, None)
|
||||
x = cumulative_trapezoid(invS[::-1], E[::-1], initial=0)
|
||||
x = x[::-1]
|
||||
x = -x
|
||||
|
||||
# Output table
|
||||
output = pd.DataFrame({
|
||||
df = pd.DataFrame({
|
||||
"Distance_cm": x,
|
||||
"Energy_MeV": E
|
||||
})
|
||||
|
||||
outfile = f"E_vs_x_{label}.dat"
|
||||
outfile = f"{medium}Loss/E_vs_x_{label}.dat"
|
||||
df.to_csv(outfile, sep="\t", index=False)
|
||||
|
||||
output.to_csv(
|
||||
outfile,
|
||||
sep='\t',
|
||||
index=False
|
||||
)
|
||||
|
||||
print(f"Saved: {outfile}")
|
||||
print(f"[INFO] saved: {outfile}")
|
||||
|
||||
return x, E
|
||||
|
||||
|
|
@ -183,12 +188,12 @@ def load_table(filename):
|
|||
|
||||
return x, E
|
||||
|
||||
def get_interpolators(particle):
|
||||
def get_interpolators(particle, medium):
|
||||
|
||||
if particle in interp_cache:
|
||||
return interp_cache[particle]
|
||||
|
||||
filename = f"E_vs_x_{particle}.dat"
|
||||
filename = f"{medium}Loss/E_vs_x_{particle}.dat"
|
||||
|
||||
x, E = load_table(filename)
|
||||
|
||||
|
|
@ -210,21 +215,25 @@ def get_interpolators(particle):
|
|||
|
||||
return E_of_x, x_of_E
|
||||
|
||||
def energy_loss(particle, Ei, dl):
|
||||
def energy_loss(particle, medium, Ei, dl):
|
||||
|
||||
E_of_x, x_of_E = get_interpolators(particle)
|
||||
E_of_x, x_of_E = get_interpolators(particle, medium)
|
||||
|
||||
xi = x_of_E(Ei)
|
||||
|
||||
xf = xi + dl
|
||||
|
||||
xmax = E_of_x.x.max() # maximum tabulated range
|
||||
|
||||
Ef = E_of_x(xf)
|
||||
|
||||
Ef = np.where(xf >= xmax, 0.0, Ef)
|
||||
|
||||
return np.maximum(Ef, 0.0)
|
||||
|
||||
def energy_reconstruction(particle, Ef, dl):
|
||||
def energy_reconstruction(particle, medium, Ef, dl):
|
||||
|
||||
E_of_x, x_of_E = get_interpolators(particle)
|
||||
E_of_x, x_of_E = get_interpolators(particle, medium)
|
||||
|
||||
xf = x_of_E(Ef)
|
||||
|
||||
|
|
@ -234,13 +243,13 @@ def energy_reconstruction(particle, Ef, dl):
|
|||
|
||||
return np.maximum(Ei, 0.0)
|
||||
|
||||
def energy_distance(particle, Ei, Ef):
|
||||
def energy_distance(particle, medium, Ei, Ef):
|
||||
|
||||
_, x_of_E = get_interpolators(particle)
|
||||
_, x_of_E = get_interpolators(particle, medium)
|
||||
|
||||
xi = x_of_E(Ei)
|
||||
|
||||
xf = x_of_E(Ef) * .686
|
||||
xf = x_of_E(Ef)
|
||||
|
||||
return np.abs(xf - xi)
|
||||
|
||||
|
|
@ -352,6 +361,7 @@ def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
|
|||
radii = np.array([3.7, 4.3])
|
||||
dA = (radii[0] - np.sqrt((vXsx3/10)**2 + (vYsx3/10)**2))/ sin_theta
|
||||
dC = (radii[1] - np.sqrt((vXsx3/10)**2 + (vYsx3/10)**2))/ sin_theta
|
||||
lsx3 = (0.1 / sin_theta) * 10
|
||||
|
||||
# Filter out unphysical distances (negative or unreasonably small)
|
||||
# These typically occur at large angles where trajectory doesn't properly intersect proportional counters
|
||||
|
|
@ -372,10 +382,13 @@ def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
|
|||
print(f"Computing energies for {particle} ({treename})...")
