diff --git a/code/CMakeLists.txt.user b/code/CMakeLists.txt.user
index 8b9a790..43b509b 100644
--- a/code/CMakeLists.txt.user
+++ b/code/CMakeLists.txt.user
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!DOCTYPE QtCreatorProject>
-<!-- Written by QtCreator 3.6.0, 2016-05-03T09:50:19. -->
+<!-- Written by QtCreator 3.6.0, 2016-05-04T09:06:07. -->
 <qtcreator>
  <data>
   <variable>EnvironmentId</variable>
diff --git a/code/Settings.h b/code/Settings.h
index 839c6a3..7be540c 100644
--- a/code/Settings.h
+++ b/code/Settings.h
@@ -17,9 +17,9 @@ namespace MiscSettings {
 
 	const int timeSteps = 500;
 
-    const int numParticles = 2500;
+    const int numParticles = 50;
 
-    const int numBSParticles = 500;
+    const int numBSParticles = 25;
 
     const int lag = 5;
 
diff --git a/code/eval/FixedLagEvalBase.h b/code/eval/FixedLagEvalBase.h
index c16f99f..74885c6 100644
--- a/code/eval/FixedLagEvalBase.h
+++ b/code/eval/FixedLagEvalBase.h
@@ -330,8 +330,8 @@ public:
 					 statsDistFiltering.add(errDist);
                      errorsNorm.push_back(err);
 					 errorsDistNorm.push_back(errDist);
-					 std::cout << "FilteringTime: " << se.ts << " " << statsFiltering.asString() << std::endl;
-					 std::cout << "FilteringDist: " << se.ts << " " << statsDistFiltering.asString() << std::endl;
+                     //std::cout << "FilteringTime: " << se.ts << " " << statsFiltering.asString() << std::endl;
+                     //std::cout << "FilteringDist: " << se.ts << " " << statsDistFiltering.asString() << std::endl;
                  }
 
 				if(cnt > skip){
@@ -377,8 +377,8 @@ public:
 					errorsSmooth.push_back(errSmoothed);
 					errorsDistSmooth.push_back(errDistSmoothed);
 
-					std::cout << "SmoothingTime: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsSmoothing.asString() << std::endl;
-					std::cout << "SmoothingDist: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsDistSmoothing.asString() << std::endl;
+                    //std::cout << "SmoothingTime: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsSmoothing.asString() << std::endl;
+                    //std::cout << "SmoothingDist: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsDistSmoothing.asString() << std::endl;
 
                     //plot
                     vis.clearStates();
@@ -420,10 +420,10 @@ public:
                     //Point2 p2 = p1 + Angle::getPointer(obs.orientation.values[0]) * 0.05;
                     vis.gp << "set arrow 999 from screen " << p1.x<<","<<p1.y << " to screen " << p2.x<<","<<p2.y<<"\n";
 
-                    vis.show();
+                    //vis.show();
 
                     // prevent gnuplot errors
-                    usleep(1000*33);
+                   //usleep(1000*33);
                 }
             }
 
@@ -487,7 +487,9 @@ public:
         vis.gp << "set arrow 999 from screen " << p1.x<<","<<p1.y << " to screen " << p2.x<<","<<p2.y<<"\n";
 
         vis.show();
-
+        vis.show();
+        vis.show();
+        vis.show();
         // prevent gnuplot errors
         usleep(1000*33);
 
diff --git a/code/eval/SmoothingEval1.h b/code/eval/SmoothingEval1.h
index a779798..78112b9 100644
--- a/code/eval/SmoothingEval1.h
+++ b/code/eval/SmoothingEval1.h
@@ -47,7 +47,7 @@ public:
 		// state estimation step
         pf->setEstimation( std::unique_ptr<K::ParticleFilterEstimationWeightedAverageWithAngle<MyState>>(new K::ParticleFilterEstimationWeightedAverageWithAngle<MyState>()));
 		//pf->setEstimation( std::unique_ptr<K::ParticleFilterEstimationRegionalWeightedAverage<MyState>>(new K::ParticleFilterEstimationRegionalWeightedAverage<MyState>()));
-		//pf->setEstimation( std::unique_ptr<K::ParticleFilterEstimationOrderedWeightedAverage<MyState>>(new K::ParticleFilterEstimationOrderedWeightedAverage<MyState>(0.50f)));
+        //pf->setEstimation( std::unique_ptr<K::ParticleFilterEstimationOrderedWeightedAverage<MyState>>(new K::ParticleFilterEstimationOrderedWeightedAverage<MyState>(0.50f)));
 
