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5 changed files with 92 additions and 61 deletions

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@ -45,6 +45,21 @@ def delay(arr: list[tuple[int, np.ndarray]]) -> np.ndarray:
nb += 1 nb += 1
return delays return delays
def rb_allocate_distance(arr: list[tuple[int, np.ndarray]], distance) -> np.ndarray:
allocate = np.zeros((size, 2))
nb = 0
arr.sort()
for nb_users, data in arr:
n = 0
for x in data[:,6]:
if int(x) == distance:
n+=1
allocate[nb, 0] = nb_users
allocate[nb, 1] = n
print(n/data.shape[0])
nb += 1
return allocate
np_arr: list[tuple[int, np.ndarray]] = list() np_arr: list[tuple[int, np.ndarray]] = list()
for i in nb_files: for i in nb_files:
@ -52,6 +67,13 @@ for i in nb_files:
averages = mean_mkn(np_arr) averages = mean_mkn(np_arr)
available = rb_available(np_arr) available = rb_available(np_arr)
allocate_lp1 = rb_allocate_distance(np_arr, 200)
allocate_lp2 = rb_allocate_distance(np_arr, 400)
allocate_total = allocate_lp1[:, 1] + allocate_lp2[:, 1]
print(allocate_total)
delays = delay(np_arr) delays = delay(np_arr)
delays.sort(axis=0) delays.sort(axis=0)
# Data for plotting # Data for plotting
@ -70,4 +92,18 @@ ax[1, 0].scatter(delays[:, 0], delays[:, 1])
ax[1, 0].set(xlabel='number of users', ylabel='delays(ms)', title='Delay') ax[1, 0].set(xlabel='number of users', ylabel='delays(ms)', title='Delay')
ax[1, 0].grid() ax[1, 0].grid()
available.sort(axis=0)
#ax[1, 1].scatter(allocate_lp1[:, 0], (allocate_lp1[:, 1]/(allocate_lp1[:, 1])+allocate_lp2[:, 1])*100)
ax[1, 1].plot(available[:, 0], (allocate_lp1[:, 1]/(allocate_lp1[:, 1]+allocate_lp2[:, 1])*100))
#ax[1, 1].scatter(allocate_lp2[:, 0], (allocate_lp2[:, 1]/(allocate_lp1[:, 1])+allocate_lp2[:, 1])*100)
ax[1, 1].plot(available[:, 0], (allocate_lp2[:, 1]/(allocate_lp1[:, 1]+allocate_lp2[:, 1])*100))
ax[1, 1].set(xlabel='number of users', ylabel='RB utilisés proche/loin/total', title='RB utilisés distance')
ax[1, 1].grid()
plt.ylim(0, 100)
plt.show() plt.show()

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@ -1,5 +1,7 @@
package fr.ntr; package fr.ntr;
import fr.ntr.scheduler.MaxSNR;
import fr.ntr.scheduler.ProportionalFair;
import fr.ntr.scheduler.RoundRobin; import fr.ntr.scheduler.RoundRobin;
import fr.ntr.scheduler.Scheduler; import fr.ntr.scheduler.Scheduler;
@ -10,6 +12,7 @@ import java.util.List;
import java.util.Objects; import java.util.Objects;
import java.util.concurrent.ExecutorService; import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors; import java.util.concurrent.Executors;
import java.util.concurrent.TimeUnit;
public class Main { public class Main {
@ -44,16 +47,23 @@ public class Main {
}); });
AccessPoint.setTimeSlotNb(timeSlotNb); AccessPoint.setTimeSlotNb(timeSlotNb);
AccessPoint.setSubCarrierNb(subCarrierNb); AccessPoint.setSubCarrierNb(subCarrierNb);
try(ExecutorService executor = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors())) { ExecutorService executor = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors());
for(int i = 2; i <= maximumLoad; i += 2) { for(int i = 2; i <= maximumLoad; i += 2) {
List<User> users = generateUsers(i, timeSlotNb, subCarrierNb); List<User> users = generateUsers(i, timeSlotNb, subCarrierNb);
ResourceBlock[][] frame = new ResourceBlock[timeSlotNb][subCarrierNb]; ResourceBlock[][] frame = new ResourceBlock[timeSlotNb][subCarrierNb];
// Scheduler scheduler = new MaxSNR(frame, users); //Scheduler scheduler = new MaxSNR(frame, users);
// Scheduler scheduler = new ProportionalFair(frame, users); //Scheduler scheduler = new ProportionalFair(frame, users);
Scheduler scheduler = new RoundRobin(frame, users); Scheduler scheduler = new RoundRobin(frame, users);
AccessPoint accessPoint = new AccessPoint(scheduler, frame, users); AccessPoint accessPoint = new AccessPoint(scheduler, frame, users);
executor.submit(() -> accessPoint.startSimulation(numberOfTicks)); executor.submit(() -> accessPoint.startSimulation(numberOfTicks));
} }
executor.shutdown();
try {
if(!executor.awaitTermination(2, TimeUnit.MINUTES)) {
executor.shutdownNow();
}
} catch (InterruptedException e) {
e.printStackTrace();
} }
} else { } else {
System.err.println("Please give launch arguments"); System.err.println("Please give launch arguments");
@ -75,4 +85,6 @@ public class Main {
return users; return users;
} }
} }