|
||||
#print(f" Retained {np.sum(distance_mask)} / {len(distance_mask)} events after distance filter")
|
||||
|
||||
EA = energy_loss(particle, Eisx3, dA)
|
||||
EC = energy_loss(particle, Eisx3, dC)
|
||||
Esx3 = energy_loss(particle, Eisx3, dsx3)
|
||||
Eqqq = energy_loss(particle, Eiqqq, dqqq)
|
||||
EA = energy_loss(particle, "He", Eisx3, dA)
|
||||
EC = energy_loss(particle, "He", Eisx3, dC)
|
||||
Esx3 = energy_loss(particle, "He", Eisx3, dsx3)
|
||||
Eqqq = energy_loss(particle, "He", Eiqqq, dqqq)
|
||||
Efinal = energy_loss(particle, "Si", Esx3, lsx3)
|
||||
|
||||
Edet = np.where(Efinal <= 0, Esx3, Esx3 - Efinal)
|
||||
|
||||
Elost = Eisx3 - Esx3
|
||||
Elostqqq = Eiqqq - Eqqq
|
||||
|
|
@ -400,7 +413,8 @@ def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
|
|||
"qqqX": qqqX,
|
||||
"qqqY": qqqY,
|
||||
"qqqZ": qqqZ,
|
||||
"Eqqq": Eqqq
|
||||
"Eqqq": Eqqq,
|
||||
"Edet": Edet
|
||||
}
|
||||
|
||||
def process_file(filename, treename, particle=None, max_events=None):
|
||||
|
|
@ -412,6 +426,8 @@ def process_file(filename, treename, particle=None, max_events=None):
|
|||
particle = "proton"
|
||||
elif "alpha" in lower:
|
||||
particle = "alpha"
|
||||
elif "deuteron" in lower:
|
||||
particle = "deuteron"
|
||||
else:
|
||||
particle = "proton"
|
||||
print(f"File {filename} particle {particle}, tree {treename}")
|
||||
|
|
@ -595,6 +611,11 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
else:
|
||||
emax_mev = None
|
||||
|
||||
if len(args) > 2:
|
||||
medium = args[2]
|
||||
else:
|
||||
medium = "He"
|
||||
|
||||
z, mass_u, default_emax, label = resolve_particle(name)
|
||||
|
||||
if emax_mev is None:
|
||||
|
|
@ -604,6 +625,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
z,
|
||||
mass_u,
|
||||
emax_mev,
|
||||
medium,
|
||||
label,
|
||||
self.buckets,
|
||||
self.P,
|
||||
|
|
@ -615,7 +637,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.xlabel("Distance (cm)")
|
||||
plt.ylabel("Energy (MeV)")
|
||||
plt.title(f"Energy Loss Curve {label.capitalize()}")
|
||||
plt.title(f"Energy Loss Curve {label.capitalize()} {medium}")
|
||||
plt.grid(True)
|
||||
textstr = f"T = {self.T:.2f} K\nP = {self.P:.2f} Torr"
|
||||
|
||||
|
|
@ -629,7 +651,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
)
|
||||
|
||||
plt.tight_layout()
|
||||
filename = f"Energy_Loss_Curve_{label}.png"
|
||||
filename = f"{medium}Loss/Energy_Loss_Curve_{label}.png"
|
||||
plt.savefig(filename, dpi=300, bbox_inches="tight")
|
||||
plt.show()
|
||||
|
||||
|
|
@ -647,33 +669,36 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
def do_energy_loss(self, arg):
|
||||