 
         //create the backward smoothing filter
@@ -80,7 +80,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -115,6 +115,7 @@ public:
 
 
         //Smoothing using Simple Trans
+        //bf->setEstimation( std::unique_ptr<K::ParticleFilterEstimationOrderedWeightedAverage<MyState>>(new K::ParticleFilterEstimationOrderedWeightedAverage<MyState>(0.50f)));
         bf->setEstimation(std::unique_ptr<K::ParticleFilterEstimationWeightedAverageWithAngle<MyState>>(new K::ParticleFilterEstimationWeightedAverageWithAngle<MyState>()));
         if(smoothing_resample)
             bf->setResampling( std::unique_ptr<K::ParticleFilterResamplingSimple<MyState>>(new K::ParticleFilterResamplingSimple<MyState>()) );
@@ -145,7 +146,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Dijkstra
@@ -174,7 +175,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -242,7 +243,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -311,7 +312,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -379,7 +380,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.05;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -448,7 +449,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.15;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -499,7 +500,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.15;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -551,7 +552,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.15;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
@@ -604,7 +605,7 @@ public:
         smoothing_heading_sigma = 5.0;
         smoothing_baro_sigma = 0.15;
 
-        bool smoothing_resample = false;
+        bool smoothing_resample = true;
 
 
         //Smoothing using Simple Trans
diff --git a/code/eval/SmoothingEvalBase.h b/code/eval/SmoothingEvalBase.h
index da34aa2..82c6975 100644
--- a/code/eval/SmoothingEvalBase.h
+++ b/code/eval/SmoothingEvalBase.h
@@ -313,8 +313,8 @@ public:
                     statsDistFiltering.add(errDist);
                     errorsNorm.push_back(err);
                     errorsDistNorm.push_back(errDist);
-                    std::cout << "FilteringTime: " << se.ts << " " << statsFiltering.asString() << std::endl;
-                    std::cout << "FilteringDist: " << se.ts << " " << statsDistFiltering.asString() << std::endl;
+                    //std::cout << "FilteringTime: " << se.ts << " " << statsFiltering.asString() << std::endl;
+                    //std::cout << "FilteringDist: " << se.ts << " " << statsDistFiltering.asString() << std::endl;
 
                     //save the current estimation for later smoothing.
                     pfHistory.push_back(pf->getNonResamplingParticles());
@@ -395,8 +395,8 @@ public:
             errorsSmooth.push_back(errSmoothed);
             errorsDistSmooth.push_back(errDistSmoothed);
 
-            std::cout << "SmoothingTime: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsSmoothing.asString() << std::endl;
-            std::cout << "SmoothingDist: " << tsHistory[(tsHistory.size() - 1) - MiscSettings::lag] << " " << statsDistSmoothing.asString() << std::endl;
+            //std::cout << "SmoothingTime: " << tsHistory[t] << " " << statsSmoothing.asString() << std::endl;
+            //std::cout << "SmoothingDist: " << tsHistory[t] << " " << statsDistSmoothing.asString() << std::endl;
 
 
             // plot
@@ -486,6 +486,9 @@ public:
         //Point2 p2 = p1 + Angle::getPointer(obs.orientation.values[0]) * 0.05;
         vis.gp << "set arrow 999 from screen " << p1.x<<","<<p1.y << " to screen " << p2.x<<","<<p2.y<<"\n";
 
+        vis.show();
+        vis.show();
+        vis.show();
         vis.show();
 
