Maintenance supervision server added

src/doc/man/en_us/man_mva.dat

+
+<topic> __DocumentTitlePage
+
+<image> pwr_logga_doc.png
+
+
+
+
+
+<h1> Multivariate analysis
+
+
+
+
+
+
+
+
+
+
+
+
+<hr>
+2019-05-28
+Version 5.7.0	
+<hr>
+</topic>
+
+<topic> __DocumentInfoPage
+
+
+Copyright 2005-2019 SSAB EMEA AB
+
+Permission is granted to copy, distribute and/or modify this document
+under the terms of the GNU Free Documentation License, Version 1.2
+or any later version published by the Free Software Foundation;
+with no Invariant Sections, no Front-Cover Texts, and no Back-Cover
+Texts.
+
+
+
+</topic>
+
+<option> printdisable
+<topic> index
+Multivariate Analysis
+
+<image> pwr_logga.gif
+
+<h1>Multivariate Analysis
+
+Introduction <link> mva_introduction
+Fetch data <link> mva_get_data
+Linear Regression Model <link> mva_linreg_model
+Index	<index>
+</topic>
+<option> printenable
+
+<chapter>
+<topic> mva_introduction
+Introduction
+
+ProviewR Multivariate Analyses is utilities to analyse data stored or generated by a
+ProviewR system. 
+
+</topic>
+</chapter>
+
+<chapter>
+<topic> mva_get_data
+Get data
+
+<h1>Get data
+Data can be fetch from an Sev server or read from a csv file generated for example by
+the Xtt logging function.
+
+<option> printdisable
+<b>Fetch from sev <link>mva_fetch_from_sev
+<b>Xtt logging <link>mva_xtt_logging
+<option> printenable
+</topic>
+
+<headerlevel>
+<topic> mva_fetch_from_sev
+Fetch data from Sev
+
+...
+
+</topic>
+<topic> mva_xtt_logging
+Xtt logging
+
+...
+
+</topic>
+</headerlevel>
+</chapter>
+
+<chapter>
+<topic> mva_linreg_model
+Linear Regression Model
+
+<h1>Create Model
+
+<option> printdisable
+<b>Create model <link>mva_create_model
+<b>Apply model <link>mva_apply_model
+<option> printenable
+</topic>
+
+<headerlevel>
+<topic> mva_create_model
+Create model
+
+...
+
+</topic>
+<topic> mva_apply_model
+Apply model
+
+...
+
+</topic>
+</headerlevel>
+</chapter>
+

src/exp/pwrrt/src/makefile

@@ -35,9 +35,9 @@ silent :
 .SUFFIXES:
 
 $(exe_dir)/pwrrt.so : pwrrtmodule.c
-	@ if [ $(PWRE_CONF_PYDEV) -eq 1 ]; then\
+	@ if [ "$(PWRE_CONF_PYDEV)" ==  "1" ]; then\
 	    echo "Bulding Python c extension pwrrt";\
-	    python setup_pwrrt.py -q build --build-base $(bld_dir);\
+	    python setup_pwrrt.py build --build-base $(bld_dir);\
 	    if [ "$(pwre_hw)" == "hw_x86_64" ]; then \
 	      mv $(bld_dir)/lib.linux-x86_64-2.7/pwrrt.so $(pwr_exe); \
 	    elif [ "$(pwre_hw)" == "hw_x86" ]; then \

src/exp/pwrrt/src/pwrrtmodule.c

@@ -3011,7 +3011,7 @@ Appl_mainloop(ApplObject *self, PyObject *args)
   int swap = 0;
   int first_scan = 1;
 
-  arglist = Py_BuildValue("(O)", self->ctx);
+  arglist = Py_BuildValue("()", self->ctx);
 
   PyEval_CallObject(self->open, arglist);
 
@@ -3491,6 +3491,8 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
   char *server, *fromstr, *tostr;
   pwr_tOName *oidvect;
   pwr_tOName *anamevect;
+  pwr_tOName cond_oid;
+  pwr_tOName cond_aname;
   int *isobjectvect;
   int oidcnt, anamecnt, isobjectcnt;
   pwr_tTime from, to;
@@ -3501,6 +3503,7 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
   PyObject *oidobj, *anameobj, *isobjectobj;  
   pwr_tFloat32 *vbuf;
   int maxrows = 0;
+  int options = 0;
   int rows;
   pwr_eType vtype;
   unsigned int vsize;
@@ -3513,7 +3516,7 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
   int valcnt;
   pwr_tDeltaTime dt;
   pwr_tFloat32 **vvect;
-  float *tbuf;
+  float *tbuf;  
   
   if ( !pwrrt_scctx) {
     sevcli_init( &sts, &pwrrt_scctx);
@@ -3521,8 +3524,8 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
       return set_error(sts);
   }
 
-  if ( !PyArg_ParseTuple(args, "sOOOssf|Is", &server, &oidobj, &anameobj, &isobjectobj, 
-			 &fromstr, &tostr, &tdiff, &maxrows, &time_format))
+  if ( !PyArg_ParseTuple(args, "sOOOssf|IsI", &server, &oidobj, &anameobj, &isobjectobj, 
+			 &fromstr, &tostr, &tdiff, &maxrows, &time_format, &options))
     return NULL;
 
   if ( time_format) {
@@ -3554,8 +3557,6 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
     if ( EVEN(sts))
       return set_error(sts);
   }
-  time_Adiff(&dt, &to, &from);
-  valcnt = (int)time_DToFloat(NULL, &dt)/tdiff;  
 
   if ( PyTuple_Check(oidobj))
     oidcnt = PyTuple_Size(oidobj);
@@ -3611,8 +3612,79 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
     isobjectvect[i] = PyInt_AsLong(pystr);
   }
 
-  for ( i = 0; i < oidcnt; i++)
-    printf("arg %s.%s\n", oidvect[i], anamevect[i]);
+  if (options & 1) {
+    /* First objid is condition */
+    strcpy(cond_oid, oidvect[0]);
+    strcpy(cond_aname, anamevect[0]);
+
+    for (i = 0; i < oidcnt - 1; i++) {
+      strcpy(oidvect[i], oidvect[i+1]);
+      strcpy(anamevect[i], anamevect[i+1]);
+      isobjectvect[i] = isobjectvect[i+1];
+    }
+    oidcnt -= 1;
+    anamecnt -= 1;
+    isobjectcnt -= 1;
+
+    if (oidcnt <= 0)
+      return set_error(GDH__ARGCOUNT);
+
+    /* Get condition data */
+    if ( strncmp("_O", cond_oid, 2) == 0) 
+      sts = cdh_StringToObjid(cond_oid, &oid);
+    else
+      sts = gdh_NameToObjid(cond_oid, &oid);
+    if ( EVEN(sts))
+      return set_error(sts);
+
+    sevcli_get_itemdata( &sts, pwrrt_scctx, oid, cond_aname, from, to, maxrows, &ttbuf, 
+			 (void **)&vbuf, &rows, &vtype, &vsize);
+    if ( sts == SEV__NOPOINTS)
+	Py_RETURN_NONE;
+      else if (EVEN(sts))
+	return set_error(sts);
+
+    //for (i = 0; i < rows; i++) {
+    //  char timstr[40];
+    //  time_AtoAscii(&ttbuf[i], time_eFormat_DateAndTime, timstr, sizeof(timstr));
+    //  printf("%d %s %d\n", i, timstr, ((pwr_tBoolean *)vbuf)[i]);      
+    //}
+
+    /* Find longest continuous interval where condition is high */
+    pwr_tBoolean last_value = 0;
+    pwr_tFloat32 max_time = 0.0f;
+    int last_idx;
+    int start_idx;
+    int end_idx;
+    for (i = 0; i < rows; i++) {
+      if (((pwr_tBoolean *)vbuf)[i] == 1 && last_value == 0) {
+	last_value = 1;
+	last_idx = i;
+      }
+      else if ((((pwr_tBoolean *)vbuf)[i] == 0 && last_value == 1) ||
+	       (((pwr_tBoolean *)vbuf)[i] == 1 && last_value == 1 && i == rows - 1)) {
+	last_value = 0;
+	time_Adiff(&dt, &ttbuf[i], &ttbuf[last_idx]);
+	if (time_DToFloat(0, &dt) > max_time) {
+	  max_time = time_DToFloat(0, &dt);
+	  start_idx = last_idx;
+	  end_idx = i;
+	}
+      }
+    }
+    if (max_time > 0.0f) {
+      from = ttbuf[start_idx];
+      to = ttbuf[end_idx];
+    }
+    free(ttbuf);
+    free(vbuf);
+  }
+
+  time_Adiff(&dt, &to, &from);
+  valcnt = (int)time_DToFloat(NULL, &dt)/tdiff;  
+
+  //for ( i = 0; i < oidcnt; i++)
+  //  printf("arg %s.%s\n", oidvect[i], anamevect[i]);
 
   vvect = calloc(oidcnt, sizeof(float *));
 