"""Find a final energy given an initial energy and distance travelled
|
||||
Ex: >> energy loss <particle> <initial energy MeV> <distance travelled cm>"""
|
||||
Ex: >> energy loss <particle> <medium> <initial energy MeV> <distance travelled cm>"""
|
||||
args = shlex.split(arg)
|
||||
try:
|
||||
particle = args[0]
|
||||
Ei = float(args[1])
|
||||
dl = float(args[2])
|
||||
medium = args[1]
|
||||
Ei = float(args[2])
|
||||
dl = float(args[3])
|
||||
Ei_offset = Ei * 1.1
|
||||
table_specs = f"{particle} {Ei_offset}"
|
||||
try:
|
||||
self.do_make_table(table_specs)
|
||||
Ef = energy_loss(particle, Ei, dl)
|
||||
Ef = energy_loss(particle, medium, Ei, dl)
|
||||
print(f"\nFinal energy: {Ef:.6f} MeV\n")
|
||||
except:
|
||||
return
|
||||
except IndexError:
|
||||
print("Please input particle, initial energy, and distance travelled")
|
||||
|
||||
|
||||
def do_energy_reconstruction(self, arg):
|
||||
"""Find a vertex energy given an final energy and distance travelled
|
||||
Ex: >> energy reconstruction <particle> <final energy MeV> <distance travelled cm>"""
|
||||
Ex: >> energy reconstruction <particle> <medium> <final energy MeV> <distance travelled cm>"""
|
||||
args = shlex.split(arg)
|
||||
try:
|
||||
particle = args[0]
|
||||
Ef = float(args[1])
|
||||
dl = float(args[2])
|
||||
medium = args[1]
|
||||
Ef = float(args[2])
|
||||
dl = float(args[3])
|
||||
try:
|
||||
Ei = energy_reconstruction(particle, Ef, dl)
|
||||
Ei = energy_reconstruction(particle, medium, Ef, dl)
|
||||
if Ei > 0:
|
||||
print(f"\nInitial energy: {Ei:.6f} MeV\n")
|
||||
else:
|
||||
|
|
@ -685,18 +710,20 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
def do_energy_distance(self, arg):
|
||||
"""Find a distance travelled given an initial and final energy
|
||||
Ex: >> energy distance <particle> <initial energy> <final energy MeV>"""
|
||||
Ex: >> energy distance <particle> <medium> <initial energy> <final energy MeV>"""
|
||||
args = shlex.split(arg)
|
||||
try:
|
||||
particle = args[0]
|
||||
Ei = float(args[1])
|
||||
Ef = float(args[2])
|
||||
medium = args[1]
|
||||
Ei = float(args[2])
|
||||
Ef = float(args[3])
|
||||
dE = Ei - Ef
|
||||
try:
|
||||
dl = energy_distance(particle, Ei, Ef)
|
||||
dl = energy_distance(particle, medium, Ei, Ef)
|
||||
if dl > 0:
|
||||
print(f"\nChange in energy: {dE:.6f} MeV")
|
||||
print(f"Distance travelled: {dl:.6f} cm\n")
|
||||
print(f"{(dl * 10000):.6f} microns")
|
||||
else:
|
||||
print("Error: remake table with larger value, fallen off map")
|
||||
except:
|
||||
|
|
@ -900,11 +927,11 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
print("Calculating energy losses...")
