Exemple #1
0
	protected void recalcQa(Sign tl, int pos, Node destination, boolean light, Sign tl_new, int pos_new, PosMov[] posMovs)
	{
		float newQvalue=0;
		int size = tl.getLane().getCompleteLength()-1;
		int R;
		int tlId = tl.getId();
		int desId = destination.getId();
		float Va;

		for(; size>=0; size--) {
			PEntry P = new PEntry(tl, pos, destination, light, tl, size);

			int p_index = p_table[tlId][pos][desId].indexOf(P);
			if(p_index>=0) {
				try {
					P = (PEntry) p_table[tlId][pos][desId].elementAt(p_index);
					Va = va_table[tlId][size][desId];	
					R = rewardFunction(tl_new, pos_new, posMovs);
					newQvalue += P.getValue() *(((float)R) + gamma * Va);
				}
				catch (Exception e) {
					System.out.println("Error in recalc Q'");
				}
			}
		}

		try {
			qa_table[tl.getId()][pos][destination.getId()][light?green_index:red_index] = newQvalue;
		}
		catch (Exception e) {
			System.out.println("ERROR, Zwaluw is not found");
		}
	}
Exemple #2
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	protected void recalcQ(Sign tl, int pos, Node destination, boolean light, Sign tl_new, int pos_new, PosMov[] posMovs, int Ktl)
	{
		/* The calculation of the Q values in TC-3 */
		float newQvalue = qa_table[tl.getId()][pos][destination.getId()][light?green_index:red_index];
		float V=0;

// Waarom splitst TC2 wel op rood/groen, en TC3 niet??
		CountEntry currentsituation = new CountEntry (tl, pos, destination, light, tl_new, pos_new, Ktl);		
		Enumeration e = pKtl_table[tl.getId()][pos][destination.getId()].elements();
		
		while(e.hasMoreElements()) {
			PKtlEntry P = (PKtlEntry) e.nextElement();
			if(P.sameSourceKtl(currentsituation) != -1.0f) {
				try {
					V = v_table[P.tl_new.getId()][P.pos_new][destination.getId()];
				}
				catch (Exception excep) {
					System.out.println("ERROR in q");
				}
// Moet er hier geen reward functie??				
				newQvalue += P.getValue() *gamma * V;
			}
		}
		
		q_table[tl.getId()][pos][destination.getId()][light?green_index:red_index] = newQvalue; //sign, pos, des, color (red=0, green=1)
	}
Exemple #3
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  /**
   * The constructor for TL controllers
   *
   * @param The model being used.
   */
  public SL1TLC(Infrastructure infra) throws InfraException {
    super(infra);
    Node[] nodes =
        infra.getAllNodes(); // Moet Edge zijn eigenlijk, alleen testSimModel knalt er dan op
    int num_nodes = nodes.length;

    count = new Vector();

    int numSigns = infra.getAllInboundLanes().size();
    q_table = new float[numSigns + 1][][][];
    int num_specialnodes = infra.getNumSpecialNodes();
    for (int i = 0; i < nodes.length; i++) {
      Node n = nodes[i];
      Drivelane[] dls = n.getInboundLanes();
      for (int j = 0; j < dls.length; j++) {
        Drivelane d = dls[j];
        Sign s = d.getSign();
        int id = s.getId();
        int num_pos_on_dl = d.getCompleteLength();
        q_table[id] = new float[num_pos_on_dl][][];
        for (int k = 0; k < num_pos_on_dl; k++) {
          q_table[id][k] = new float[num_specialnodes][];
          for (int l = 0; l < q_table[id][k].length; l++) {
            q_table[id][k][l] = new float[2];
            q_table[id][k][l][0] = 0.0f;
            q_table[id][k][l][1] = 0.0f;
          }
        }
      }
    }
    System.out.println("Startet med Alpha = " + alpha);

    random_number = new Random();
  }
Exemple #4
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  protected void recalcQ(
      Sign tl,
      int pos,
      Node destination,
      boolean light,
      Sign tl_new,
      int pos_new,
      boolean light_new,
      PosMov[] posMovs) {
    /*  Recalculate the Q values, only one PEntry has changed, meaning also only 1 QEntry has to change
     */

    int R;

    float oldQvalue = 0;
    float Qmark = 0;
    float newQvalue = 0;