         // prevent gnuplot errors
diff --git a/code/main.cpp b/code/main.cpp
index 4d7fb91..0da376d 100644
--- a/code/main.cpp
+++ b/code/main.cpp
@@ -87,40 +87,42 @@ void testModelWalk() {
 
 int main(void) {
 
-//    {SmoothingEval1 eval;
-//    eval.fixedIntervallSimpleTransPath4();
-//    eval.run();}
+    {SmoothingEval1 eval;
+    eval.fixedIntervallSimpleTransPath4();
+    eval.run();}
 
 
-    for(int i = 0; i < 10; ++i){
+//    for(int i = 0; i < 10; ++i){
 
-        //nexus
-        std::string name = "bergwerk_path1_nexus_simple_interval_" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path1_nexus_multi(name);    eval.run();}
+//        //nexus
+//        std::string name = "bergwerk_path1_nexus_simple_interval_" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path1_nexus_multi(name);    eval.run();}
 
-        name = "bergwerk_path2_nexus_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path2_nexus_multi(name);    eval.run();}
+//        name = "bergwerk_path2_nexus_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path2_nexus_multi(name);    eval.run();}
 
-        name = "bergwerk_path3_nexus_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path3_nexus_multi(name);    eval.run();}
+//        name = "bergwerk_path3_nexus_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path3_nexus_multi(name);    eval.run();}
 
-        name = "bergwerk_path4_nexus_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path4_nexus_multi(name);    eval.run();}
+//        name = "bergwerk_path4_nexus_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path4_nexus_multi(name);    eval.run();}
 
 
-        //galaxy
-        name = "bergwerk_path1_galaxy_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path1_galaxy_multi(name);	eval.run();}
+//        //galaxy
+//        name = "bergwerk_path1_galaxy_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path1_galaxy_multi(name);	eval.run();}
 
-        name = "bergwerk_path2_galaxy_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path2_galaxy_multi(name);	eval.run();}
+//        name = "bergwerk_path2_galaxy_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path2_galaxy_multi(name);	eval.run();}
 
-        name = "bergwerk_path3_galaxy_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path3_galaxy_multi(name);	eval.run();}
+//        name = "bergwerk_path3_galaxy_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path3_galaxy_multi(name);	eval.run();}
 
-        name = "bergwerk_path4_galaxy_simple_interval" + std::to_string(i);
-        {SmoothingEval1 eval; eval.bergwerk_path4_galaxy_multi(name);	eval.run();}
-    }
+//        name = "bergwerk_path4_galaxy_simple_interval" + std::to_string(i);
+//        {SmoothingEval1 eval; eval.bergwerk_path4_galaxy_multi(name);	eval.run();}
+
+//        std::cout << "We are in loop number: " << i << "of " << 10 << std::endl;
+//    }
 
 
 	return 0;
diff --git a/tex/bare_conf.dvi b/tex/bare_conf.dvi
index f1611cc..06c96e1 100644
Binary files a/tex/bare_conf.dvi and b/tex/bare_conf.dvi differ
diff --git a/tex/chapters/experiments.tex b/tex/chapters/experiments.tex
index 57051eb..2524cef 100644
--- a/tex/chapters/experiments.tex
+++ b/tex/chapters/experiments.tex
@@ -18,8 +18,6 @@ All walks start with a uniform distribution (random position and heading) as pri
 To allow the system to stabilize its initial state, the first few estimations are omitted from error calculations.
 Even though, the error during the following few seconds is expected to be much higher than the error when starting with a well known initial position and heading.
 