|
||||
global EA
|
||||
EA = energy_loss(particle, Ei, dA)
|
||||
EA = energy_loss(particle, "He", Ei, dA)
|
||||
global EC
|
||||
EC = energy_loss(particle, Ei, dC)
|
||||
EC = energy_loss(particle, "He", Ei, dC)
|
||||
global Esx3
|
||||
Esx3 = energy_loss(particle, Ei, dsx3)
|
||||
Esx3 = energy_loss(particle, "He", Ei, dsx3)
|
||||
global Eprop
|
||||
Eprop = EA - EC
|
||||
global Elost
|
||||
|
|
@ -1002,6 +1029,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
qqqZ = data["qqqZ"]
|
||||
qqqE = data["Eqqq"]
|
||||
Elostqqq = data["Elostqqq"]
|
||||
Edet = data["Edet"]
|
||||
|
||||
update_plot_data(f"{particle}_{treename}_Ei", Ei)
|
||||
update_plot_data(f"{particle}_{treename}_sx3Z", sx3Z)
|
||||
|
|
@ -1010,6 +1038,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
update_plot_data(f"{particle}_{treename}_Esx3", Esx3)
|
||||
update_plot_data(f"{particle}_{treename}_Elost", Elost)
|
||||
update_plot_data(f"{particle}_{treename}_Eprop", Eprop)
|
||||
update_plot_data(f"{particle}_treename_Edert", Edet)
|
||||
|
||||
base = f"{particle}_{treename}_plots"
|
||||
os.makedirs(base, exist_ok=True)
|
||||
|
|
@ -1078,9 +1107,6 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
plt.savefig(out_file, dpi=300)
|
||||
plt.show()
|
||||
|
||||
else:
|
||||
print("No valid SX3 points for 3D plot.")
|
||||
|
||||
mask1 = ~np.isnan(Ei) & ~np.isnan(thetab)
|
||||
plt.figure(figsize=(7,6))
|
||||
plt.hist2d(thetab[mask1], Ei[mask1], bins=200)
|
||||
|
|
@ -1107,6 +1133,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
plt.savefig(f"{base}/Eqqq_vs_Elostxsintheta.png", dpi=300)
|
||||
plt.show()
|
||||
|
||||
|
||||
mask1 = (Esx3 > 0) & ~np.isnan(thetab)
|
||||
plt.figure(figsize=(7,6))
|
||||
plt.hist2d(thetab[mask1], Esx3[mask1], bins=200)
|
||||
|
|
@ -1143,6 +1170,16 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
plt.savefig(f"{base}/Elost_hist.png", dpi=300)
|
||||
plt.show()
|
||||
|
||||
plt.figure(figsize=(7,5))
|
||||
plt.hist(Edet, bins=200)
|
||||
plt.xlabel("Energy Deposition (MeV)")
|
||||
plt.ylabel("Counts")
|
||||
plt.title(f"{particle} ({treename}) TEnergy Deposition in SX3 (MeV)")
|
||||
plt.grid(True)
|
||||
plt.tight_layout()
|
||||
plt.savefig(f"{base}/Edet_hist.png", dpi=300)
|
||||
plt.show()
|
||||
|
||||
plt.figure(figsize=(7,5))
|
||||
plt.hist(Ei, bins=100, histtype='step', label='Vertex Energy')
|
||||
plt.hist(Esx3[Esx3 != 0], bins=100, histtype='step', label='SX3 Energy')
|
||||
|
|
@ -1224,6 +1261,23 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
except ValueError:
|
||||
print("Value error")
|
||||
|
||||
|
||||
try:
|
||||
mask1 = ~np.isnan(Edet) & (Edet > 0)
|
||||
plt.figure(figsize=(7,6))
|
||||
plt.hist2d(Edet[mask1], Eprop[mask1] * data["thetab"][mask1], bins=200)
|
||||
plt.ylabel("PCEnergy")
|
||||
plt.xlabel("SX3 Energy Detected (MeV)")
|
||||
plt.title(f"{particle} ({treename}) Energy Propagation Difference vs SX3 Energy Detected")
|
||||
plt.colorbar(label="Counts")
|
||||
#plt.xlim(0,30)
|
||||
#plt.ylim(0,0.45)
|
||||
plt.tight_layout()
|
||||
plt.savefig(f"{base}/Eprop_vs_Edet.png", dpi=300)
|
||||
plt.show()
|
||||
except ValueError:
|
||||
print("Value error")
|
||||
|
||||
#try:
|
||||
|
||||
#except ValueError:
|
||||
|
|
@ -1413,10 +1467,6 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
print("No valid datasets loaded.")