@@ -3624,7 +3696,6 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
     if ( EVEN(sts))
       return set_error(sts);
 
-
     if (!isobjectvect[i]) {
       sevcli_get_itemdata( &sts, pwrrt_scctx, oid, anamevect[i], from, to, maxrows, &ttbuf, 
 			   (void **)&vbuf, &rows, &vtype, &vsize);
@@ -3633,7 +3704,7 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
       else if (EVEN(sts))
 	return set_error(sts);
 
-      /* Create data rows for panda with interpolation */
+      /* Create data rows for pandas with interpolation */
       tbuf = malloc(rows * sizeof(float));
 
       for ( j = 0; j < rows; j++) {
@@ -3646,10 +3717,10 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
       for ( j = 0; j < valcnt; j++) {
 	if ( j*tdiff < tbuf[0])
 	  vvect[i][j] = vbuf[0];
-	else if ( j*tdiff > tbuf[rows - 1])
+	else if ( j*tdiff >= tbuf[rows - 1])
 	  vvect[i][j] = vbuf[rows-1]; 
 	else {
-	  while( tbuf[k] <= j*tdiff)
+	  while( tbuf[k] <= j*tdiff && k < rows - 1)
 	    k++;
 	  vvect[i][j] = vbuf[k-1] + (vbuf[k] - vbuf[k-1])/(tbuf[k] - tbuf[k-1]) * (j*tdiff - tbuf[k-1]);
 	}
@@ -3701,12 +3772,12 @@ static PyObject *pwrrt_getSevItemsDataFrame(PyObject *self, PyObject *args)
 		vp1 = (float *)(((char*)vbuf) + lineoffs);
 		vvect[l][j] = *vp1;
 	      }
-	      else if ( j*tdiff > tbuf[rows - 1]) {
+	      else if ( j*tdiff >=tbuf[rows - 1]) {
 		vp1 = (float *)(((char*)vbuf) + (rows - 1)*linesize + lineoffs);
 		vvect[l][j] = *vp1;
 	      }
 	      else {
-		while( tbuf[k] <= j*tdiff)
+		while( tbuf[k] <= j*tdiff && k < rows)
 		  k++;
 		vp1 = (float *)(((char *)vbuf) + (k - 1)*linesize + lineoffs);
 		vp2 = (float *)(((char *)vp1) + linesize);
@@ -4109,6 +4180,8 @@ PyMODINIT_FUNC initpwrrt(void)
   Py_INCREF(&ApplType);
   PyModule_AddObject(m, "Appl", (PyObject *)&ApplType);
 
+  PyModule_AddIntConstant(m, "FRAME_OPTIONS_CONDITION", 1);
+
   PyDateTime_IMPORT;
 
   gdh_Init("Python");

src/exp/py/src/makefile

+include $(pwre_dir_symbols)
+
+ifndef variables_mk
+ include $(pwre_kroot)/tools/bld/src/variables.mk
+endif
+
+ifndef rules_mk
+ include $(pwre_kroot)/tools/bld/src/rules.mk
+endif
+
+vpath %.py $(co_source)
+
+source_dirs := $(co_source)
+
+py_sources := $(sort \
+             $(foreach file, \
+               $(foreach dir, \
+                 $(source_dirs), \
+                 $(wildcard $(dir)/*.py) \
+               ), $(notdir $(file)) \
+             ) \
+           )
+
+png_sources := $(sort \
+             $(foreach file, \
+               $(foreach dir, \
+                 $(source_dirs), \
+                 $(wildcard $(dir)/*.png) \
+               ), $(notdir $(file)) \
+             ) \
+           )
+
+export_py := $(patsubst %.py, $(exe_dir)/%.py, $(py_sources))
+export_png := $(patsubst %.png, $(exe_dir)/%.png, $(png_sources))
+clean_py := $(patsubst %.py, clean_%.py, $(py_sources))
+clean_png := $(patsubst %.png, clean_%.png, $(png_sources))
+
+
+.PHONY : all init copy lib exe clean realclean\
+         $(clean_py)
+
+all : init copy | silent
+
+init : silent
+
+copy : $(export_py) $(export_png) | silent
+
+lib : silent
+
+exe : silent
+
+clean :
+
+realclean : clean $(clean_py) $(clean_png)
+
+silent :
+	@ :
+
+$(export_py) : $(exe_dir)/%.py : %.py
+	@ echo "Exporting $< ..."
+	@ $(cp) $(cpflags) $(source) $(target)
+
+$(export_png) : $(exe_dir)/%.png : %.png
+	@ echo "Exporting $< ..."
+	@ $(cp) $(cpflags) $(source) $(target)
+
+$(clean_py) : clean_%.py : %.py
+	@ rm $(exe_dir)/$*.py
+
+$(clean_png) : clean_%.png : %.png
+	@ rm $(exe_dir)/$*.png

src/exp/py/src/rt.py

+#
+# ProviewR   Open Source Process Control.
+# Copyright (C) 2005-2019 SSAB EMEA AB.
+#
+# This file is part of ProviewR.
+#
+# This program is free software; you can redistribute it and/or 
+# modify it under the terms of the GNU General Public License as 
+# published by the Free Software Foundation, either version 2 of 
+# the License, or (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful 
+# but WITHOUT ANY WARRANTY; without even the implied warranty of 
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License 
+# along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+#
+# Linking ProviewR statically or dynamically with other modules is
+# making a combined work based on ProviewR. Thus, the terms and
+# conditions of the GNU General Public License cover the whole 
+# combination.
+#
+# In addition, as a special exception, the copyright holders of
+# ProviewR give you permission to, from the build function in the
+# ProviewR Configurator, combine ProviewR with modules generated by the
+# ProviewR PLC Editor to a PLC program, regardless of the license
+# terms of these modules. You may copy and distribute the resulting
+# combined work under the terms of your choice, provided that every 
+# copy of the combined work is accompanied by a complete copy of 
+# the source code of ProviewR (the version used to produce the
+# combined work), being distributed under the terms of the GNU 
+# General Public License plus this exception.
+#
+
+import pwrrt
+import datetime
+
+class DSup:
+    """DSup class, handling of a DSupComp object.
+    """
+    def __init__(self, name):
+        self.name = name
+        a = pwrrt.attribute(self.name + '.DetectCheck')
+        if a.value():
+            self.active = False
+        else:
+            self.active = True
+
+    def setDetect(self):
+        """Set alarm detect."""
+        a = pwrrt.attribute(self.name + '.DetectCheck')
+        if a.value():
+
+            a = pwrrt.attribute(self.name + '.DetectTime')
+            a.setValue(datetime.datetime.now().strftime('%d-%b-%Y %H:%M:%S'))
+
+            a = pwrrt.attribute(self.name + '.DetectSend')
+            a.setValue(1)
+
+            a = pwrrt.attribute(self.name + '.DetectCheck')
+            a.setValue(0)
+        
+            a = pwrrt.attribute(self.name + '.ReturnCheck')
+            a.setValue(1)
+
+            self.active = True
+        
+    def setReturn(self):
+        """Set alarm return."""
+        a = pwrrt.attribute(self.name + '.ReturnCheck')
+        if a.value():
+
+            a = pwrrt.attribute(self.name + '.ReturnTime')
+            a.setValue(datetime.datetime.now().strftime('%d-%b-%Y %H:%M:%S'))
+
+            a = pwrrt.attribute(self.name + '.ReturnSend')
+            a.setValue(1)
+        
+            a = pwrrt.attribute(self.name + '.ReturnCheck')
+            a.setValue(0)
+        
+            a = pwrrt.attribute(self.name + '.DetectCheck')
+            a.setValue(1)
+
+            self.active = False
+