    R = rewardFunction(tl_new, pos_new, posMovs);

    try {
      oldQvalue = q_table[tl.getId()][pos][destination.getId()][light ? green_index : red_index];
      Qmark =
          q_table[tl_new.getId()][pos_new][destination.getId()][
              light_new ? green_index : red_index]; // Q( [ tl' , p' ] , L')
    } catch (Exception e) {
      System.out.println("ERROR");
      System.out.println("tl: " + tl.getId());
      System.out.println("pos:" + pos);
      System.out.println("des:" + destination.getId());
    }

    newQvalue = oldQvalue + alpha * (R + gamma * Qmark - oldQvalue);
    q_table[tl.getId()][pos][destination.getId()][light ? green_index : red_index] = newQvalue;
  }
Exemple #5
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  /**
   * Calculates how every traffic light should be switched Per node, per sign the waiting roadusers
   * are passed and per each roaduser the gain is calculated.
   *
   * @param The TLDecision is a tuple consisting of a traffic light and a reward (Q) value, for it
   *     to be green
   * @see gld.algo.tlc.TLDecision
   */
  public TLDecision[][] decideTLs() {
    int num_dec;
    int num_tld = tld.length;

    // Determine wheter it should be random or not
    boolean do_this_random = false;
    if (random_number.nextFloat() < random_chance) do_this_random = true;

    for (int i = 0; i < num_tld; i++) {
      num_dec = tld[i].length;
      for (int j = 0; j < num_dec; j++) {
        Sign currenttl = tld[i][j].getTL();
        float gain = 0;

        Drivelane currentlane = currenttl.getLane();
        int waitingsize = currentlane.getNumRoadusersWaiting();
        ListIterator queue = currentlane.getQueue().listIterator();

        if (!do_this_random) {
          for (; waitingsize > 0; waitingsize--) {
            Roaduser ru = (Roaduser) queue.next();
            int pos = ru.getPosition();
            Node destination = ru.getDestNode();
            gain +=
                q_table[currenttl.getId()][pos][destination.getId()][1]
                    - q_table[currenttl.getId()][pos][destination.getId()][0]; // red - green
          }
          float q = gain;
        } else gain = random_number.nextFloat();

        tld[i][j].setGain(gain);
      }
    }
    return tld;
  }
Exemple #6
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	protected void recalcV(Sign tl, int pos, Node destination, boolean light, int Ktl)
	{
		/* The calculation of the V values in TC-3 */
		float newVvalue;
		float tempSumGreen=0, tempSumRed=0;
		float V;
		int[] amount = count(tl, pos, destination);
		int tlId = tl.getId();
		int desId = destination.getId();
		float total = (float) amount[green_index] + (float) amount[red_index];

		newVvalue = va_table[tl.getId()][pos][destination.getId()];
		
		CountEntry currentsituation_green = new CountEntry (tl, pos, destination, green, tl, pos, Ktl);
		CountEntry currentsituation_red = new CountEntry (tl, pos, destination, red, tl, pos, Ktl);
		