|
||||
return
|
||||
|
||||
# --------------------------------------------------
|
||||
# Elost overlay
|
||||
# --------------------------------------------------
|
||||
|
||||
plt.figure(figsize=(8, 6))
|
||||
|
||||
for data in datasets:
|
||||
|
|
@ -1443,10 +1493,6 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.show()
|
||||
|
||||
# --------------------------------------------------
|
||||
# SX3 position overlay
|
||||
# --------------------------------------------------
|
||||
|
||||
plt.figure(figsize=(8, 6))
|
||||
|
||||
for data in datasets:
|
||||
|
|
@ -1473,10 +1519,6 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.show()
|
||||
|
||||
# --------------------------------------------------
|
||||
# Individual Elost vs SX3 plots
|
||||
# --------------------------------------------------
|
||||
|
||||
n = len(datasets)
|
||||
|
||||
fig, axes = plt.subplots(
|
||||
|
|
@ -1518,10 +1560,6 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.show()
|
||||
|
||||
# --------------------------------------------------
|
||||
# EA vs Esx3 overlay scatter
|
||||
# --------------------------------------------------
|
||||
|
||||
plt.figure(figsize=(8, 6))
|
||||
|
||||
for data in datasets:
|
||||
|
|
@ -1548,12 +1586,9 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.show()
|
||||
|
||||
# --------------------------------------------------
|
||||
# Combined PCE vs SX3
|
||||
# --------------------------------------------------
|
||||
|
||||
all_Esx3 = []
|
||||
all_Eprop = []
|
||||
all_Edet = []
|
||||
|
||||
for data in datasets:
|
||||
|
||||
|
|
@ -1573,43 +1608,60 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
* 3
|
||||
)
|
||||
|
||||
all_Edet.append(
|
||||
data["Edet"][mask]
|
||||
* np.sin(thetab))
|
||||
|
||||
combined_Esx3 = np.concatenate(all_Esx3)
|
||||
combined_Eprop = np.concatenate(all_Eprop)
|
||||
|
||||
combined_Edet = np.concatenate(all_Edet)
|
||||
combined_Esx3 += np.random.normal(
|
||||
0,
|
||||
0.08,
|
||||
len(combined_Esx3)
|
||||
)
|
||||
|
||||
mask = (
|
||||
np.isfinite(combined_Esx3)
|
||||
&
|
||||
np.isfinite(combined_Eprop)
|
||||
&
|
||||
np.isfinite(combined_Edet)
|
||||
)
|
||||
|
||||
combined_Esx3 = combined_Esx3[mask]
|
||||
combined_Eprop = combined_Eprop[mask]
|
||||
combined_Edet = combined_Edet[mask]
|
||||
|
||||
plt.figure(figsize=(8, 6))
|
||||
|
||||
plt.hist2d(
|
||||
combined_Esx3,
|
||||
combined_Eprop,
|
||||
bins=200
|
||||
)
|
||||
|
||||
plt.xlabel("SX3 Energy (MeV)")
|
||||
plt.ylabel("PCEnergy x Sin(theta)")
|
||||
plt.colorbar(label="Counts")
|
||||
|
||||
plt.tight_layout()
|
||||
|
||||
plt.savefig(
|
||||
f"{outdir}/Eprop_vs_Esx3.png",
|
||||
dpi=300
|
||||
)
|
||||
plt.show()
|
||||
|
||||
plt.figure(figsize=(8, 6))
|
||||
plt.hist2d(
|
||||
combined_Edet,
|
||||
combined_Eprop,
|
||||
bins=200
|
||||
)
|
||||
plt.xlabel("SX3 Energy Deposition (MeV)")
|
||||
plt.ylabel("PCEnergy x Sin(theta)")
|
||||
plt.colorbar(label="Counts")
|
||||
plt.tight_layout()
|
||||
plt.savefig(
|
||||
f"{outdir}/Eprop_vs_Edet.png",
|
||||
dpi=300
|
||||
)
|
||||
plt.show()
|
||||
|
||||
plt.figure(
|
||||
|
|
@ -1627,6 +1679,7 @@ class MyInteractiveApp(cmd.Cmd):
