Source code :: main

[Return]
  1
  2
  3
  4
  5
  6
  7
  8
  9
 10
 11
 12
 13
 14
 15
 16
 17
 18
 19
 20
 21
 22
 23
 24
 25
 26
 27
 28
 29
 30
 31
 32
 33
 34
 35
 36
 37
 38
 39
 40
 41
 42
 43
 44
 45
 46
 47
 48
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
#!/usr/bin/python2
# -*- coding: utf-8 -*-


""" CREATED: 7/2012
    AUTHOR: MICHAL ODSTR─îIL
"""

print "importing modules "



import matplotlib 
matplotlib.rcParams['backend'] = 'Agg'
matplotlib.rc('font',  size='10')
matplotlib.rc('text', usetex=True)  # FIXME !! nicer but slower !!!

from numpy import *
from pygolem_lite.config import *
from pygolem_lite.modules import *
from pygolem_lite import Shot
import sys
from scipy.stats.mstats import mquantiles
import time
from IPython import embed as keyboard
from  multiprocessing import Process


print "importing modules done "



def plot_data(file_type):

    #saveconst('status', 1)
    
    
    S = Shot()
    shot = S.shot_num
    
    plot_params = dict( figsize = (9,7), file_type = file_type)
    plasma = S['plasma']    

    if plasma:
      start = S['plasma_start']    
      end = S['plasma_end']    
    else:
      start = 0
      end = 40e-3
      
      
      
    # !!!! try to load data during the second basicdiagn reload after all diagnostics !!!!!
    t0 = time.time()
    
    max_HXR = 0
    HXR_const = 0.025 # 0.005
    if S.exist('hxr_smooth'):
	[tvec_HXR, HXR] =  S['hxr_smooth'] 
	HXR *= HXR_const# 25  #  max(mquantiles(HXR,0.995)*1.2,1)   ##  !! do not renormalize only noise (data < 0.2)
	max_HXR = mquantiles(HXR[(tvec_HXR > start) & (tvec_HXR < end)] , 0.99)

    max_photo = 0.3
    for sig in ['photodiode', 'photodiode_alpha', 'photodiode_other']:
	try:
	    tvec, photodiode = S[sig]
	    max_photo = max(max_photo, mquantiles(photodiode[(tvec > start) & (tvec < end)] , 0.99) )
	except:
	    pass
    ph_range = [0, max( max_photo*1.2 ,max_HXR*1.2 )] # do not allow smaller Yrange than 0-1

    shot_title = 'Golem shot No:' + str(shot)
    if S.exist('electron_density'):
        tvec_electron_density,  electron_density= S['electron_density']
        electron_density = interp(tvec, tvec_electron_density,  electron_density, left=0, right=0)
        
    data = [
	get_data('loop_voltage', 'Loop voltage', 'U [V]', ylim = [0,None]),
	get_data('toroidal_field', 'Toroidal mag. field', 'B$_t$ [T]' , ylim=[0,None],  reduction = True),
	get_data('plasma_current', 'Plasma current', 'I$_{p}$ [kA]' ,  data_rescale = 1e-3, reduction = True) if plasma else \
	get_data('rogowski_current', 'Chamber current', 'I$_{ch}$ [kA]', data_rescale = 1e-3,  reduction = True) ,
	[get_data('photodiode', 'Visible', 'Intensity [a.u.]' , ylim = ph_range),
	get_data('photodiode_alpha', 'H$_\\alpha$', 'Intensity [a.u.]' , ylim = ph_range)]+
	[get_data('photodiode_other', 'Other', 'Intensity [a.u.]' , ylim = ph_range) ] +
	[get_data('hxr_smooth', 'HXR', 'Intensity [a.u.]' , ylim = ph_range, data_rescale = HXR_const,  reduction = True) if S.exist('hxr_smooth') and S['hxr_mean'] > 0.01 else None ], 
	[get_data([tvec, electron_density], 'Electron density ($n_e$)', 'n$_{e}$ [10$^{19}\cdot$m$^{-3}$]' ,   data_rescale= 1e-19 ) \
	if (plasma and S.exist('electron_density') and S['electron_density_mean'] > 1e16 and S['electron_density:reliability'] < 0.25) else None ]
	]
	
	
    print "start plotting - filetype: %s" % file_type
    multiplot(data, shot_title, 'graphpres',   **plot_params)    
      
    print "end basic graphs plotting"
    from time import gmtime, strftime
    print strftime("%Y-%m-%d %H:%M:%S", gmtime())