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@ -1,18 +1,18 @@
package fr.ntr.scheduler; package fr.ntr.scheduler;
import java.util.List; import java.util.List;
import fr.ntr.Packets; import fr.ntr.AccessPoint;
import fr.ntr.ResourceBlock; import fr.ntr.ResourceBlock;
import fr.ntr.User; import fr.ntr.User;
public class MaxSNR extends Scheduler { public class MaxSNR extends Scheduler {
private List<User> users; private final List<User> users;
private ResourceBlock[][] frame; private final ResourceBlock[][] frame;
public MaxSNR( ResourceBlock[][] frame, List<User> users) { public MaxSNR(ResourceBlock[][] frame, List<User> users) {
this.frame = frame; this.frame = frame;
this.users = users; this.users = users;
} }
@ -20,8 +20,8 @@ public class MaxSNR extends Scheduler {
@Override @Override
public void scheduling(int ticks) { public void scheduling(int ticks) {
User userMax; User userMax;
for(int ts = 0; ts < 2; ts++){ for(int ts = 0; ts < AccessPoint.getTimeSlotNb(); ts++){
for(int sp = 0; sp < 100; sp++){ for(int sp = 0; sp < AccessPoint.getSubCarrierNb(); sp++){
userMax = userSelection(ts, sp); userMax = userSelection(ts, sp);
allocateRessource(userMax, frame, ts, sp, ticks); allocateRessource(userMax, frame, ts, sp, ticks);
} }
@ -36,11 +36,10 @@ public class MaxSNR extends Scheduler {
double maxSnr = 0.0; double maxSnr = 0.0;
User userMax = null; User userMax = null;
for(User u: users) { for(User u: users) {
if (!u.getPacketsToSend().isEmpty()) { if (!u.getPacketsToSend().isEmpty() && (maxSnr < u.getBandwidthTable()[ts][sp])) {
if (maxSnr < u.getBandwidthTable()[ts][sp]) {
maxSnr = u.getBandwidthTable()[ts][sp]; maxSnr = u.getBandwidthTable()[ts][sp];
userMax = u; userMax = u;
}
} }
} }
return userMax; return userMax;