|
|||
|
||||
plt.xlabel("SX3 Energy (MeV)")
|
||||
plt.ylabel("PCEnergy x Sin(theta)")
|
||||
#plt.yscale("log")
|
||||
|
||||
cbar = plt.colorbar()
|
||||
cbar.set_label("Counts")
|
||||
|
|
|
|||
501
ELoss/SiLoss/E_vs_x_alpha.dat
Normal file
501
ELoss/SiLoss/E_vs_x_alpha.dat
Normal file
|
|
@ -0,0 +1,501 @@
|
|||
Distance_cm Energy_MeV
|
||||
0.0052592906193615965 0.1
|
||||
0.005256548760366959 0.10981963927855712
|
||||
0.005253813942426374 0.11963927855711423
|
||||
0.005251076075550516 0.12945891783567134
|
||||
0.005248327436122693 0.13927855711422846
|
||||
0.005245562072251752 0.14909819639278557
|
||||
0.005242775375898601 0.1589178356713427
|
||||
0.005239963768008947 0.16873747494989982
|
||||
0.0052371244627769575 0.17855711422845694
|
||||
0.0052342552888350775 0.18837675350701405
|
||||
0.005231354552299548 0.19819639278557116
|
||||
0.005228420931128786 0.20801603206412828
|
||||
0.005225453393225606 0.2178356713426854
|
||||
0.005222451132730192 0.2276553106212425
|
||||
0.00521941352035695 0.23747494989979961
|
||||
0.005216340064634455 0.24729458917835673
|
||||
0.005213230381643349 0.25711422845691384
|
||||
0.005210084171394999 0.26693386773547095
|
||||
0.0052069011994078035 0.27675350701402807
|
||||
0.005203681282354828 0.2865731462925852
|
||||
0.0052004242769009 0.2963927855711423
|
||||
0.005197130071037272 0.3062124248496994
|
||||
0.005193798577370305 0.3160320641282565
|
||||
0.005190429727936938 0.32585170340681363
|
||||
0.005187023470211062 0.3356713426853708
|
||||
0.005183579764036811 0.3454909819639279
|
||||
0.005180098579281475 0.355310621242485
|
||||
0.005176579894045341 0.36513026052104214
|
||||
0.005173023693301013 0.37494989979959925
|
||||
0.005169429967862482 0.38476953907815636
|
||||
0.005165798713606087 0.3945891783567135
|
||||
0.005162129930882717 0.4044088176352706
|
||||
0.005158423624074152 0.4142284569138277
|
||||
0.005154679801257077 0.4240480961923848
|
||||
0.005150898473946656 0.43386773547094193
|
||||
0.005147079656898115 0.44368737474949904
|
||||
0.00514322336794987 0.45350701402805615
|
||||
0.005139329627895782 0.46332665330661327
|
||||
0.005135398460377175 0.4731462925851704
|
||||
0.0051314298917877164 0.4829659318637275
|
||||
0.005127423951186091 0.4927855711422846
|
||||
0.005123380670212857 0.5026052104208417
|
||||
0.00511930008300895 0.5124248496993988
|
||||
0.005115182226134147 0.522244488977956
|
||||
0.00511102713848443 0.5320641282565131
|
||||
0.005106834861207642 0.5418837675350702
|
||||
0.0051026054376171835 0.5517034068136273
|
||||
0.00509833891310374 0.5615230460921844
|
||||
0.005094035335045194 0.5713426853707415
|
||||
0.005089694752714996 0.5811623246492986
|
||||
0.00508531721718935 0.5909819639278557
|
||||
0.005080902781253586 0.6008016032064128
|
||||
0.005076451499308135 0.61062124248497
|
||||
0.005071963427274492 0.6204408817635271
|
||||
0.005067438622501573 0.6302605210420842
|
||||
0.005062877143672814 0.6400801603206413
|
||||
0.005058279050714358 0.6498997995991984
|
||||
0.00505364440470464 0.6597194388777555
|
||||
0.005048973267785634 0.6695390781563126
|
||||
0.005044265703076013 0.6793587174348698