	
    # GPf
    data = [
	get_data('loop_voltage', 'Loop voltage', 'U [V]'),
	get_data('toroidal_field', 'Toroidal mag. field', 'B$_t$ [T]', reduction = True),
	get_data('rogowski_current', 'Total current', 'I$_{ch}$ [kA]' , data_rescale = 1e-3, reduction = True),
	[get_data('photodiode', 'Visible', 'Intensity [a.u.]' ),
	get_data('photodiode_alpha', 'H$_\\alpha', 'Intensity [a.u.]' )] ,
	]
    
    paralel_multiplot(data, shot_title, 'graphprint',  **plot_params)



    data = [
	get_data('loop_voltage', 'Loop voltage', 'U [V]',  xlim = [0,None]),
	get_data('toroidal_field', 'Toroidal mag. field', 'B$_t$ [T]' , xlim = [0,None], reduction = True),
	[get_data('plasma_current', 'Plasma current', 'I [kA]' , xlim = [0,None], data_rescale = 1e-3, reduction = True), 
	get_data('chamber_current', 'Chamber current', 'I [kA]',xlim = [0,None], data_rescale = 1e-3, reduction = True), 
	get_data('rogowski_current', 'Total current', 'I [kA]',xlim = [0,None], data_rescale = 1e-3, reduction = True)],  
	[get_data('photodiode', 'Visible', 'Intensity [a.u.]', xlim = [0,None]),
	get_data('photodiode_alpha', 'H$_\\alpha', 'Intensity [a.u.]' , xlim = [0,None])] ,
	]

    paralel_multiplot(data, shot_title + ' - final data ', 'graphpresfull',   **plot_params)

   
    #GPitegrated
    data = [
	get_data('loop_voltage', 'Loop voltage', 'U [V]',  xlim = [0,None]),
	get_data('toroidal_field', 'Toroidal mag. field', 'B$_t$ [T]',  xlim = [0,None], reduction = True),
	[get_data('rogowski_current', 'Total current', 'I$_p$+I$_{ch}$ [kA]' ,  xlim = [0,None], data_rescale = 1e-3, reduction = True),  \
	get_data('plasma_current', 'Plasma current', 'I$_{p}$ [kA]' , xlim = [0,None], data_rescale = 1e-3, reduction = True)] if plasma else \
	get_data('rogowski_current', 'Total current', 'I$_{ch}$ [kA]' ,  xlim = [0,None], data_rescale = 1e-3, reduction = True) ,
	[get_data('photo', 'Visible', '[DAS V]' , xlim = [0,None] ),
	get_data('haphoto', 'H$_\\alpha', '[DAS V]',  xlim = [0,None] )] 
	]

    paralel_multiplot(data, shot_title + " - integrated data", 'graphpresi',  **plot_params)

    ####raw

    data = [
	get_data('uloop', 'Loop voltage', '[DAS V]', xlim = [0,None] ),
	get_data('btor', 'Derivative  of mag. field', 'dB$_t$/dt [DAS V]', xlim = [0,None] ),
	[get_data('irog', 'Raw Rogowski signal', 'dI$_{p+ch}$/dt [DAS V]',  xlim = [0,None] ),
	get_data('PlasmaDetect', 'Derivative of I$_{p}$', 'dI$_{p}$/dt [a.u.]',  xlim = [0,None] )], 
	[get_data('photo', 'Visible', '[DAS V]' , xlim = [0,None] ),
	get_data('haphoto', 'H$_\\alpha', '[DAS V]',  xlim = [0,None] )]
	]

    paralel_multiplot(data, shot_title + " - raw data", 'graphpresb',  **plot_params)


    # icon
    data = [
	get_data('loop_voltage', '', '', xlabel = ""),
	[get_data('rogowski_current', '', '', xlabel = "" )] +\
	[get_data('plasma_current','', '', xlabel = "" )] if plasma else \
	[get_data('rogowski_current', '', '', xlabel = "" )]
	]
	
    paralel_multiplot(data, '', 'icon', (4,3), 40)


    # GPic
    data = [
	get_data('loop_voltage', '', 'U [V]',   xlim=[0,None], ylim = [0,None], xlabel=""),
	[get_data('rogowski_current', '', 'I$_p$+I$_{ch}$ [kA]' ,  xlim=[0,None],  ylim = [0,None], xlabel = "", data_rescale = 1e-3, reduction = True), 
	get_data('plasma_current', '', 'I$_{p}$ [kA]' , xlim=[0,None],  ylim = [0,None], xlabel = "",  data_rescale = 1e-3, reduction = True)] \
	if plasma else get_data('rogowski_current', '', 'I$_{ch}$ [kA]' , xlim=[0,None],   ylim = [0,None], xlabel = "", data_rescale = 1e-3, reduction = True)
	]
    
    paralel_multiplot(data, "", 'graphic', (9,1.5), 100,  'horizontal' )

    print ' Time plotting all : %.2gs' %  ( time.time() - t0)

    saveconst('status', 0)

def prepare_data():
    
    from basic_diagn import *
    
    t = time.time()

