Esempio n. 1
0
//循环点击,
//如果点中雷,则返回0,如果胜利返回1,如果首次点击即为雷,则返回为-1
int loop(){
	//随机点击第一个点
	int p=rand()%M,q=rand()%N;
	//检测是否失败,失败返回-1
	if(cnter[p][q]==MINEFLAG)
		return -1;
	//成功,则处理isClk以及prob
	isClk[p][q]=1;
	updateProb(p,q);
	while(1){
		//如果有概率为0,且未被点击的点,则点之
		for(p=0;p!=M;p++){
			for(q=0;q!=N;q++){
				if(isClk[p][q]==0&&(prob[p][q]<1e-4&&prob[p][q]>1e-4)){
					isClk[p][q]=1;
					updateProb(p,q);
				}
			}
		}
		//选择概率最小的点,点之
		
		//检测是否失败,失败则返回0

		//检测是否成功,成功则返回1
	}
}
void
KalmanDetectionFilter::detectionCallback(const samplereturn_msgs::NamedPointArrayConstPtr& msg)
{
    if(msg->header.stamp > last_negative_measurement_)
    {
        double dt = (msg->header.stamp - last_negative_measurement_).toSec();
        if(dt>config_.max_measurement_interval)
        {
            ROS_DEBUG("Large measurement interval, resetting");
            current_filter_.reset();
        }
        if(current_filter_ && !updated_)
        {
            ROS_DEBUG("Negative measurement");
            current_filter_->predict();
            current_filter_->errorCovPre.copyTo(current_filter_->errorCovPost);;
            current_filter_->certainty = updateProb(
                    current_filter_->certainty,
                    false,
                    config_.PDgO, config_.PDgo);
        }
        last_negative_measurement_ = msg->header.stamp;
        updated_ = false;
    }

    for(const auto & np : msg->points)
    {
        samplereturn_msgs::NamedPoint fp(np);
        if(!transformPointToFilter(fp))
            continue;

        if(!current_filter_)
        {
            addFilter(np);
            updated_ = true;
        }
        else
        {
            updated_ |= checkObservation(np);
        }
    }

    checkFilterAges();
    publishFilteredDetections();
    drawFilterStates();
    printFilterState();
}
Esempio n. 3
0
  int Trajectory::step(double maxTime, 
                      const void* pars, 
                      rng::RngStream* rng, 
                      bool adjZero) 
  {
    // get array of next event rates
    double nextTime = 0.0;
    double transTime = 0.0;
    double r = 0.0;

    int nextEvent = 0;
    int num_events = 0;

    double dw = 0.0;
    double rate = 0.0;
    double unrate = 0.0;

    int ret = 0;

    const TransitionType* nextTrans;

    // set time to EpiState
    curState.time = time;

    // calculate all rates
    double totalRate = model->calculateTransRates(curState,transRates,trueRates);
    double totalTrue = std::accumulate(trueRates.begin(),trueRates.end(),0.0);

    while (ret <= 0) {
      if (totalRate <= 0.0) {
        time = maxTime;
        ret = 4;
        break;
      }

      // sample next event time
      rng->uniform(1,&r);
      nextTime =  -1.0/totalRate * log(r);

      if (time+nextTime < maxTime) {
        // sample next event type and calculate rate of the event
        nextEvent = model->chooseTransition(rng,transRates);

        // get rate of chosen event (transRates is a cumulative array)
        rate = transRates[nextEvent] - ((nextEvent>0) ? transRates[nextEvent-1] : 0.0);

        // get the appropriate transition
        nextTrans = model->getTType(nextEvent);
        // - time interval
        transTime = time+nextTime - lastEventTime();
        // generate the transition
        StateTransition st(transTime,*nextTrans,curState,pars,nextEvent,time+nextTime);

        // get potential new state (without copying branch information)
        EpiState newState;
        newState.copyNoBranches(curState);
        newState += st.trans;

        // get probability of new state
        newState.nextTime = nextTime;

        dw = nextTrans->applyProb(newState,model->getPars());

        if (dw > 0.0 || ! adjZero) 
          // check if the proposed state is feasible (prob > 0)
        {
          // if yes,
          // add branch transformations
          if (model->do_branches) {
            curState.nextTime = nextTime;
            nextTrans->applyBranch(curState,rng,st,pars);
            dw *= exp(st.relprob);
          }

          // add transition to list
          if (store_trans) transitions.push_back(st);

          // adapt state
          addTransition(st);

          // multiply probability
          updateProb(dw);
          // updateLogProb(st.relprob);

          // advance time
          time += nextTime;
          ++num_events;

#ifdef DEBUG
          if (ret < 0) {
            cout << ascii::cyan << "      legal event" 
                  << " (" << nextEvent << ")."
                  << " w = " << dw << ", penalty = " << unrate 
                  << ", total rate = " << totalRate << "."  
                  << ascii::end << endl;
          }
#endif

          ret = 1; // exit loop
        } else {
          // if no,
          // make this transition illegal in this particular step
#ifdef DEBUG
          cout << ascii::cyan
                << "      illegal event (" << nextEvent << ")."
                << " w = " << dw << ", penalty = " << rate 
                << ", total rate = " << totalRate << "." 
                << ascii::end << endl;
#endif
          // adjust cumulative rates
          for (size_t i = nextEvent; i < transRates.size(); ++i) {
            transRates[i] -= rate;
          }
          totalRate = transRates.back();

          // condition on not seeing this event
          unrate += rate;

          // redo loop with modified rates
          ret = -1;
        }
      } else {
#ifdef DEBUG
        if (ret < 0) {
          cout << "No event. Total rate = " << totalRate << "." << endl;
        }
#endif

        nextTime = maxTime - time;
        time = maxTime;
        ret = 2; // exit loop
      }
    }
    
    if (totalRate < 0.0) {
#ifdef DEBUG
      cout << "\033[1;31m";
      cout << "Negative rate (" << ret << "): " << totalRate
            << "  ES = " << curState;
      cout << "\033[0m" << endl;
#endif
      return -1;
    }

    // condition on the illegal events ('prob' is in logarithmic scale)
    // 'unrate' is the sum of all the rates that were conditioned on not
    // happening
    // if (unrate > 0.0) 
    {
      // updateLogProb(-unrate*nextTime);
      double dR = totalTrue - totalRate;
#ifdef DEBUG
      if (dR != 0) {
        cout << "      difference in rates: " << totalTrue << " - " << totalRate << endl;
      }
#endif
      updateLogProb(-dR*nextTime);
    }

    return ret;
    // return num_events;
    // return (ret != 2) ? num_events : -2;
  }