|
||||
0.005039521774586427 0.6891783567134269
|
||||
0.005034741547137075 0.698997995991984
|
||||
0.005029925086277724 0.7088176352705411
|
||||
0.0050250724582102954 0.7186372745490982
|
||||
0.005020183729714108 0.7284569138276553
|
||||
0.005015258968073855 0.7382765531062124
|
||||
0.005010298241010367 0.7480961923847695
|
||||
0.00500530161661418 0.7579158316633267
|
||||
0.005000269163281941 0.7677354709418838
|
||||
0.004995200949655631 0.7775551102204409
|
||||
0.004990097044564602 0.787374749498998
|
||||
0.004984957516970395 0.7971943887775551
|
||||
0.004979782435914307 0.8070140280561122
|
||||
0.004974571870467649 0.8168336673346693
|
||||
0.004969325889684659 0.8266533066132264
|
||||
0.004964044562557995 0.8364729458917836
|
||||
0.004958727957976745 0.8462925851703407
|
||||
0.004953376144686894 0.8561122244488978
|
||||
0.00494798919125416 0.8659318637274549
|
||||
0.004942567166029134 0.875751503006012
|
||||
0.004937110137114648 0.8855711422845691
|
||||
0.0049316181723352785 0.8953907815631262
|
||||
0.00492609133920892 0.9052104208416833
|
||||
0.004920529704920346 0.9150300601202405
|
||||
0.0049149333362966665 0.9248496993987976
|
||||
0.004909302299784622 0.9346693386773547
|
||||
0.00490363666142962 0.9444889779559118
|
||||
0.004897936486856439 0.9543086172344689
|
||||
0.004892201841251538 0.964128256513026
|
||||
0.004886432789346874 0.9739478957915831
|
||||
0.00488062939540518 0.9837675350701403
|
||||
0.0048747917232066125 0.9935871743486974
|
||||
0.0048689198360367105 1.0034068136272545
|
||||
0.0048630137966756 1.0132264529058117
|
||||
0.00485707366738837 1.0230460921843687
|
||||
0.004851099509916574 1.032865731462926
|
||||
0.004845091385470772 1.0426853707414832
|
||||
0.004839049354724087 1.0525050100200402
|
||||
0.004832973477806687 1.0623246492985974
|
||||
0.00482686381430117 1.0721442885771544
|
||||
0.004820720423238764 1.0819639278557116
|
||||
0.004814543363096337 1.0917835671342686
|
||||
0.004808332691794127 1.1016032064128258
|
||||
0.0048020884666941785 1.1114228456913828
|
||||
0.004795810744599414 1.12124248496994
|
||||
0.004789499581753336 1.131062124248497
|
||||
0.00478315503384027 1.1408817635270543
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||||
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||||
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||||
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||||
8.727844428901596e-05 4.9509018036072145
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||||
6.98738263111513e-05 4.960721442885771
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||||
5.244366250137568e-05 4.9705410821643286
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||||
3.498796326193187e-05 4.980360721442886
|
||||
1.7506738974450796e-05 4.9901803607214426
|
||||
-0.0 5.0
|
||||
501
ELoss/SiLoss/E_vs_x_proton.dat
Normal file
501
ELoss/SiLoss/E_vs_x_proton.dat
Normal file
|
|
@ -0,0 +1,501 @@
|
|||
Distance_cm Energy_MeV
|
||||
-0.0 50.0
|
||||
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||||
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|
||||
Loading…
Reference in New Issue
Block a user