-\commentByToni{Absatz drunter muss ich noch rumschreiben.}
-
 The measurements were recorded using a Motorola Nexus 6 and a Samsung Galaxy S5.
 As the Galaxy's \docWIFI{} can not be limited to the \SI{2.4}{\giga\hertz} band only, its scans take much longer than those of the Nexus: \SI{3500}{\milli\second} vs. \SI{600}{\milli\second}.
 Additionally, the Galaxy's barometer sensor provides fare more inaccurate and less frequent readings than the Nexus does. 
@@ -33,20 +31,16 @@ As mentioned earlier, the position of all \docAP{}s (about 5 per floor) is known
 Due to legal terms, we are not allowed to depict their positions and therefore omit this information within the figures.
 Additionally, we used five \docIBeacon{}s for slight enhancements in some areas.
 The empirically chosen values for \docWIFI{} were $P_{0_{\text{wifi}}} = \SI{-46}{\dBm}, \mPLE_{\text{wifi}} = \SI{2.7}{}, \mWAF_{\text{wifi}} = \SI{8}{\dB}$, and $\mPLE_{\text{ib}} = \SI{1.5}{}$ for the \docIBeacon{}s, respectively.
-Due to omitting a time-consuming calibration process for those values we expect the localisation process to perform generally worse compared to standard fingerprinting methods \cite{Ville09}. 
-%However, incorporating prior knowledge will often compensate for those poorly chosen system parameters.
+The system was tested by omitting any time-consuming calibration processes for those values.
+We therefore expect the localisation process to perform generally worse compared to standard fingerprinting methods \cite{Ville09}. 
+However, incorporating prior knowledge and smoothing will often compensate for those poorly chosen system parameters.
 
-\commentByToni{Hier eure noetigen Werte eintragen.}
-As uncertainties we used $\sigma_\text{wifi} = \sigma_\text{ib} = 8.0$, both growing with each measurement's age.
+For the  filtering we used $\sigma_\text{wifi} = \sigma_\text{ib} = 8.0$ as uncertainties, both growing with each measurement's age.
 While the pressure change was assumed to be \SI{0.105}{$\frac{\text{\hpa}}{\text{\meter}}$}, all other barometer-parameters are determined automatically (see \ref{sec:sensBaro}). 
 The step size $\mStepSize$ for the transition was configured to be \SI{70}{\centimeter} with an allowed derivation of \SI{10}{\percent}. The heading deviation in \refeq{eq:transSimple}, \refeq{eq:transShortestPath} and \refeq{eq:transMultiPath} was \SI{25}{\degree}.
 Edges departing from the pedestrian's destination are downvoted using $\mUsePath = 0.9$.
 
 
-	%
-
-
-
 % all paths we evaluated
 \begin{figure}
 	\input{gfx/eval/paths}
@@ -58,6 +52,8 @@ Edges departing from the pedestrian's destination are downvoted using $\mUsePath
 \end{figure}
 
 
+%kurz zeigen das activity recognition was bringt
+
 %Smoothing mit großen lag kann die zeitliche information schwer halten. das liegt hauptsächlich daran, das im smoothing nur die relativen positionsinfos genutzt werden. das wi-fi wird nicht beachtet und deswegen können absolute justierungen der position (sprünge) nur sehr schlecht abgefedert werden. 
 
 
diff --git a/tex/chapters/smoothing.tex b/tex/chapters/smoothing.tex
index 52de493..eaa151f 100644
--- a/tex/chapters/smoothing.tex
+++ b/tex/chapters/smoothing.tex
@@ -33,11 +33,11 @@ Then the backward step for determining the smoothing distribution is carried out
 The weights are obtained through the backward recursion in line 9.
 \commentByFrank{mir (als laie) wird nicht klar: mache ich erst alle forwaertsschritte (also alles bis zum pfadende durchlaufen) und gehe dann von da rueckwaerts (so klingts etwas im text), oder gehe ich nach jedem forwartsschritt rueckwarts (so klingts im pseudocode)}
 
-\begin{algorithm}[t]
-    \caption{Forward-Backward Smoother
-		\commentByFrank{reihenfolge von $ \{ W^i_t, \vec{X}^i_t\}^N_{i=1}$ war oben andersrum. ned schlimm. nur wegen konsistenz :P}
-    }
+\commentByFrank{reihenfolge von $\{ W^i_t, \vec{X}^i_t\}^N_{i=1}$ war oben andersrum. ned schlimm. nur wegen konsistenz :P}
     \label{alg:forward-backwardSmoother}
+
+\begin{algorithm}[t]
+    \caption{Forward-Backward Smoother}
     \begin{algorithmic}[1] % The number tells where the line numbering should start
 			\For{$t = 1$ \textbf{to} $T$} \Comment{Filtering}
 				\State{Obtain the weighted trajectories $ \{ W^i_t, \vec{X}^i_t\}^N_{i=1}$}