src/exp/py/src/rt_maintsupserver.py

+#!/usr/bin/python
+#
+# ProviewR   Open Source Process Control.
+# Copyright (C) 2005-2019 SSAB EMEA AB.
+#
+# This file is part of ProviewR.
+#
+# This program is free software; you can redistribute it and/or 
+# modify it under the terms of the GNU General Public License as 
+# published by the Free Software Foundation, either version 2 of 
+# the License, or (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful 
+# but WITHOUT ANY WARRANTY; without even the implied warranty of 
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License 
+# along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+#
+# Linking ProviewR statically or dynamically with other modules is
+# making a combined work based on ProviewR. Thus, the terms and
+# conditions of the GNU General Public License cover the whole 
+# combination.
+#
+# In addition, as a special exception, the copyright holders of
+# ProviewR give you permission to, from the build function in the
+# ProviewR Configurator, combine ProviewR with modules generated by the
+# ProviewR PLC Editor to a PLC program, regardless of the license
+# terms of these modules. You may copy and distribute the resulting
+# combined work under the terms of your choice, provided that every 
+# copy of the combined work is accompanied by a complete copy of 
+# the source code of ProviewR (the version used to produce the
+# combined work), being distributed under the terms of the GNU 
+# General Public License plus this exception.
+#
+
+# Maintenance supervision server
+
+import pandas as pd
+from sklearn.linear_model import LinearRegression
+from sklearn.metrics import r2_score
+from scipy.interpolate import interp1d
+import sys
+import math
+import time
+import datetime
+import getopt
+import os
+import pwrrt
+import co
+import rt
+from rt_mva import *
+from rt_mva_msg import *
+
+class SupObj:
+    def __init__(self, sup):
+        global scantime
+        
+        self.sup = sup
+        self.name = sup.name()
+        self.sts = 0
+        self.limitsts = [None] * 10 
+
+        aname = sup.fullName() + '.ScanTime'
+        a = pwrrt.attribute(aname)
+        self.scantime = a.value()
+        self.cnt = 0
+        self.interval = self.scantime/scantime
+
+        self.dsup = []
+        i = 0
+        while i < 10:
+            dsup = rt.DSup(sup.fullName() + '.Limits[' + str(i) + '].Sup')
+            self.dsup.append(dsup)
+            i += 1
+
+    def setSts(self, sts):
+        if self.sts != sts:
+            self.sts = sts
+            a = pwrrt.attribute(self.sup.fullName() + '.Status')
+            a.setValue(sts)
+
+    def evenSts(self):
+        return (self.sts & 1) == 0
+
+    def oddSts(self):
+        return (self.sts & 1) != 0
+
+    def setLimitSts(self, idx, sts):
+        if self.limitsts[idx] != sts:
+            self.limitsts[idx] = sts
+            a = pwrrt.attribute(self.sup.fullName() + '.Limits[' + str(idx) + '].Status')
+            a.setValue(sts)
+
+#
+# Open function, backcall from application
+#
+def open_cb():
+    global olist
+
+    pwrrt.login('pwrp', 'pwrp')
+
+    olist = []
+    cid = pwrrt.Cid('LinRegSup')
+    for attr in cid.attrObjects():
+        o = SupObj(attr)
+        olist.append(o)
+        o.setSts(MVA__NORMAL)
+        
+#
+# Close function, backcall from application
+#
+def close_cb():
+    print 'Closing down'
+        
+#
+# Scan function, backcall from application
+#
+def scan_cb():
+    global olist
+
+    for o in olist:
+        if o.cnt < o.interval:
+            o.cnt += 1
+            continue
+
+        o.cnt = 0
+        process(o)
+
+#
+# Handling of a LinRegSup object
+#
+def process(o):
+    if o.evenSts() and o.sts != MVA__STDLOW and o.sts != MVA__SCORELOW and \
+           o.sts != MVA__SERVERTIMEOUT and o.sts != MVA__SERVERREAD:
+        return
+
+    a = pwrrt.attribute(o.sup.fullName() + '.Server')
+    server = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.FormulaFile')
+    formulafile = co.translateFilename(a.value())
+    a = pwrrt.attribute(o.sup.fullName() + '.MeasuringTime')
+    measuringtime = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.PointInterval')
+    pointinterval = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.MaxNoOfPoints')
+    maxnoofpoints = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.StdDeviationMinLimit')
+    stdmin = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.ScoreMinLimit')
+    scoremin = a.value()
+    a = pwrrt.attribute(o.sup.fullName() + '.CondAttr')
+    condattr = a.value().strip()
+    i = 0
+    options = 0
+    dataoid = []
+    dataattr = []
+    dataname = []
+    origcol = ['Time']
+    datacol = []
+    isobject = []
+    
+    # If condition attribute, insert attribute first in list
+    if condattr != '':
+        options = pwrrt.FRAME_OPTIONS_CONDITION
+        idx = condattr.find('.')
+        dataoid.append(condattr[:idx])
+        dataattr.append(condattr[idx+1:])
+        isobject.append(False)
+        
+    # Insert other attributes
+    while i < 10:
+        a = pwrrt.attribute(o.sup.fullName() + '.Attributes[' + str(i) + ']')
+        attr = a.value().strip()
+        if attr == '':
+            break;
+    
+        idx = attr.find('.')
+        dataname.append(attr)
+        origcol.append(attr)
+        dataoid.append(attr[:idx])
+        dataattr.append(attr[idx+1:])
+        datacol.append('A' + str(i+1))
+        isobject.append(False)
+        i += 1
+        
+    # Fetch data from server
+    try:
+        result = pwrrt.getSevItemsDataFrame( server, dataoid, dataattr, isobject,
+             measuringtime, 'now', pointinterval, maxnoofpoints, '-', options)
+    except RuntimeError as e:
+        print str(e), e
+        if str(e) == '%QCOM-E-TMO, time out':
+            o.setSts(MVA__SERVERTIMEOUT)
+        else:
+            o.setSts(MVA__SERVERREAD)
+        return
+    if result == None:
+        o.setSts(MVA__NODATA)
+        return
+
+    sts = MVA__NORMAL
+
+    origdata = pd.DataFrame(data=result)
+    origdata.columns = origcol
+
+    wf = WData()
+    wf.set_data(origdata, datacol, dataname)
+
+    # Check standard deviation
+    if stdmin > 0:
+        std = wf.wd[datacol[0]].std()
+        a = pwrrt.attribute(o.sup.fullName() + '.CurrentStdDeviation')
+        a.setValue(std)
+        if std < stdmin:
+            o.setSts(MVA__STDLOW)
+            a = pwrrt.attribute(o.sup.fullName() + '.CurrentScore')
+            a.setValue(0.0)
+            return
+                
+    try:
+        wf.apply_formula(formulafile)
+    except co.Error as e:
+        o.setSts(e.status)
+        return
+
+    # Fit linear regression model
+    slr = LinearRegression()
+    reg = slr.fit(wf.wd.iloc[:,1:], wf.wd.iloc[:,0:1])
+    #print "coef ", slr.coef_
+    #print "intercept ", slr.intercept_
+
+    # Check score
+    if scoremin > 0:
+        pred = slr.predict(wf.wd.iloc[:,1:])
+        score = r2_score(pred, wf.wd.iloc[:,0:1])
+        a = pwrrt.attribute(o.sup.fullName() + '.CurrentScore')
+        a.setValue(score)
+        if score < scoremin:
+            sts = MVA__SCORELOW
+
+    if (sts & 1) != 0:
+        a = pwrrt.attribute(o.sup.fullName() + '.LastScan')
+        a.setValue(datetime.datetime.now().strftime('%d-%b-%Y %H:%M:%S'))
+
+    # Check coefficient limits
+    i = 0
+    while i < len(slr.coef_[0]):
+        a = pwrrt.attribute(o.sup.fullName() + '.Limits[' + str(i) + '].InitCoef')
+        initcoef = a.value()
+        a = pwrrt.attribute(o.sup.fullName() + '.Limits[' + str(i) + '].LastCoef')
+        a.setValue(slr.coef_[0][i])
+        a = pwrrt.attribute(o.sup.fullName() + '.Limits[' + str(i) + '].Deviation')
+        a.setValue(slr.coef_[0][i] - initcoef)
+
+        a = pwrrt.attribute(o.sup.fullName() + '.Limits[' + str(i) + '].MinLimit')
+        minlimit = a.value()
+        a = pwrrt.attribute(o.sup.fullName() + '.Limits[' + str(i) + '].MaxLimit')
+        maxlimit = a.value()
+        if (sts & 1) != 0:
+            if slr.coef_[0][i] >= maxlimit or slr.coef_[0][i] <= minlimit: 
+                o.setLimitSts(i, MVA__COEFLIMIT)
+                if not o.dsup[i].active:
+                    o.dsup[i].setDetect()
+            else:
+                o.setLimitSts(i, MVA__COEF)
+                if o.dsup[i].active:
+                    o.dsup[i].setReturn()
+        i += 1
+
+    o.setSts(sts)
+
+
+# Get server object
+cid = pwrrt.Cid('MaintSupServer')
+server = None
+for o in cid.objects():
+    server = o
+    break
+
+if server == None:
+    exit()
+    
+a = o.attribute('ScanTime')
+scantime = a.value()
+
+
+# Create application
+a = pwrrt.application('MaintSupServer',o.fullName(), 29, scantime,
+                      open_cb, scan_cb, close_cb, None)
+a.mainloop()
+ 