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@ -3,15 +3,15 @@ package fr.ntr.scheduler;
import java.util.ArrayList; import java.util.ArrayList;
import java.util.List; import java.util.List;
import fr.ntr.AccessPoint;
import fr.ntr.ResourceBlock; import fr.ntr.ResourceBlock;
import fr.ntr.User; import fr.ntr.User;
public class ProportionalFair extends Scheduler { public class ProportionalFair extends Scheduler {
private final List<User> users;
private List<User> users; private final ResourceBlock[][] frame;
private ResourceBlock[][] frame;
public ProportionalFair(ResourceBlock[][] frame, List<User> users) { public ProportionalFair(ResourceBlock[][] frame, List<User> users) {
this.frame = frame; this.frame = frame;
@ -20,35 +20,29 @@ public class ProportionalFair extends Scheduler {
@Override @Override
public void scheduling(int ticks) { public void scheduling(int ticks) {
ArrayList<Double> averageBandwiths = new ArrayList<Double>(); for(int ts = 0; ts < AccessPoint.getTimeSlotNb(); ts++){
for(User u : users){ for(int sp = 0; sp < AccessPoint.getSubCarrierNb(); sp++){
double avg = 0d; User selectedUser = userSelection(ts, sp, users);
double[][] bandwidthTable = u.getBandwidthTable();
for(int i = 0; i < bandwidthTable.length; i++){
for(int j = 0; j < bandwidthTable[i].length; j++){
avg += bandwidthTable[i][j];
}
}
avg = avg / (bandwidthTable.length * bandwidthTable[0].length);
averageBandwiths.add(avg);
}
for(int ts = 0; ts < 2; ts++){
for(int sp = 0; sp < 100; sp++){
User selectedUser = userSelection(ts, sp, users, averageBandwiths);
allocateRessource(selectedUser, frame, ts, sp, ticks); allocateRessource(selectedUser, frame, ts, sp, ticks);
} }
} }
} }
private User userSelection(int ts, int sp, List<User> users, List<Double> averageBandwiths) { private User userSelection(int ts, int sp, List<User> users) {
double PF = 0.0; double PF = 0.0;
User selectedUser = null; User selectedUser = null;
for(int i = 0; i < users.size(); i++){ for (User u : users) {
User u = users.get(i); double avg = 0d;
double[][] bandwidthTable = u.getBandwidthTable();
for (double[] doubles : bandwidthTable) {
for (double aDouble : doubles) {
avg += aDouble;
}
}
avg = avg / (bandwidthTable.length * bandwidthTable[0].length);
double mkn = u.getBandwidthTable()[ts][sp]; double mkn = u.getBandwidthTable()[ts][sp];
double averageMkn = averageBandwiths.get(i); double pf = mkn / avg;
double pf = mkn / averageMkn; if (PF < pf) {
if (PF < pf){
PF = pf; PF = pf;
selectedUser = u; selectedUser = u;
} }

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@ -16,7 +16,6 @@ public abstract class Scheduler {
protected void allocateRessource(User userMax, ResourceBlock[][] frame, int ts, int sp, int ticks) { protected void allocateRessource(User userMax, ResourceBlock[][] frame, int ts, int sp, int ticks) {
if (userMax != null && !userMax.getPacketsToSend().isEmpty()) { if (userMax != null && !userMax.getPacketsToSend().isEmpty()) {
Packets p = userMax.getPacketsToSend().get(userMax.getPacketsToSend().size()-1); Packets p = userMax.getPacketsToSend().get(userMax.getPacketsToSend().size()-1);
if(p.getBitsNumberRemaining() >= 0){
p.decreaseBitsNumberRemaining((int) userMax.getBandwidthTable()[ts][sp]); p.decreaseBitsNumberRemaining((int) userMax.getBandwidthTable()[ts][sp]);
if(p.getBitsNumberRemaining() <= 0) { if(p.getBitsNumberRemaining() <= 0) {
if(ticks == 0){ if(ticks == 0){
@ -27,15 +26,6 @@ public abstract class Scheduler {
userMax.getPacketsSent().add(p); userMax.getPacketsSent().add(p);
userMax.getPacketsToSend().remove(p); userMax.getPacketsToSend().remove(p);
} }
} else {
if(ticks == 0){
p.setDurationSending(1);
}else {
p.setDurationSending(ticks);
}
userMax.getPacketsSent().add(p);
userMax.getPacketsToSend().remove(p);
}
frame[ts][sp].setUser(userMax); frame[ts][sp].setUser(userMax);
frame[ts][sp].setBandwidth(userMax.getBandwidthTable()[ts][sp]); frame[ts][sp].setBandwidth(userMax.getBandwidthTable()[ts][sp]);
} }