Files
sf-op/script/test/GunEnergyScan.py
root 8d9794c431
2017-11-27 08:31:31 +01:00

173 lines
6.5 KiB
Python

import ch.psi.pshell.epics.Positioner as Positioner
from mathutils import PolynomialFunction
dry_run = True
do_elog = True
is_panel = get_exec_pars().source != CommandSource.ui #must be check before run
def quadfit(xdata, ydata):
"""
Quadratic fit
"""
p = (a0, a1, a2) = fit_polynomial(ydata, xdata, 2)
f = PolynomialFunction(p)
if a1 != 0:
x_ext = -a1 / (2 * a0)
y_ext = f.value(x_ext)
else:
x_ext = None
y_ext = None
yhat = [f.value(val) for val in xdata]
ybar = sum(ydata)/len(ydata)
ssreg = sum([(val - ybar)**2 for val in yhat])
sstot = sum([(val - ybar)**2 for val in ydata])
R2 = ssreg / sstot
x1 = min(xdata)
x2 = max(xdata)
x_fit = frange(x1, x2, (x2-x1)/100, True)
y_fit = [f.value(val) for val in x_fit]
return (p, x_ext, y_ext, R2, x_fit, y_fit)
#Parameters
if is_panel:
start = args[0]
stop = args[1]
step = args[2]
nb = int(args[3])
lat = args[4]
disp = args[5]
p0 = args[6]
plt = args[7]
else:
start = 44.0
stop = 65.0
step = 1.0
nb = 3
lat = 0.3
disp = -0.387
p0 = 7.1
plt = plot(None, title="Output")[0]
A = p0 / disp / 1e6
B = p0
#Plot setup
plt.clear()
plt.removeMarker(None)
plt.setStyle(plt.Style.ErrorY)
plt.addSeries(LinePlotErrorSeries("Momentum", Color.red))
plt.addSeries(LinePlotErrorSeries("Momentum Spread", Color.yellow, 2))
plt.getAxis(plt.AxisId.X).setLabel("Gun Beam Phase (deg)")
plt.getAxis(plt.AxisId.Y).setLabel("Momentum (MeV/c)")
plt.getAxis(plt.AxisId.Y2).setLabel("Momentum Spread (MeV/c)")
plt.setLegendVisible(True)
#Creating Phase positioner
if dry_run:
phase = Positioner("Beam phase", "SINEG01-RSYS:SET-BEAM-PHASE-SIM", "SINEG01-RSYS:SET-BEAM-PHASE-SIM")
camera_name = "simulation"
else:
phase = Positioner("Beam phase", "SINEG01-RSYS:SET-BEAM-PHASE", "SINEG01-RSYS:GET-BEAM-PHASE")
camera_name = "SINBD01-DSCR010"
phase.config.minValue = -360.0
phase.config.maxValue = 360.0
phase.config.precision = 3
phase.config.resolution = 0.1
phase.config.rotation = False
phase.config.save()
phase.initialize()
phase0 = phase.read()
#Camera setup
cam_server.start(camera_name)
wait_cam_server_message()
x = cam_server.stream.getChild("x_fit_mean")
dx = cam_server.stream.getChild("x_fit_standard_deviation")
#Creating averagers
x_averager = create_averager(x, nb, -1) # -1 event based, waits for the next value
dx_averager = create_averager(dx, nb, -1)
dx_averager.monitored = True # not blocking, will return last nb values
#Record callback: uptate of output plot
def after_sample(record, scan):
global A, B, plt
x_pos_mean, x_pos_stdev = record.values[0].mean, record.values[0].stdev
x_width_mean, x_width_stdev = record.values[1].mean, record.values[1].stdev
p_mean, p_stdev = A * x_pos_mean + B, abs(A) * x_pos_stdev
dp_mean, dp_stdev = abs(A) * x_width_mean, abs(A) * x_width_stdev
plt.getSeries(0).appendData(record.positions[0], p_mean, p_stdev)
plt.getSeries(1).appendData(record.positions[0], dp_mean, dp_stdev)
#The scan loop
try:
phase.write(start)
time.sleep(2.0)