src/exp/py/src/rt_mva.py

+#
+# ProviewR   Open Source Process Control.
+# Copyright (C) 2005-2019 SSAB EMEA AB.
+#
+# This file is part of ProviewR.
+#
+# This program is free software; you can redistribute it and/or 
+# modify it under the terms of the GNU General Public License as 
+# published by the Free Software Foundation, either version 2 of 
+# the License, or (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful 
+# but WITHOUT ANY WARRANTY; without even the implied warranty of 
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License 
+# along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+#
+# Linking ProviewR statically or dynamically with other modules is
+# making a combined work based on ProviewR. Thus, the terms and
+# conditions of the GNU General Public License cover the whole 
+# combination.
+#
+# In addition, as a special exception, the copyright holders of
+# ProviewR give you permission to, from the build function in the
+# ProviewR Configurator, combine ProviewR with modules generated by the
+# ProviewR PLC Editor to a PLC program, regardless of the license
+# terms of these modules. You may copy and distribute the resulting
+# combined work under the terms of your choice, provided that every 
+# copy of the combined work is accompanied by a complete copy of 
+# the source code of ProviewR (the version used to produce the
+# combined work), being distributed under the terms of the GNU 
+# General Public License plus this exception.
+#
+
+import os
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import seaborn as sns
+from scipy.interpolate import interp1d
+import co
+from rt_mva_msg import *
+
+# adapted from http://matplotlib.org/examples/specialty_plots/hinton_demo.html
+def hinton(matrix, max_weight=None, ax=None):
+    """Draw Hinton diagram for visualizing a weight matrix."""
+    ax = ax if ax is not None else plt.gca()
+
+    if not max_weight:
+        max_weight = 2**np.ceil(np.log(np.abs(matrix).max())/np.log(2))
+
+    ax.patch.set_facecolor('lightgray')
+    ax.set_aspect('equal', 'box')
+    ax.xaxis.set_major_locator(plt.NullLocator())
+    ax.yaxis.set_major_locator(plt.NullLocator())
+
+    for (x, y), w in np.ndenumerate(matrix):
+        color = 'red' if w > 0 else 'blue'
+        size = np.sqrt(np.abs(w))
+        if size > 0.98: size = 0.98        
+        rect = plt.Rectangle([x - size / 2, y - size / 2], size, size,
+                             facecolor=color, edgecolor=color)
+        ax.add_patch(rect)
+
+    nticks = matrix.shape[0]
+    ax.xaxis.tick_top()
+    ax.set_xticks(range(nticks))
+    ax.set_xticklabels(list(matrix.columns), rotation=90)
+    ax.set_yticks(range(nticks))
+    ax.set_yticklabels(matrix.columns)
+    ax.grid(False)
+
+    ax.autoscale_view()
+    ax.invert_yaxis()
+
+
+
+class WData:
+    """WData class, container for measuring data.
+
+    wd 	 Frame with data except time column
+    wdtime Frame with time column
+    wdname Attribute names
+    wdcol  Column names A1, A2 etc
+    """
+
+    OP_NO = 0
+    OP_COPY = 1
+    OP_NORM = 2
+    OP_SQUARE = 3
+    OP_SQUAREROOT = 4
+    OP_EXP = 5
+    OP_LOG = 6
+    OP_INTEGRAL = 7
+    OP_DERIVATE = 8
+    OP_ADD = 9
+    OP_SUB = 10
+    OP_MULTIPLY = 11
+    OP_DIVIDE = 12
+    OP_CURVE = 13
+    OP_CONSTANT = 14
+    OP_SHIFT = 15
+        
+    operations = ((OP_NO, 'No'),
+                  (OP_COPY, 'Copy'),
+                  (OP_NORM, 'Norm'),
+                  (OP_SQUARE, 'Square'),
+                  (OP_SQUAREROOT, 'Squareroot'),
+                  (OP_EXP, 'Exp'),
+                  (OP_LOG, 'Log'),
+                  (OP_INTEGRAL, 'Integral'),
+                  (OP_DERIVATE, 'Derivate'),
+                  (OP_ADD, 'Add'),
+                  (OP_SUB, 'Sub'),
+                  (OP_MULTIPLY, 'Multiply'),
+                  (OP_DIVIDE, 'Divide'),
+                  (OP_CURVE, 'Curve'),
+                  (OP_CONSTANT, 'Const'),
+                  (OP_SHIFT, 'Shift'))
+
+    def __init__(self):
+        self.set = False
+        self.name = ''
+        self.wd = None
+        self.wdname = None
+        self.wdcol = None
+        self.wdtime = None
+        self.origdata = None
+        self.origcol = None
+        self.add_replace = 0
+        
+    def empty(self):
+        """Returns true is no data is set yet."""
+        return not self.set
+
+    def rows(self):
+        """Number of rows in wd."""
+        if self.empty():
+            return 0
+        return self.wd.shape[0]
+
+    def columns(self):
+        """Number of columns in wd."""
+        if self.empty():
+            return 0
+        return self.wd.shape[1]
+    
+    def set_data(self, data, col, name):
+        """Insert new data."""
+        self.origdata = data
+        self.origcol = self.origdata.columns
+        
+        self.wd = self.origdata.loc[:,self.origcol[1]:]
+        self.wdtime = self.origdata.loc[:,self.origcol[0]]
+        self.wd.columns = col
+        self.wdcol = col
+        self.wdname = name 
+        self.set = True
+
+    def set_add_replace(self, ar):
+        self.add_replace = ar;
+        
+    def read_file(self, file):
+    
+        self.origdata = pd.read_csv(file, parse_dates=[0])
+        self.origcol = self.origdata.columns
+        self.wd = self.origdata.loc[:,self.origcol[1]:]
+        self.wdtime = self.origdata.loc[:,self.origcol[0]]
+        self.set = True
+
+        self.wdcol = []
+        self.wdname = []
+
+        i = 0
+        while i < self.columns():
+            colname = "A" + str(i+1)
+            self.wdcol.append(colname)
+            self.wdname.append(self.origcol[i+1])
+            i += 1
+
+        self.wd.columns = self.wdcol
+
+    def save_orig(self, file):
+        self.origdata.to_csv(file, index=False)
+
+    def save_wd(self, file):
+        save = self.wd
+        save.columns = self.wdname
+        save.insert(0, 'Time', self.wdtime)
+        save.to_csv(file, index=False)
+                
+    def set_name(self, name):
+        self.name = name
+
+    def plot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+            i += 1
+                     
+        if len(cols) != 0:
+            plotdata = self.wd[cols]
+        else:
+            plotdata = self.wd
+        ax = plotdata.plot()
+        ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));
+        ax.get_figure().canvas.set_window_title('Plot ' + self.name)
+
+        plt.show()
+
+    def indplot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        ccnt = 0
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+                ccnt += 1
+            i += 1
+                     
+
+        if len(cols) != 0:
+            plotdata = self.wd[cols]
+        else:
+            plotdata = self.wd
+            ccnt = self.columns()
+            cols = self.wdcol
+        
+        layo = ccnt * 100 + 10
+
+        j = 0
+        fig = plt.figure()
+        fig.canvas.set_window_title('Plot ' + self.name)
+        while j < ccnt:
+            plt.subplot(layo+j+1)
+            plt.plot(self.wdtime, plotdata[cols[j]])
+            plt.legend(loc='center left', bbox_to_anchor=(1, 0.5));
+            j = j + 1
+
+        plt.show()
+
+    def scatterplot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+            i += 1
+                     
+        if len(cols) != 0:
+            plotdata = self.wd[cols]
+        else:
+            plotdata = self.wd
+        
+        ax = plotdata.plot()
+        ax.clear()
+        pd.tools.plotting.scatter_matrix(plotdata, diagonal="kde", ax=ax)
+        ax.get_figure().canvas.set_window_title('Scatterplot ' + self.name)
+        plt.tight_layout()
+        plt.show()
+
+    def correlation_plot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+            i += 1
+                     
+        if len(cols) != 0:
+            plotdata = self.wd[cols]
+        else:
+            plotdata = self.wd
+        corrmat = plotdata.corr()
+        fig = plt.figure()
+        fig.canvas.set_window_title('Correlation Plot ' + self.name)
+        hinton(corrmat)
+        plt.show()
+
+    def correlation2_plot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+            i += 1
+                     
+        if len(cols) != 0:
+            plotdata = self.wd[cols]
+        else:
+            plotdata = self.wd
+        corrmat = plotdata.corr()
+        fig = plt.figure()
+        fig.canvas.set_window_title('Correlation Heatmap ' + self.name)
+        sns.heatmap(corrmat, vmin=-1., vmax=1., square=False, cmap='RdBu_r').xaxis.tick_top()
+        plt.show()
+
+    def regression_plot(self, mask):
+        if self.empty():
+            return
+
+        cols = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cols.append(self.wdcol[i])
+            i += 1
+                     
+        if len(cols) != 2:
+            raise co.Error(0, 'Select two attributes')
+
+        plotdata = self.wd[cols]
+        fig = plt.figure()
+        fig.canvas.set_window_title('Linear Regression Plot ' + self.name)
+        sns.regplot(x=cols[0],y=cols[1],data=plotdata)
+        plt.show()
+
+    def revert(self):
+        if self.empty():
+            return
+    
+        self.wd = self.origdata.loc[:,self.origcol[1]:]
+        self.wdtime = self.origdata.loc[:,self.origcol[0]]
+
+        self.wdcol = []
+        self.wdname = []
+
+        i = 0
+        while i < self.columns():
+            colname = "A" + str(i+1)
+            self.wdcol.append(colname)
+            self.wdname.append(self.origcol[i+1])
+            i += 1
+
+        self.wd.columns = self.wdcol
+
+    def moveup(self, mask):
+        cix = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cix.append(i)
+            i += 1
+                     
+        if len(cix) != 1:
+            raise co.Error(0, "Select one attribute")
+
+        if cix[0] == 0:
+            raise co.Error(0, "Can't move top object")
+    
+        cols = list(self.wd)
+        cols[cix[0]-1],cols[cix[0]] = cols[cix[0]],cols[cix[0]-1]
+        self.wdname[cix[0]-1],self.wdname[cix[0]] = self.wdname[cix[0]],self.wdname[cix[0]-1]
+        self.wd = self.wd.ix[:,cols]
+        self.wd.columns = self.wdcol
+
+    def movedown(self, mask):
+        cix = []
+        i = 0;
+        for name in self.wdname:
+            if mask[i]:
+                cix.append(i)
+            i += 1
+                     
+        if len(cix) != 1:
+            raise co.Error(0, "Select one attributes")
+            return
+
+        if cix[0] == len(self.wdname) - 1:
+            raise co.Error(0, "Can't move bottom object")
+            return
+    
+        cols = list(self.wd)
+        cols[cix[0]],cols[cix[0]+1] = cols[cix[0]+1],cols[cix[0]]
+        self.wdname[cix[0]],self.wdname[cix[0]+1] = self.wdname[cix[0]+1],self.wdname[cix[0]]
+        self.wd = self.wd.ix[:,cols]
+        self.wd.columns = self.wdcol
+
+    def delete_columns(self, mask):
+        i = 0
+        new_wdcol = []
+        new_wdname = []
+        cols = []
+        for name in self.wdname:
+            if not mask[i]:
+                new_wdcol.append(self.wdcol[i])
+                new_wdname.append(self.wdname[i])
+            i += 1
+                     
+        if len(new_wdname) == len(self.wdname):
+            raise co.Error(0, "No columns selected")
+        
+        if len(new_wdcol) != 0:
+            self.wd = self.wd[new_wdcol]
+            self.wdcol = new_wdcol
+            self.wdname = new_wdname
+
+            i = 0
+            while i < self.columns():
+                colname = "A" + str(i+1)
+                self.wdcol[i] = colname
+                i += 1
+            self.wd.columns = self.wdcol
+        
+    def clip(self, minvalue, maxvalue):
+        self.wd = self.wd[minvalue:maxvalue]
+        self.wdtime = self.wdtime[minvalue:maxvalue]
+        self.wd = self.wd.reset_index(drop=True)
+        self.wdtime = self.wdtime.reset_index(drop=True)
+
+    def split(self, value):
+        wdata = WData()
+        wdata.origdata = self.origdata
+        wdata.origcol = self.origcol
+        wdata.wd = self.wd[value:]
