232 lines
5.8 KiB
Text
232 lines
5.8 KiB
Text
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// =====================================================================================
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//
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// Filename: numbers.h
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//
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// Description:
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//
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// Version: 1.0
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// Created: 09/24/2010 02:03:48 PM
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// Revision: none
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// Compiler: g++
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//
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// Author: Jan Elseberg (), jelseber@uos.de
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// Company: Universitaet Osnabrueck
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//
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// =====================================================================================
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#ifndef __NUMBERS_H_
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#define __NUMBERS_H_
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class numberState {
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public:
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numberState() : number(0), char_p(0), board_p(0) {
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for (int i = 0; i < 3; i++) {
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position[i] = 0.0;
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}
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};
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numberState(int _number) : number(_number), char_p(0), board_p(0) {
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for (int i = 0; i < 3; i++) {
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position[i] = 0.0;
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}
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};
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numberState(int _number, double _char_p, double _board_p, double _position[3])
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: number(_number), char_p(_char_p), board_p(_board_p)
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{
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for (int i = 0; i < 3; i++) {
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position[i] = _position[i];
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}
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for (int i = 0; i < 4; i++) {
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plane[i] = 0;
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}
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}
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numberState(int _number, double _char_p, double _board_p, double _position[3], double _plane[4])
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: number(_number), char_p(_char_p), board_p(_board_p)
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{
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for (int i = 0; i < 3; i++) {
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position[i] = _position[i];
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}
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for (int i = 0; i < 4; i++) {
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plane[i] = _plane[i];
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}
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}
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double dist(numberState &ns) {
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double x = ns.position[0] - position[0];
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double y = ns.position[1] - position[1];
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double z = ns.position[2] - position[2];
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return sqrt( x*x + y*y +z*z );
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}
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int number;
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double char_p;
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double board_p;
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double position[3];
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double plane[4];
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};
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inline ostream& operator<<(ostream& os, const numberState ns)
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{
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os << "P(" << ns.number << ") = " << ns.char_p;
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os << " P(" << ns.position[0] << ", " << ns.position[1] << ", " << ns.position[2] << ") = " << ns.board_p;
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return os;
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}
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class numberConsensus {
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public:
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numberConsensus() {
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sum_board_probability = 0.0;
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sum_char_probability = 0.0;
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consensus = numberState();
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}
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numberConsensus(int number) {
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sum_board_probability = 0.0;
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sum_char_probability = 0.0;
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consensus = numberState(number);
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}
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void addObservation(int number, double cp, double bp, double pos[3], double plane[4]) {
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addObservation( numberState(number, cp, bp, pos, plane) );
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}
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bool isClose(double pos[3]) {
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return isClose( numberState(0, 0, 0, pos) );
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}
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bool isClose(numberState ns) {
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for (unsigned int i = 0; i < clusters.size(); i++) {
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if (ccenters[i].dist(ns) < 100.0 ) { // should be good enough
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return true;
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}
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}
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return false;
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}
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void addObservation(numberState ns) {
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if (ns.number != consensus.number) return;
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// observations.push_back(ns);
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sum_board_probability += ns.board_p;
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sum_char_probability += ns.char_p;
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if (clusters.empty()) {
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vector<numberState> vec;
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vec.push_back(ns);
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ccenters.push_back(ns);
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clusters.push_back(vec);
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updateConsensus(0);
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return;
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}
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for (unsigned int i = 0; i < clusters.size(); i++) {
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if (ccenters[i].dist(ns) < 100.0 ) { // should be good enough
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cout << "new point is close to previous cluster..." << endl;
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clusters[i].push_back(ns);
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updateConsensus(i);
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return;
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}
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}
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// new cluster
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vector<numberState> vec;
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vec.push_back(ns);
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ccenters.push_back(ns);
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clusters.push_back(vec);
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updateConsensus(clusters.size() -1);
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return;
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}
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void updateConsensus(int changed) {
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// First compute new representative for the changed cluster
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double pos[3]; pos[0] = pos[1] = pos[2] = 0.0;
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vector<numberState> changed_cluster = clusters[changed];
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for (unsigned int i = 0; i < changed_cluster.size(); i++) {
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for (int j = 0; j < 3; j++)
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pos[j] += changed_cluster[i].position[j];
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}
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for (int j = 0; j < 3; j++)
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pos[j] = pos[j] / changed_cluster.size();
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// set representative
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ccenters[changed] = numberState(consensus.number, 0, 0, pos ) ;
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if (clusters.size() == 1) { // special case
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if (clusters[0].size() == 1) { //
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cout << "first number found..." << endl;
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ccenters[0].char_p = clusters[0][0].char_p;
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ccenters[0].board_p = clusters[0][0].board_p;
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consensus = ccenters[0];
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return;
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}
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}
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for (unsigned int i = 0; i < clusters.size(); i++) {
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double sum_bp = 0.0;
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double sum_cp = 0.0;
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for (unsigned int j = 0; j < clusters[i].size(); j++) {
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sum_bp += clusters[i][j].board_p;
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sum_cp += clusters[i][j].char_p;
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}
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ccenters[i].char_p = sum_cp / sum_char_probability;
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ccenters[i].board_p = sum_bp / sum_board_probability;
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}
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consensus = ccenters[0];
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for (unsigned int i = 1; i < ccenters.size(); i++) {
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if (consensus.char_p * consensus.board_p < ccenters[i].char_p * ccenters[i].board_p) {
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consensus = ccenters[i];
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}
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}
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}
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/*
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void updateConsensus() {
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double pos[3]; pos[0] = pos[1] = pos[2] = 0.0;
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double plane[4];
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double bp = 0.0;
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double cp = 0.0;
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for (unsigned int i = 0; i < observations.size(); i++) {
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for (int j = 0; j < 3; j++)
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pos[j] += observations[i].board_p * observations[i].position[j];
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cp += observations[i].char_p;
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bp += observations[i].board_p;
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}
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for (int j = 0; j < 3; j++)
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pos[j] = pos[j] / observations.size();
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cp = cp / observations.size();
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bp = bp / observations.size();
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consensus = numberState(consensus.number, cp, bp, pos, plane);
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}
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*/
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numberState getConsensus() {
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return consensus;
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}
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private:
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numberState consensus;
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// vector<numberState> observations;
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vector< vector<numberState> > clusters;
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vector<numberState> ccenters;
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double sum_char_probability;
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double sum_board_probability;
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};
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#endif
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