    Aktual_PfeifferMerkaVakua = loadconst("Aktual_PfeifferMerkaVakua")

    getDate()  #  421 us per loop

    save_config()  # 967 us per loop

    [Btor, dBtor, BtMax, BtMean] = getBtoroidal() # 17.2 ms per loop
    [Uloop, UloopMax, UloopMean, ReversedCD] = getUloop() #  17.2 ms per loop  
    [Irog, dIdt_rogMax, IrogMax, I_start] = getIrogowski(ReversedCD) # 27.1 ms per loop
    [Ipla, Ich] = getIplasma(Uloop,Irog, I_start)  # 111 ms per loop
    
    Plasma, PlasmaStart, PlasmaEnd, PlasmaTimeLength = PlasmaDetect(Ipla, dIdt_rogMax, Uloop)  # 3.41 ms per loop
    
    if Plasma:
	[Ipla, Ich] = getIplasma(Uloop,Irog,I_start, PlasmaStart, PlasmaEnd )  # second iteration (hopefully better) # 112 ms per loop
    
    for name, fname in zip(['haphoto', 'photo'], ['PhotodHalpha','Photod']):
	try:
	    Process(target=getPhotod, args = (PlasmaStart, PlasmaEnd, name, fname) ).start() # 38.6 ms per loop
	except Exception, e:
	    print "Photodiode " + name + " failed " , str(e)


    MeanBt = getMeanBt(Btor,PlasmaStart, PlasmaEnd )  #  447 us per loop
    MeanUloop = getMeanUloop(Uloop, PlasmaStart,PlasmaEnd ) # 376 us per loop
    MeanIpla = getMeanCurrent(Ipla, PlasmaStart,PlasmaEnd ) # 277 us per loop
    
    getOhmicHeatingPower(MeanUloop,MeanIpla) #  146 us per loop
    getTotalCharge(Ipla, PlasmaStart,PlasmaEnd ) # 284 us per loop

    
    Failures(Plasma, UloopMax, dIdt_rogMax, MeanUloop, BtMax, MeanBt, PlasmaStart, PlasmaEnd  )  # 201 us per loop

        
    if Plasma:
	ElectronTemperature = getMeanElectronTemperature(MeanUloop, MeanIpla)	 # 166 us per loop
	StateEqElectronDensity = getStateEqElectronDensity(Aktual_PfeifferMerkaVakua) # 314 us per loop
	getElectronConfinementTimeFirstApprox(MeanUloop,MeanIpla, StateEqElectronDensity, ElectronTemperature ) # 319 us per loop
	getElectronTemperature(Uloop, Ipla, PlasmaStart, PlasmaEnd) # 23.4 ms per loop
	getQedge(MeanBt,MeanIpla)  # 157 us per loop
	getBreakDownVoltage(Uloop, Btor, Ipla, PlasmaStart, PlasmaEnd) # 1.01 ms per loop
	getGreenwaldDensity(Ipla) #  19.8 ms per loop
	getQedgeTime(Btor,Ipla, PlasmaStart,PlasmaEnd) # 21.2 ms per loop
	#tranges = array([0.05, 0.1,0.15, 0.2, 0.3, 0.4])*1e-3
	#Process(target=find_breakdown_rate, args = (Ipla, Ich, PlasmaStart, PlasmaEnd, tranges) ).start()

    getChamberResistance(Plasma)  # 165 us per loop
    getOhmicHeatingPowerTime(Ipla, Ich, Uloop)  # 388 us per loop
    getMagneticFlux(Uloop) # 22.4 ms per loop
    getTransformatorSaturation(Uloop, Plasma, PlasmaEnd)  #  374 us per loop
    EnergyBalance(Ipla, Irog, Uloop, PlasmaStart, PlasmaEnd) # 189 ms per loop

    #keyboard()


    try:
	BreakdownProba()
    except Exception, e:
	print "BreakdownProba failed",  str(e)
	#raise
    
    print "time of basic diagn generation" , time.time() - t

def find_breakdown_rate(Ipla, Ich, PlasmaStart, PlasmaEnd, tranges):
    from basic_diagn import getBreakDownRate
    nt = len(tranges)
    err = zeros(nt)
    for i in range(nt):
	rate, err[i] =  getBreakDownRate(Ipla, Ich, PlasmaStart, PlasmaEnd, tranges[i])  # 42.5 ms per loop  * 6 !! 
	print "win %g rate %g err %g" % (tranges[i], rate, err[i])
    err[isnan(err)] = inf
    getBreakDownRate(Ipla, Ich, PlasmaStart, PlasmaEnd, tranges[argmin(err)])  # 44 ms per loop
    
def main():
    if sys.argv[1] ==  "acquisition":
	t = time.time()
	prepare_data()
	print "Time prepare_data %g s" % (time.time() - t)
	
    elif sys.argv[1] ==  "plots":  
	plot_data('png')
	#plot_data('svgz')
	saveconst('status', 0)
    elif  sys.argv[1] ==  "postanalysis":  
	plot_data('png')  # replot and include diagnostics 
	plot_data('svgz')
	saveconst('status', 0)
  
  


if __name__ == "__main__":
    main()
    
	

Navigation