		Enumeration e = pKtl_table[tlId][pos][desId].elements();
		
		while(e.hasMoreElements()) {
			//Green part
			PKtlEntry P = (PKtlEntry) e.nextElement();
			
			if(P.sameSourceKtl(currentsituation_green) != -1) {
				try {				
					V = v_table[P.tl_new.getId()][P.pos_new][destination.getId()];
					tempSumGreen += P.getValue() *gamma * V;
				}
				catch (Exception excep) {
					System.out.println(excep+"");
					excep.printStackTrace();
				}
			}
			//Red Part
			if(P.sameSourceKtl(currentsituation_red) != -1) {
				try {				
					V = v_table[P.tl_new.getId()][P.pos_new][destination.getId()];
					tempSumRed += P.getValue() *gamma * V;
				}
				catch (Exception excep) {
					System.out.println("ERROR in recalc V2");
					System.out.println(excep+"");
					excep.printStackTrace();
				}
			}
		}
		
		newVvalue += ((float)amount[green_index]/ (float)total) * tempSumGreen + ((float)amount[red_index]/ (float)total) * tempSumRed;
		try {
			v_table[tl.getId()][pos][destination.getId()] = newVvalue;
		}
		catch (Exception excep) {
			System.out.println("Error in v");
		}
	}
Exemple #7
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	public float getColearnValue(Sign sign_new, Sign sign, Node destination, int pos)
	{
		int Ktl = sign.getLane().getNumRoadusersWaiting();
		int tlId = sign.getId();
		int desId = destination.getId();
	
		// Calculate the colearning value
		float newCovalue=0;
		int size = sign.getLane().getCompleteLength()-1;

		for(; size>=0; size--) {
			float V;
			PKtlEntry P = new PKtlEntry(sign, 0, destination, green, sign_new, size, Ktl);
			int p_index = pKtl_table[tlId][pos][desId].indexOf(P);
			
			if(p_index>=0) {
				try {
					P = (PKtlEntry) pKtl_table[tlId][pos][desId].elementAt(p_index);
					V = v_table[tlId][size][desId];
					newCovalue += P.getValue() * V;
				}
				catch (Exception e) {
					System.out.println("Error");
				}
			}
		}
		return newCovalue;
	}
Exemple #8
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	protected int[] count(Sign tl, int pos, Node destination)
	{
		int tlId = tl.getId();
		int desId = destination.getId();
		int[] counters;
		counters = new int[2];
		
		//See the green_index definitions above !!!!
		counters[green_index] = 0;
		counters[red_index] = 0;
		
		//Calcs the number of entries in the table matching the given characteristics, and returns the count
		int psize = p_table[tlId][pos][desId].size()-1;
		for(; psize>=0; psize--)
		{
			PEntry candidate = (PEntry) p_table[tlId][pos][desId].elementAt(psize);
			if(candidate.tl.getId() == tlId && candidate.pos == pos && candidate.destination.getId() == desId) {
					if(candidate.light == green) {
						counters[green_index]++;
					}
					else {
						counters[red_index]++;
					}
			}
		}
		return counters;
	}
Exemple #9
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	protected void recalcVa(Sign tl, int pos, Node destination)
	{
		float newWvalue;
		float qa_red = qa_table[tl.getId()][pos][destination.getId()][red_index];
		float qa_green = qa_table[tl.getId()][pos][destination.getId()][green_index];
		int[] amount = count(tl, pos, destination);
		float total = (float) amount[green_index] + (float) amount[red_index];
		
		newWvalue = ((float)amount[green_index]/(float)total)*qa_green + ((float)amount[red_index]/(float)total)*qa_red;
		
		try {
			va_table[tl.getId()][pos][destination.getId()] = newWvalue;
		}
		catch (Exception e) {
			System.out.println("Error in recalc W");
		}