+        wdata.wdtime = self.wdtime[value:]
+        wdata.wd = wdata.wd.reset_index(drop=True)
+        wdata.wdtime = wdata.wdtime.reset_index(drop=True)
+        wdata.wdcol = self.wdcol[:]
+        wdata.wdname = self.wdname[:]
+        wdata.set = True
+
+        self.wd = self.wd[:value]
+        self.wdtime = self.wdtime[:value]
+        return wdata
+
+    def concat(self, ccwd, ccname, ccwdtime):
+        # Remove superfluous columns
+        i = 0
+        cccol = []
+        new_ccname = []
+        for wname in self.wdname:
+            found = False
+            for cname in ccname:
+                if cname == wname:
+                    found = True
+                    cccol.append(self.wdcol[i])
+                    new_ccname.append(cname)
+                    break
+            if not found:
+                raise co.Error(0, "Columns don't match")                
+
+            i += 1
+        ccwd = ccwd[cccol]
+        t1 = self.wdtime[len(self.wdtime)-1] + (self.wdtime[len(self.wdtime)-1] - self.wdtime[len(self.wdtime)-2])
+        t2 = ccwdtime[0]
+        ccwdtime -= t2-t1
+        self.wd = pd.concat([self.wd, ccwd])
+        self.wdtime = pd.concat([self.wdtime, ccwdtime])
+        self.wd = self.wd.reset_index(drop=True)
+        self.wdtime = self.wdtime.reset_index(drop=True)
+
+        
+    def concat_file(self, file):
+        ccdata = pd.read_csv(file, parse_dates=[0])
+        ccname = ccdata.columns
+        ccwd = ccdata.loc[:,ccname[1]:]
+        ccwdtime = ccdata.loc[:,ccname[0]]
+
+        # Remove superfluous columns
+        i = 0
+        cccol = []
+        new_ccname = []
+        for wname in self.wdname:
+            found = False
+            for cname in ccname:
+                if cname == wname:
+                    found = True
+                    cccol.append(self.wdcol[i])
+                    new_ccname.append(cname)
+                    break
+            if not found:
+                raise co.Error(0, "Columns don't match")
+
+            i += 1
+        ccwd = ccwd[new_ccname]
+        ccwd.columns = self.wdcol
+        t1 = self.wdtime[len(self.wdtime)-1] + (self.wdtime[len(self.wdtime)-1] - self.wdtime[len(self.wdtime)-2])
+        t2 = ccwdtime[0]
+        ccwdtime -= t2-t1
+        self.wd = pd.concat([self.wd, ccwd])
+        self.wdtime = pd.concat([self.wdtime, ccwdtime])
+        self.wd = self.wd.reset_index(drop=True)
+        self.wdtime = self.wdtime.reset_index(drop=True)
+
+    def multiply(self, value):
+        ccwd = self.wd.copy()
+        ccname = self.wdname
+        ccwdtime = self.wdtime.copy()
+        i = 0
+        while i < value - 1:
+            self.concat(ccwd, ccname, ccwdtime)
+            i += 1
+
+    def parse_arg(self, arg):
+        level = 0
+        found = False
+        idx = 0
+        a1 = ""
+        a2 = ""
+        for c in arg:
+            if c == '(':
+                level += 1
+            elif c == ')':
+                level -= 1
+            elif c == ',' and level == 0:
+                found = True
+                break
+            idx += 1
+
+        if found:
+            a1 = arg[0:idx]
+            a2 = arg[idx+1:]
+        else:
+            a1 = arg
+        return a1, a2
+
+    def parse_op(self, str, opv, par1v, par2v):
+        idx = str.find('(')
+        if idx == -1:
+            op = 'No'
+            return self.OP_NO
+        else:
+            ridx = str.rfind(')')
+            if ridx == -1:
+                raise co.Error(0, "Syntax error, parenthesis mismatch " + str(idx))
+
+            arg = str[idx+1:ridx]
+            op = str[0:idx]
+            found = 0
+            for oper in self.operations:
+                if oper[1] == op:
+                    found = 1
+                    a1, a2 = self.parse_arg(arg)
+                    opv.append(oper[0])
+                    par1v.append(a1)
+                    par2v.append(a2)
+                    self.parse_op(a1, opv, par1v, par2v)
+                    if a2 != "":
+                        self.parse_op(a2, opv, par1v, par2v)
+                    return 1
+            if not found:
+                raise co.Error(0, "Syntax error, unknown operator " + str(op))
+
+    def save_formula(self, file):
+        fp = open(file, 'w')
+        for name in self.wdname:
+            fp.write(name + "\n")
+        fp.close()
+
+    def apply_formula(self, file):
+        if not os.path.exists(file):
+            raise co.Error(MVA__NOFRM, 'Unable to find formula file')
+        
+        formulas = []
+        fp = open(file, 'r')
+        for name in fp:
+            formulas.append(name.rstrip())
+        fp.close()        
+
+        for formula in formulas:
+            opv = []
+            par1v = []
+            par2v = []
+
+            sts = self.parse_op(formula, opv, par1v, par2v)
+
+            i = len(opv) - 1
+            for op in reversed(opv):
+                self.exec_op(op, par1v[i], par2v[i])
+                i -= 1
+
+        self.formula_trim(formulas)
+
+    def formula_trim(self, formulas):
+
+        keep = [False] * len(self.wdname)
+        kept = [False] * len(formulas)
+        i = 0
+        for name in self.wdname:
+            j = 0
+            for formula in formulas:
+                if name == formula and not kept[j]:                
+                    keep[i] = True
+                    kept[j] = True
+                    break
+                j += 1
+            i += 1
+
+        i = 0
+        new_wdcol = []
+        new_wdname = []
+        cols = []
+        for name in self.wdname:
+            if keep[i]:
+                new_wdcol.append(self.wdcol[i])
+                new_wdname.append(self.wdname[i])
+            i += 1
+                     
+        if len(new_wdname) == len(self.wdname):
+            return
+        
+        if len(new_wdcol) != 0:
+            self.wd = self.wd[new_wdcol]
+            self.wdcol = new_wdcol
+            self.wdname = new_wdname
+
+            i = 0
+            while i < self.columns():
+                colname = "A" + str(i+1)
+                self.wdcol[i] = colname
+                i += 1
+            self.wd.columns = self.wdcol
+        
+    def exec_op(self, op, par1, par2):
+
+        arg1 = None
+        found1 = False
+        found2 = False
+        i1 = 0
+        i2 = 0
+        for name in self.wdname:
+            if name == par1:
+                found1 = True
+                break
+            i1 += 1
+
+        if op == self.OP_SHIFT:
+            arg1 = par2
+        elif op == self.OP_CURVE:
+            arg1 = par2
+        elif op == self.OP_CONSTANT:
+            arg1 = par1
+            i1 = -1
+        elif par2 != "":
+            for name in self.wdname:
+                if name == par2:
+                    found2 = True
+                    break
+                i2 += 1
+
+        self.op_exec(op, i1, i2, arg1)
+
+    def op_exec(self, op, cix1, cix2, arg1):
+        if cix1 != -1:
+            ser = pd.Series(self.wd[self.wdcol[cix1]])
+        
+        if op == self.OP_COPY:
+            colname = self.wdname[cix1]
+        elif op == self.OP_NORM:
+            mean = ser.mean()
+            ser -= mean
+            colname = "Norm(" + self.wdname[cix1] + ")"
+        elif op == self.OP_SQUARE:
+            ser = np.square(ser)
+            colname = "Square(" + self.wdname[cix1] + ")"
+        elif op == self.OP_SQUAREROOT:
+            ser = np.sqrt(ser)
+            colname = "Sqrt(" + self.wdname[cix1] + ")"
+        elif op == self.OP_EXP:
+            ser = np.exp(ser)
+            colname = "Exp(" + self.wdname[cix1] + ")"
+        elif op == self.OP_LOG:
+            ser = np.log(ser)
+            colname = "Log(" + self.wdname[cix1] + ")"
+        elif op == self.OP_INTEGRAL:
+            igl = []
+            acc = 0
+            i = 0
+            dmean = ser.mean()
+
+            for val in ser.values:    
+                igl.append(acc)
+                if i != len(ser) - 1:
+                    dt = self.wdtime[i+1]-self.wdtime[i]
+                else:
+                    dt = old_dt
+                acc += val * (dt.seconds + dt.microseconds/1000000.0)
+                i += 1
+                old_dt = dt
+
+            ser = pd.Series(igl)
+            colname = "Integral(" + self.wdname[cix1] + ")"
+        elif op == self.OP_DERIVATE:
+            der = []
+            old_val = 0
+            i = 0
+            for val in ser.values:
+                if i != len(ser) - 1:
+                    dt = self.wdtime[i+1]-self.wdtime[i]
+                else:
+                    dt = old_dt
+                der.append((val - old_val)/(dt.seconds + dt.microseconds/1000000.0))
+                i += 1
+                old_dt = dt
+                old_val = val
+
+            ser = pd.Series(der)
+            colname = "Derivate(" + self.wdname[cix1] + ")"
+        elif op == self.OP_ADD:
+            add = []
+            i = 0
+            for val in ser.values:
+                val2 = self.wd[self.wdcol[cix2]][i]
+                add.append(val + val2)
+                i += 1
+            ser = pd.Series(add)
+            colname = "Add(" + self.wdname[cix1] + "," + self.wdname[cix2] + ")"
+        elif op == self.OP_SUB:
+            sub = []
+            i = 0
+            for val in ser.values:
+                val2 = self.wd[self.wdcol[cix2]][i]
+                sub.append(val - val2)
+                i += 1
+            ser = pd.Series(sub)
+            colname = "Sub(" + self.wdname[cix1] + "," + self.wdname[cix2] + ")"
+        elif op == self.OP_MULTIPLY:
+            mul = []
+            i = 0
+            for val in ser.values:
+                val2 = self.wd[self.wdcol[cix2]][i]
+                mul.append(val * val2)
+                i += 1
+            ser = pd.Series(mul)
+            colname = "Multiply(" + self.wdname[cix1] + "," + self.wdname[cix2] + ")"
+        elif op == self.OP_DIVIDE:
+            div = []
+            i = 0
+            for val in ser.values:
+                cval = self.wd[self.wdcol[cix2]][i]
+                div.append(val/cval if cval else 0)
+                i += 1
+            ser = pd.Series(div)
+            colname = "Divide(" + self.wdname[cix1] + "," + self.wdname[cix2] + ")"
+
+        elif op == self.OP_CURVE:
+            if arg1 == '':
+                raise co.Error(0, 'No curve file is supplied')
+            
+            fname = co.translateFilename(arg1)
+            curveframe = pd.read_csv(fname, header=None)
+            fcurve = interp1d(curveframe.loc[:,0],curveframe.loc[:,1], fill_value='extrapolate')
+
+            curve = fcurve(ser.values)
+            ser = pd.Series(curve)
+            colname = "Curve(" + self.wdname[cix1] + "," + arg1 + ")"
+
+        elif op == self.OP_CONSTANT:
+            value = float(arg1)
+
+            const = [value] * len(self.wd)
+            ser = pd.Series(const)
+            colname = "Const(" + str(value) + ")"
+
+        elif op == self.OP_SHIFT:
+            shiftvalue = int(arg1)
+
+            shift = []
+            i = 0
+            for val in ser.values:
+                if shiftvalue > 0:
+                    if i < shiftvalue:
+                        val = 0
+                    else:
+                        val = ser.values[i-shiftvalue]
+                else:
+                    if i - shiftvalue >= len(self.wd):
+                        val = 0
+                    else:
+                        val = ser.values[i-shiftvalue]
+                shift.append(val)
+                i += 1
+            ser = pd.Series(shift)
+            colname = "Shift(" + self.wdname[cix1] + "," + str(shiftvalue) + ")"
+        else:
+            raise co.Error(0, 'No action is selected')
+
+        idx = len(self.wdname)
+
+        if self.add_replace == 1:
+            self.wd[self.wdcol[cix1]] = ser
+            self.wdname[cix1] = colname
+        else:
+            self.wdname.append(colname)
+            colname = "A" + str(idx+1)
+            self.wdcol.append(colname)
+            self.wd[self.wdcol[idx]] = ser
+    
+

