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Indoor/sensors/radio/setup/WiFiOptimizerPerFloor.h
frank a22290415e fixed some issues with stats::variance
fixed umbrella header for stats
added error-feedback to wifi optimizers
improved logging for wifi optimizers
adjusted calling-API for wifi-optimizers
2018-05-20 18:56:49 +02:00

201 lines
6.3 KiB
C++

#ifndef WIFIOPTIMIZERPERFLOOR_H
#define WIFIOPTIMIZERPERFLOOR_H
#include "WiFiOptimizerLogDistCeiling.h"
#include "../model/WiFiModelPerFloor.h"
#include "../../../floorplan/v2/FloorplanHelper.h"
#include <mutex>
#define WITH_DEBUG_PLOT
#ifdef WITH_DEBUG_PLOT
#include <KLib/misc/gnuplot/Gnuplot.h>
#include <KLib/misc/gnuplot/GnuplotSplot.h>
#include <KLib/misc/gnuplot/objects/GnuplotObjectPolygon.h>
#include <KLib/misc/gnuplot/GnuplotSplotElementColorPoints.h>
#include <KLib/misc/gnuplot/GnuplotSplotElementLines.h>
#endif
namespace WiFiOptimizer {
/**
* uses the log-distance model, but one per floor.
* the model is optimized using all fingerprints that belong to this floor
*/
class PerFloor {
WiFiModelPerFloor* mdl = nullptr;
WiFiFingerprints fps;
Floorplan::IndoorMap* map;
std::mutex mtx;
VAPGrouper vg;
Mode mode;
static constexpr const char* name = "WiFiOptFloor";
#ifdef WITH_DEBUG_PLOT
K::Gnuplot gp;
K::GnuplotSplot splot;
K::GnuplotSplotElementColorPoints pts;
K::GnuplotSplotElementLines lines;
#endif
public:
PerFloor(Floorplan::IndoorMap* map, const VAPGrouper& vg, Mode mode) : map(map), vg(vg), mode(mode) {
// the overall model (contains one sub-model per floor)
mdl = new WiFiModelPerFloor(map);
#ifdef WITH_DEBUG_PLOT
splot.add(&pts); pts.setPointSize(1); pts.setPointType(7);
splot.add(&lines);
BBox3 bb = FloorplanHelper::getBBox(map);
splot.getAxisX().setRange(bb.getMin().x, bb.getMax().x);
splot.getAxisY().setRange(bb.getMin().y, bb.getMax().y);
splot.getAxisZ().setRange(bb.getMin().z, bb.getMax().z);
#endif
}
/** make the given fingerprint known to the optimizer */
void addFingerprint(const WiFiFingerprint& fp) {
fps.add(fp);
}
/** add new fingerprints to the optimizer as data-source */
virtual void addFingerprints(const WiFiFingerprints& fps) {
for (const WiFiFingerprint& fp : fps.getFingerprints()) {
addFingerprint(fp);
}
}
struct OptResultStatsSingle {
K::Statistics<float> avgApErrors; // contains one average-error per optimized AP
K::Statistics<float> singleFPErrors; // contains one error for each fingerprint<->ap SIGNED
K::Statistics<float> singleFPErrorsAbs; // contains one error for each fingerprint<->ap ABSOLUTE
};
struct OptResultStats {
OptResultStatsSingle all;
std::vector<OptResultStatsSingle> perFloor;
};
WiFiModelPerFloor* optimizeAll(LogDistCeiling::APFilter filter, OptResultStats* dst = nullptr) {
// be sure we got stats to write to
OptResultStats tmp;
if (!dst) {dst = &tmp;}
// alloc place for per-floor stats
dst->perFloor.resize(map->floors.size());
// optimize each floor on its own
//for (WiFiModelPerFloor::ModelForFloor& mdlForFloor : mdl->getFloorModels()) {
for (size_t i = 0; i < map->floors.size(); ++i) {
WiFiOptimizer::LogDistCeiling::OptResultStats floorStats;
const Floorplan::Floor* floor = map->floors[i];