	}
Exemple #10
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	public float getVValue(Sign sign, Node des, int pos)
	{
		try {
			return v_table[sign.getId()][pos][des.getId()];
		}
		catch (Exception e) {
			System.out.print("Error in v_table");
			return 0;
		}
	}
Exemple #11
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		public XMLElement saveSelf () throws XMLCannotSaveException
		{ 	XMLElement result=new XMLElement("pval");
			result.addAttribute(new XMLAttribute("tl-id",tl.getId()));
			result.addAttribute(new XMLAttribute("pos",pos));
			result.addAttribute(new	XMLAttribute("destination",destination.getId()));
			result.addAttribute(new XMLAttribute("light",light));
			result.addAttribute(new XMLAttribute("newtl-id",tl_new.getId()));
			result.addAttribute(new XMLAttribute("new-pos",pos_new));
			result.addAttribute(new XMLAttribute("value",value));
	  		return result;
		}
Exemple #12
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		public XMLElement saveSelf () throws XMLCannotSaveException
		{ 	XMLElement result=new XMLElement("count");
			result.addAttribute(new XMLAttribute("tl-id",tl.getId()));
			result.addAttribute(new XMLAttribute("pos",pos));
			result.addAttribute(new	XMLAttribute("destination",destination.getId()));
			result.addAttribute(new XMLAttribute("light",light));
			result.addAttribute(new XMLAttribute("newtl-id",tl_new.getId()));
			result.addAttribute(new XMLAttribute("new-pos",pos_new));
			result.addAttribute(new XMLAttribute("ktl",Ktl));
			result.addAttribute(new XMLAttribute("value",value));
			if ( ! infrastructure.laneDictionary.containsKey
			     (new Integer (tl.getId())))
			{     
			     System.out.println
			     ("WARNING : Unknown Trafficlight ID "+tl.getId()+
			      " in TC3$CountEntry. Loading will go wrong");
			}
	  		return result;
		}
Exemple #13
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	public void setInfrastructure( Infrastructure infra )
	{	super.setInfrastructure(infra);
	
		Node[] nodes = infra.getAllNodes();
		num_nodes = nodes.length;
	
		try{
			int numSigns = infra.getAllInboundLanes().size();
		
			q_table 	= new float [numSigns][][][];
			qa_table	= new float [numSigns][][][];
			v_table 	= new float [numSigns][][];
			va_table	= new float [numSigns][][];
			count		= new Vector[numSigns][][];
			p_table 	= new Vector[numSigns][][];
			pKtl_table	= new Vector[numSigns][][];
			
			int num_specialnodes = infra.getNumSpecialNodes();

			for (int i=0; i<num_nodes; i++) {
				Node n = nodes[i];
				Drivelane[] dls = dls = n.getInboundLanes();
				int num_dls = num_dls = dls.length;
				// huh?
				Drivelane [] lanes = new Drivelane[numSigns];
				infra.getAllInboundLanes().copyInto(lanes);
				
				for (int j=0; j<num_dls; j++) {
					Drivelane d = dls[j];
					Sign s = d.getSign();
					int id = d.getId();
					int num_pos_on_dl = d.getCompleteLength();

					q_table[id]		= new float [num_pos_on_dl][][];
					qa_table[id]	= new float [num_pos_on_dl][][];
					v_table[id]		= new float [num_pos_on_dl][];
					va_table[id]	= new float [num_pos_on_dl][];
					count[id]		= new Vector[num_pos_on_dl][];
					p_table[id]		= new Vector[num_pos_on_dl][];
					pKtl_table[id]	= new Vector[num_pos_on_dl][];
					
					for (int k=0; k<num_pos_on_dl; k++) {
						q_table[id][k]	= new float[num_specialnodes][2];
						qa_table[id][k]	= new float[num_specialnodes][2];
						v_table[id][k]	= new float[num_specialnodes];
						va_table[id][k]	= new float[num_specialnodes];
						count[id][k]	= new Vector[num_specialnodes];
						p_table[id][k]	= new Vector[num_specialnodes];
						pKtl_table[id][k] =  new Vector[num_specialnodes];
						