src/lib/rt/src/rt_errh.h

@@ -117,6 +117,7 @@ typedef enum {
   errh_eAnix_videomgm = 26,
   errh_eAnix_redcom = 27,
   errh_eAnix_websocketserver = 28,
+  errh_eAnix_maintsupserver = 29,
   errh_eAnix_plc1 = 41,
   errh_eAnix_plc2 = 42,
   errh_eAnix_plc3 = 43,

src/msg/rt/src/rt_mva_msg.msg

+! 
+!  ProviewR   Open Source Process Control.
+!  Copyright (C) 2005-2019 SSAB EMEA AB.
+! 
+!  This file is part of ProviewR.
+!
+!  This program is free software; you can redistribute it and/or 
+!  modify it under the terms of the GNU General Public License as 
+!  published by the Free Software Foundation, either version 2 of 
+!  the License, or (at your option) any later version.
+!
+!  This program is distributed in the hope that it will be useful 
+!  but WITHOUT ANY WARRANTY; without even the implied warranty of 
+!  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+!  GNU General Public License for more details.
+!
+!  You should have received a copy of the GNU General Public License 
+!  along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+! 
+!  Linking ProviewR statically or dynamically with other modules is
+!  making a combined work based on ProviewR. Thus, the terms and
+!  conditions of the GNU General Public License cover the whole 
+!  combination.
+! 
+!  In addition, as a special exception, the copyright holders of
+!  ProviewR give you permission to, from the build function in the
+!  ProviewR Configurator, combine ProviewR with modules generated by the
+!  ProviewR PLC Editor to a PLC program, regardless of the license
+!  terms of these modules. You may copy and distribute the resulting
+!  combined work under the terms of your choice, provided that every 
+!  copy of the combined work is accompanied by a complete copy of 
+!  the source code of ProviewR (the version used to produce the
+!  combined work), being distributed under the terms of the GNU 
+!  General Public License plus this exception.
+!
+
+        .facility       MVA,28 /prefix = MVA__ ! 
+
+success 	<successful completion>				/succ
+normal	 	<Normal operating state>			/info
+nodata	 	<No data received in requested interval>	/info
+nofrm		<Formula file not found>			/error
+coeflimit	<Coefficient limit exceeded>			/error
+coef		<Coefficient in range>				/info
+stdlow		<Low value of standard deviation>		/error
+scorelow	<Low value of score>				/error
+servertimeout	<Server timeout>				/error
+serverread	<Error when reading data from server>		/error