r = lscan(phase, [x_averager, dx_averager], start, stop, step , latency=lat, after_read = after_sample)
finally:
phase.write(phase0)
phase.close()
cam_server.stop() # stops cam_server but does not close it cam_server is a global object
ph = r.getPositions(0)
p = [A * val.mean + B for val in r.getReadable(0)]
dp = [abs(A) * val.mean for val in r.getReadable(1)]
#Fitting and plotting
try:
i_max = p.index(max(p))
i_min = dp.index(min(dp))
a,b = max(i_max-5, 0), min(i_max+6, len(p))
Xdat = ph[a:b]
Ydat = p[a:b]
(p_poly, ph_p_max, p_max, p_R2, ph_p_fit, p_fit) = quadfit(Xdat, Ydat)
a,b = max(i_min-5, 0), min(i_min+6, len(dp))
Xdat = ph[a:b]
Ydat = dp[a:b]
(dp_poly, ph_dp_min, dp_min, dp_R2, ph_dp_fit, dp_fit) = quadfit(Xdat, Ydat)
plt.addSeries(LinePlotErrorSeries("Momentum Fit", plt.getSeries(0).color))
plt.addSeries(LinePlotErrorSeries("Momentum Spread Fit", plt.getSeries(1).color, 2))
plt.getSeries(2).setData(ph_p_fit, p_fit)
plt.getSeries(3).setData(ph_dp_fit, dp_fit)
plt.getSeries(2).setPointsVisible(False)
plt.getSeries(3).setPointsVisible(False)
plt.addMarker(ph_p_max, plt.AxisId.X, "%3.2f" % ph_p_max, plt.getSeries(0).color)
plt.addMarker(ph_dp_min, plt.AxisId.X, "%3.2f" % ph_dp_min, plt.getSeries(1).color)
except:
raise Exception("Fit failure")
#Setting the return value
set_return([ph_dp_min])
#Saving metadata
save_dataset(get_exec_pars().group + "/p", p)
set_attribute(get_exec_pars().group + "/p", "p max", p_max)
set_attribute(get_exec_pars().group + "/p", "p max phase", ph_p_max)
set_attribute(get_exec_pars().group + "/p", "p fit R2", p_R2)
save_dataset(get_exec_pars().group + "/dp", dp)
set_attribute(get_exec_pars().group + "/dp", "dp min", dp_min)
set_attribute(get_exec_pars().group + "/dp", "dp min phase", ph_dp_min)
set_attribute(get_exec_pars().group + "/dp", "dp fit R2", dp_R2)
#Elog entry
if do_elog:
if get_option("Generated data file:\n" + get_exec_pars().path +"\n\n" + "Save to ELOG?", "YesNo") == "Yes":
Laser = str(caget("SLGTV-LMTO-M055:MOT-KNOWN-POS"))
log_msg = "Data file: " + get_exec_pars().path + "\n\n"
log_msg = log_msg + "Laser: " + Laser + "\n"
if Laser == "Alcor":
log_msg = log_msg + "Energy plate: %0.2f" % caget("SLGTH01-LMRM-M074:MOT.RBV") + " deg \n"
else:
log_msg = log_msg + "Energy plate: %0.2f" % caget("SLGJG-LMRM-M031:MOT.RBV") + " deg \n"
if caget("SLGTV-LMTO-M053:MOT-ACT-POS") == "IRIS":
log_msg = log_msg + "Collimator: IRIS %0.2f" % caget("SLGTV-LAPP:SIZE-GET") + " mm \n"
else:
log_msg = log_msg + "Collimator: " + str(caget("SLGTV-LMTO-M053:MOT-ACT-POS")) + "\n"
log_msg = log_msg + "Charge: %0.2f" % caget("SINEG01-DICT215:B1_CHARGE-OP") + " pC at %0.2f" % phase0 + " deg beam phase\n"
log_msg = log_msg + "p-max: %0.2f" % p_max + " MeV/c at %0.2f" % ph_p_max + " deg beam phase\n"
log_msg = log_msg + "dp-min: %0.2f" % dp_min + " MeV/c at %0.2f" % ph_dp_min + " deg beam phase\n"
sleep(0.1) #Give some time to plot to be finished - it is not sync with acquisition
file_name = os.path.abspath(get_context().setup.getContextPath() + "/GunEnergyScanPlot.png")
plt.saveSnapshot(file_name , "png")
elog("Gun Energy Scan", log_msg, [file_name,])