						for (int l=0; l<num_specialnodes;l++) {
							q_table[id][k][l][0]	= 0.0f;
							q_table[id][k][l][1]	= 0.0f;
							qa_table[id][k][l][0]	= 0.0f;
							qa_table[id][k][l][1]	= 0.0f;
							v_table[id][k][l]		= 0.0f;
							va_table[id][k][l]		= 0.0f;
							count[id][k][l]			= new Vector();
							p_table[id][k][l]		= new Vector();
							pKtl_table[id][k][l]	= new Vector();
						}
					}
				}
			} 
			random_number = new Random();
		}
		catch(Exception e) { System.out.println("Error."); }
	}
Exemple #14
0
	protected void recalcP(Sign tl, int pos, Node destination, boolean light, Sign tl_new, int pos_new, int Ktl)
	{
		int tlId = tl.getId();
		int desId = destination.getId();
		//Update the count table
		CountEntry currentsituation = new  CountEntry(tl, pos, destination, light, tl_new, pos_new, Ktl);
		int count_index = count[tlId][pos][desId].indexOf(currentsituation);
		if (count_index>=0) {
			currentsituation = (CountEntry) count[tlId][pos][desId].elementAt(count_index);
			currentsituation.incrementValue();
		}
		else {
			count[tlId][pos][desId].add(currentsituation);
		}
		//Update the p_table
		PEntry currentchance = new PEntry(tl, pos, destination, light, tl_new, pos_new);		
		
		int dest=0, source=0;
		
		Enumeration enum = count[tlId][pos][desId].elements();
		while(enum.hasMoreElements()) {
			CountEntry current = (CountEntry) enum.nextElement();
			dest += current.sameSourceDifferentKtl(currentsituation);
			source += current.sameSource(currentsituation);
		}
		
		if(source == 0) currentchance.setValue(0);
		else currentchance.setValue((float)dest/(float)source);
		
		int p_index = p_table[tlId][pos][desId].indexOf(currentchance);
		if(p_index>=0) p_table[tlId][pos][desId].setElementAt(currentchance, p_index);
		else { 
			p_table[tlId][pos][desId].add(currentchance);
			p_index = p_table[tlId][pos][desId].indexOf(currentchance);
		}
		
		// Change the rest of the p_table, Also check the other chances for updates
		int size = p_table[tlId][pos][desId].size()-1;
		for(; size>=0; size--) {
			PEntry P = (PEntry) p_table[tlId][pos][desId].elementAt(size);
			float pvalue = P.sameSource(currentsituation);
			if(pvalue > -1.0f) {
				if(size != p_index)
					P.setValue(pvalue * (float)(source-1) / (float)source);
			}
		}

		//update the p'_table ......		
		PKtlEntry currentchance2 = new PKtlEntry(tl, pos, destination, light, tl_new, pos_new, Ktl);
		source=0;

		enum = count[tlId][pos][desId].elements();
		while(enum.hasMoreElements()) {
			source += ((CountEntry) enum.nextElement()).sameSourceWithKtl(currentsituation);
		}
		
		dest = currentsituation.getValue();
		if(source == 0) currentchance2.setValue(0);
		else currentchance2.setValue((float)dest/(float)source);
	
		p_index = pKtl_table[tlId][pos][desId].indexOf(currentchance2);
		if(p_index>=0) pKtl_table[tlId][pos][desId].setElementAt(currentchance2, p_index);
		else {
			pKtl_table[tlId][pos][desId].add(currentchance2);
			p_index = pKtl_table[tlId][pos][desId].indexOf(currentchance2);
		}
		
		// Change the rest of the pKtl_table, Also check the other chances for updates
		size = pKtl_table[tlId][pos][desId].size()-1;
		for(; size>=0; size--) {
			PKtlEntry P = (PKtlEntry) pKtl_table[tlId][pos][desId].elementAt(size);
			float pvalue = P.sameSource(currentsituation);
			if(pvalue > -1) {
				if(size != p_index) {
					P.setValue(pvalue * (float)(source-1) / (float)source);
				}
			}
		}

		if(currentchance.getValue() >1  ||currentchance2.getValue() >1 || currentchance.getValue() <0  ||currentchance2.getValue() <0 )	System.out.println("Serious error !!!!!!!!!1");
	}