// 1) create a new optimizer for the current floor
WiFiOptimizer::LogDistCeiling opt(map, vg, mode);
// 2) create the model for this floor
mtx.lock();
WiFiModelLogDistCeiling* mdlForFloor = new WiFiModelLogDistCeiling(map);
mdl->add(mdlForFloor, floor);
mtx.unlock();
// 3) get the floor's bbox and adjust the z-region (needed for museum in Rothenburg)
BBox3 bb = FloorplanHelper::getBBox(floor);
bb.setMinZ(floor->atHeight+0.25);
bb.setMaxZ(floor->atHeight+2);
// 4) find all fingerprints that belong to the floor/model and add them to the optimizer
for (const WiFiFingerprint& fp : fps.getFingerprints()) {
//if (mdlForFloor.matches(fp.pos_m.z)) {
// std::cout << fp.pos_m.z << std::endl;
// opt.addFingerprint(fp);
//}
if (bb.contains(fp.pos_m)) {
//if (fp.pos_m.z >= floor->atHeight && fp.pos_m.z < floor->atHeight+floor->height) {
std::cout << fp.pos_m.z << std::endl;
opt.addFingerprint(fp);
#ifdef WITH_DEBUG_PLOT
pts.add(K::GnuplotPoint3(fp.pos_m.x, fp.pos_m.y, fp.pos_m.z), i);
#endif
}
}
#ifdef WITH_DEBUG_PLOT
for (Floorplan::FloorOutlinePolygon* poly : floor->outline) {
for (const Point2 pt : poly->poly.points) {
lines.add(K::GnuplotPoint3(pt.x, pt.y, floor->atHeight));
}
lines.splitFace(); lines.splitFace();
for (const Point2 pt : poly->poly.points) {
lines.add(K::GnuplotPoint3(pt.x, pt.y, floor->atHeight+floor->height));
}
lines.splitFace(); lines.splitFace();
}
gp.draw(splot);
gp.flush();
pts.clear();
lines.clear();
sleep(1);
#endif
// 5) run the optimizer
const WiFiOptimizer::LogDistCeiling::APParamsList res = opt.optimizeAll(filter, &floorStats);
// 6) add all optimized APs to the floor's model
for (const WiFiOptimizer::LogDistCeiling::APParamsMAC& ap : res.get()) {
// model is per-floor. so model cant optimize waf.. set to VERY HIGH manually
const WiFiModelLogDistCeiling::APEntry entry(ap.params.getPos(), ap.params.txp, ap.params.exp, ap.params.waf);
mdlForFloor->addAP(ap.mac, entry);
}
// overall stats
dst->all.avgApErrors.add(floorStats.avgApErrors);
dst->all.singleFPErrors.add(floorStats.singleFPErrors);
dst->all.singleFPErrorsAbs.add(floorStats.singleFPErrorsAbs);
// per-floor stats
dst->perFloor[i].avgApErrors.add(floorStats.avgApErrors);
dst->perFloor[i].singleFPErrors.add(floorStats.singleFPErrors);
dst->perFloor[i].singleFPErrorsAbs.add(floorStats.singleFPErrorsAbs);
}
// overall stats
Log::add(name, "optimization result: ");
Log::add(name, " - AvgPerAP " + dst->all.avgApErrors.asString());
Log::add(name, " - Single: " + dst->all.singleFPErrors.asString());
Log::add(name, " - SingleAbs: " + dst->all.singleFPErrorsAbs.asString());
// per-floor stats
for (size_t i = 0; i < dst->perFloor.size(); ++i) {
Log::add(name, "----------------------------------------------------------------------------------------------------");
std::string fn = std::to_string(i);
Log::add(name, " - F"+fn+" AvgPerAP " + dst->perFloor[i].avgApErrors.asString());
Log::add(name, " - F"+fn+" Single: " + dst->perFloor[i].singleFPErrors.asString());
Log::add(name, " - F"+fn+" SingleAbs: " + dst->perFloor[i].singleFPErrorsAbs.asString());
}
return mdl;
}
};
}
#endif // WIFIOPTIMIZERPERFLOOR_H