src/msg/used_facility_numbers.txt

@@ -17,6 +17,7 @@
 25 SEV
 26 SIM
 27 REDU
+28 MVA
 50 HD
 100 CDH
 101 NDC

src/wbl/pwrb/src/pwrb_c_a_linregsuplimit.wb_load

+! 
+!  ProviewR   Open Source Process Control.
+!  Copyright (C) 2005-2019 SSAB EMEA AB.
+! 
+!  This file is part of ProviewR.
+!
+!  This program is free software; you can redistribute it and/or 
+!  modify it under the terms of the GNU General Public License as 
+!  published by the Free Software Foundation, either version 2 of 
+!  the License, or (at your option) any later version.
+!
+!  This program is distributed in the hope that it will be useful 
+!  but WITHOUT ANY WARRANTY; without even the implied warranty of 
+!  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+!  GNU General Public License for more details.
+!
+!  You should have received a copy of the GNU General Public License 
+!  along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+! 
+!  Linking ProviewR statically or dynamically with other modules is
+!  making a combined work based on ProviewR. Thus, the terms and
+!  conditions of the GNU General Public License cover the whole 
+!  combination.
+! 
+!  In addition, as a special exception, the copyright holders of
+!  ProviewR give you permission to, from the build function in the
+!  ProviewR Configurator, combine ProviewR with modules generated by the
+!  ProviewR PLC Editor to a PLC program, regardless of the license
+!  terms of these modules. You may copy and distribute the resulting
+!  combined work under the terms of your choice, provided that every 
+!  copy of the combined work is accompanied by a complete copy of 
+!  the source code of ProviewR (the version used to produce the
+!  combined work), being distributed under the terms of the GNU 
+!  General Public License plus this exception.
+!
+!  pwrb_c_a_linregsuplimit.wb_load -- Internal limit class for LinRegSup.
+!
+SObject pwrb:Class
+!/**
+!  @Version 1.0
+!  @Group Supervision,NodeConfiguration
+!  @Summary 
+!  Internal limit class for LinRegSup.
+!
+! @b See Also
+!  @classlink LinRegSup pwrb_linregsup.html
+!*/
+  Object LinRegSupLimit $ClassDef 712
+    Body SysBody
+      Attr Editor = pwr_eEditor_AttrEd
+      Attr Method = pwr_eMethod_Standard
+    EndBody
+    Object RtBody $ObjBodyDef 1
+      Body SysBody
+        Attr StructName = "LinRegSupLimit"
+      EndBody
+      !/** 
+      !  Optional description.
+      !*/
+      Object Description $Attribute 1
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String80"
+        EndBody
+      EndObject
+      !/** 
+      !  Disable limit supervision.
+      !*/
+      Object Disable $Attribute 2
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Boolean"
+        EndBody
+      EndObject
+      !/** 
+      !  Initial coefficient value.
+      !*/
+      Object InitCoef $Attribute 3
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Last coefficient value.
+      !*/
+      Object LastCoef $Attribute 4
+        Body SysBody 
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Deviation of last value from initial value.
+      !*/
+      Object Deviation $Attribute 5
+        Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Mininum limit.
+      !  If the last coefficient value is below the MinLimit,
+      !  an alarm message is sent.
+      !*/
+      Object MinLimit $Attribute 6
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Maximum limit.
+      !  If the last coefficient value exceeds the MaxLimit,
+      !  an alarm message is sent.
+      !*/
+      Object MaxLimit $Attribute 7
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Min coefficient value for display.
+      !*/
+      Object MinShow $Attribute 8
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Max coefficient value for display.
+      !*/
+      Object MaxShow $Attribute 9
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      !/** 
+      !  Number of decimals of coefficient value in display.
+      !*/
+      Object NoOfDecimals $Attribute 10
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$UInt32"
+        EndBody
+      EndObject
+      !/** 
+      !  Current status of the limit check.
+      !*/
+      Object Status $Attribute 11
+        Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Status"
+        EndBody
+      EndObject
+      !/** 
+      !  DSupComp object for alarm message.
+      !*/
+      Object Sup $Attribute 12
+        Body SysBody
+          Attr Flags |= PWR_MASK_CLASS
+          Attr TypeRef = "pwrb:Class-DSupComp"
+        EndBody
+      EndObject
+    EndObject
+    Object Template LinRegSupLimit
+      Body RtBody
+      EndBody
+    EndObject
+  EndObject
+EndSObject

src/wbl/pwrb/src/pwrb_c_linregsup.wb_load

+! 
+!  ProviewR   Open Source Process Control.
+!  Copyright (C) 2005-2019 SSAB EMEA AB.
+! 
+!  This file is part of ProviewR.
+!
+!  This program is free software; you can redistribute it and/or 
+!  modify it under the terms of the GNU General Public License as 
+!  published by the Free Software Foundation, either version 2 of 
+!  the License, or (at your option) any later version.
+!
+!  This program is distributed in the hope that it will be useful 
+!  but WITHOUT ANY WARRANTY; without even the implied warranty of 
+!  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+!  GNU General Public License for more details.
+!
+!  You should have received a copy of the GNU General Public License 
+!  along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+! 
+!  Linking ProviewR statically or dynamically with other modules is
+!  making a combined work based on ProviewR. Thus, the terms and
+!  conditions of the GNU General Public License cover the whole 
+!  combination.
+! 
+!  In addition, as a special exception, the copyright holders of
+!  ProviewR give you permission to, from the build function in the
+!  ProviewR Configurator, combine ProviewR with modules generated by the
+!  ProviewR PLC Editor to a PLC program, regardless of the license
+!  terms of these modules. You may copy and distribute the resulting
+!  combined work under the terms of your choice, provided that every 
+!  copy of the combined work is accompanied by a complete copy of 
+!  the source code of ProviewR (the version used to produce the
+!  combined work), being distributed under the terms of the GNU 
+!  General Public License plus this exception.
+!
+!  pwrb_c_linregsup.wb_load -- Supervision with linear regression.
+!
+SObject pwrb:Class
+!/**
+!  @Version 1.0
+!  @Group Supervision,NodeConfiguration
+!  @Summary Supervision of process parameters with linear regression.
+!  Supervision of process parameters with linear regression.
+!
+! @b See Also
+!  @classlink MaintSupServer pwrb_maintsupserver.html
+!*/
+  Object LinRegSup $ClassDef 713
+    Body SysBody
+      Attr Editor = pwr_eEditor_AttrEd
+      Attr Method = pwr_eMethod_Standard
+    EndBody
+    Object RtBody $ObjBodyDef 1
+      Body SysBody
+        Attr StructName = "LinRegSup"
+      EndBody
+      Object Description $Attribute 1
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String80"
+        EndBody
+      EndObject
+      Object Server $Attribute 2
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String40"
+        EndBody
+      EndObject
+      Object CondAttr $Attribute 3
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String256"
+        EndBody
+      EndObject
+      Object Attributes $Attribute 4
+        Body SysBody
+          Attr Flags |= PWR_MASK_ARRAY
+          Attr Elements = 10
+          Attr TypeRef = "pwrs:Type-$String256"
+        EndBody
+      EndObject
+      Object Limits $Attribute 5
+        Body SysBody
+          Attr Flags |= PWR_MASK_ARRAY
+          Attr Flags |= PWR_MASK_CLASS
+          Attr Elements = 10
+          Attr TypeRef = "pwrb:Class-LinRegSupLimit"
+        EndBody
+      EndObject
+      Object FormulaFile $Attribute 6
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String80"
+        EndBody
+      EndObject
+      Object ScanTime $Attribute 7
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object MeasuringTime $Attribute 8
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$DeltaTime"
+        EndBody
+      EndObject
+      Object PointInterval $Attribute 9
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object MaxNoOfPoints $Attribute 10
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$UInt32"
+        EndBody
+      EndObject
+      Object StdDeviationMinLimit $Attribute 11
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object ScoreMinLimit $Attribute 12
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object CurrentStdDeviation $Attribute 13
+        Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object CurrentScore $Attribute 14
+       Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+      Object LastScan $Attribute 15
+        Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Time"
+        EndBody
+      EndObject
+      Object Status $Attribute 16
+        Body SysBody
+          Attr Flags |= PWR_MASK_STATE
+          Attr Flags |= PWR_MASK_NOEDIT
+          Attr TypeRef = "pwrs:Type-$Status"
+        EndBody
+      EndObject
+    EndObject 
+    Object Template LinRegSup
+      Body RtBody
+        Attr Limits[0].Sup.DetectText = "Deviation detected"
+        Attr Limits[0].Sup.EventType = 128
+        Attr Limits[0].Sup.EventPriority = 67
+        Attr Limits[0].Sup.EventFlags = 7
+        Attr Limits[0].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[0]"
+        Attr Limits[0].Sup.CtrlPosition = 1
+        Attr Limits[0].Sup.LockAttribute = 1
+        Attr Limits[1].Sup.DetectText = "Deviation detected"
+        Attr Limits[1].Sup.EventType = 128
+        Attr Limits[1].Sup.EventPriority = 67
+        Attr Limits[1].Sup.EventFlags = 7
+        Attr Limits[1].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[1]"
+        Attr Limits[1].Sup.CtrlPosition = 1
+        Attr Limits[1].Sup.LockAttribute = 1
+        Attr Limits[2].Sup.DetectText = "Deviation detected"
+        Attr Limits[2].Sup.EventType = 128
+        Attr Limits[2].Sup.EventPriority = 67
+        Attr Limits[2].Sup.EventFlags = 7
+        Attr Limits[2].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[2]"
+        Attr Limits[2].Sup.CtrlPosition = 1
+        Attr Limits[3].Sup.DetectText = "Deviation detected"
+        Attr Limits[3].Sup.EventType = 128
+        Attr Limits[3].Sup.EventPriority = 67
+        Attr Limits[3].Sup.EventFlags = 7
+        Attr Limits[3].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[3]"
+        Attr Limits[3].Sup.CtrlPosition = 1
+        Attr Limits[4].Sup.DetectText = "Deviation detected"
+        Attr Limits[4].Sup.EventType = 128
+        Attr Limits[4].Sup.EventPriority = 67
+        Attr Limits[4].Sup.EventFlags = 7
+        Attr Limits[4].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[4]"
+        Attr Limits[4].Sup.CtrlPosition = 1
+        Attr Limits[5].Sup.DetectText = "Deviation detected"
+        Attr Limits[5].Sup.EventType = 128
+        Attr Limits[5].Sup.EventPriority = 67
+        Attr Limits[5].Sup.EventFlags = 7
+        Attr Limits[5].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[5]"
+        Attr Limits[5].Sup.CtrlPosition = 1
+        Attr Limits[6].Sup.DetectText = "Deviation detected"
+        Attr Limits[6].Sup.EventType = 128
+        Attr Limits[6].Sup.EventPriority = 67
+        Attr Limits[6].Sup.EventFlags = 7
+        Attr Limits[6].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[6]"
+        Attr Limits[6].Sup.CtrlPosition = 1
+        Attr Limits[7].Sup.DetectText = "Deviation detected"
+        Attr Limits[7].Sup.EventType = 128
+        Attr Limits[7].Sup.EventPriority = 67
+        Attr Limits[7].Sup.EventFlags = 7
+        Attr Limits[7].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[7]"
+        Attr Limits[7].Sup.CtrlPosition = 1
+        Attr Limits[8].Sup.DetectText = "Deviation detected"
+        Attr Limits[8].Sup.EventType = 128
+        Attr Limits[8].Sup.EventPriority = 67
+        Attr Limits[8].Sup.EventFlags = 7
+        Attr Limits[8].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[8]"
+        Attr Limits[8].Sup.CtrlPosition = 1
+        Attr Limits[9].Sup.DetectText = "Deviation detected"
+        Attr Limits[9].Sup.EventType = 128
+        Attr Limits[9].Sup.EventPriority = 67
+        Attr Limits[9].Sup.EventFlags = 7
+        Attr Limits[9].Sup.Attribute = "pwrb:Class-LinRegSup-Template.Limits[9]"
+        Attr Limits[9].Sup.CtrlPosition = 1
+        Attr ScanTime = 8.640000e+04
+        Attr MeasuringTime = "0:30:00.00"
+        Attr PointInterval = 1.000000e+00
+        Attr MaxNoOfPoints = 2000
+      EndBody
+    EndObject
+  EndObject
+EndSObject

src/wbl/pwrb/src/pwrb_c_maintsupserver.wb_load

+! 
+!  ProviewR   Open Source Process Control.
+!  Copyright (C) 2005-2019 SSAB EMEA AB.
+! 
+!  This file is part of ProviewR.
+!
+!  This program is free software; you can redistribute it and/or 
+!  modify it under the terms of the GNU General Public License as 
+!  published by the Free Software Foundation, either version 2 of 
+!  the License, or (at your option) any later version.
+!
+!  This program is distributed in the hope that it will be useful 
+!  but WITHOUT ANY WARRANTY; without even the implied warranty of 
+!  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 
+!  GNU General Public License for more details.
+!
+!  You should have received a copy of the GNU General Public License 
+!  along with ProviewR. If not, see <http://www.gnu.org/licenses/>
+! 
+!  Linking ProviewR statically or dynamically with other modules is
+!  making a combined work based on ProviewR. Thus, the terms and
+!  conditions of the GNU General Public License cover the whole 
+!  combination.
+! 
+!  In addition, as a special exception, the copyright holders of
+!  ProviewR give you permission to, from the build function in the
+!  ProviewR Configurator, combine ProviewR with modules generated by the
+!  ProviewR PLC Editor to a PLC program, regardless of the license
+!  terms of these modules. You may copy and distribute the resulting
+!  combined work under the terms of your choice, provided that every 
+!  copy of the combined work is accompanied by a complete copy of 
+!  the source code of ProviewR (the version used to produce the
+!  combined work), being distributed under the terms of the GNU 
+!  General Public License plus this exception.
+!
+!  pwrb_c_maintsupserver.wb_load -- Maintainence supervision server.
+!
+SObject pwrb:Class
+!/**
+!  @Version 1.0
+!  @Group Supervision,NodeConfiguration
+!  @Summary Mantainence supervision server.
+!  Maintainence supervision server.
+!
+! @b See Also
+!  @classlink LinRegSup pwrb_linregsup.html
+!*/
+  Object MaintSupServer $ClassDef 714
+    Body SysBody
+      Attr Editor = pwr_eEditor_AttrEd
+      Attr Method = pwr_eMethod_Standard
+    EndBody
+    Object RtBody $ObjBodyDef 1
+      Body SysBody
+        Attr StructName = "MaintSupServer"
+      EndBody
+      Object Description $Attribute 2
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$String80"
+        EndBody
+      EndObject
+      Object ScanTime $Attribute 1
+        Body SysBody
+          Attr TypeRef = "pwrs:Type-$Float32"
+        EndBody
+      EndObject
+    EndObject
+    Object Template MaintSupServer
+      Body RtBody
+        Attr ScanTime = 2.000000e+00
+      EndBody
+    EndObject
+  EndObject
+EndSObject

xtt/exp/ge/src/pwr_c_linregsup.pwg

+0! DefaultWidth 1055
+0! DefaultHeight 556
+199
+!/**
+! TempSwitch
+! Group Components/BaseComponent
+!
+! <image> bcomp_tempswitch_gs.gif
+!
+! <h1>Description
+! Temperature switch. Graphic symbol for basecomponent BaseTempSwitch.
+! Should be connected to an instance of BaseTempSwitch, or a 
+! subclass to this class.
+!
+! <h1>Default dynamics
+! HostObject <link>GeDynHostObject, ,$pwr_lang/man_geref.dat
+!
+! Dynamics for the symbol
+! - flashing red at alarm status.
+! - popupmenu with the methods of the connected object.
+!
+! DigFlash <t>$hostobject.AlarmStatus <link>GeDynDigFlash, ,$pwr_lang/man_geref.dat
+! PopupMenu <t>$hostobject <link>GeDynPopupMenu, ,$pwr_lang/man_geref.dat
+!
+! Default Cycle Slow 
+!
+!*/
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+0! DefaultWidth 561
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+!/**
+! TempSwitch
+! Group Components/BaseComponent
+!
+! <image> bcomp_tempswitch_gs.gif
+!
+! <h1>Description
+! Temperature switch. Graphic symbol for basecomponent BaseTempSwitch.
+! Should be connected to an instance of BaseTempSwitch, or a 
+! subclass to this class.
+!
+! <h1>Default dynamics
+! HostObject <link>GeDynHostObject, ,$pwr_lang/man_geref.dat
+!
+! Dynamics for the symbol
+! - flashing red at alarm status.
+! - popupmenu with the methods of the connected object.
+!
+! DigFlash <t>$hostobject.AlarmStatus <link>GeDynDigFlash, ,$pwr_lang/man_geref.dat
+! PopupMenu <t>$hostobject <link>GeDynPopupMenu, ,$pwr_lang/man_geref.dat
+!
+! Default Cycle Slow 
+!
+!*/
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+0! DefaultWidth 947
+0! DefaultHeight 220
+199
+!/**
+! TempSwitch
+! Group Components/BaseComponent
+!
+! <image> bcomp_tempswitch_gs.gif
+!
+! <h1>Description
+! Temperature switch. Graphic symbol for basecomponent BaseTempSwitch.
+! Should be connected to an instance of BaseTempSwitch, or a 
+! subclass to this class.
+!
+! <h1>Default dynamics
+! HostObject <link>GeDynHostObject, ,$pwr_lang/man_geref.dat
+!
+! Dynamics for the symbol
+! - flashing red at alarm status.
+! - popupmenu with the methods of the connected object.
+!
+! DigFlash <t>$hostobject.AlarmStatus <link>GeDynDigFlash, ,$pwr_lang/man_geref.dat
+! PopupMenu <t>$hostobject <link>GeDynPopupMenu, ,$pwr_lang/man_geref.dat
+!
+! Default Cycle Slow 
+!
+!*/
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