algo updated
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parent
1ee60c80b2
commit
ebb28668a8
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@ -2,10 +2,7 @@
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#include <time.h>
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#include <gtk/gtk.h>
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/* variables declared of attack_detect function */
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float SUM_OF_FREQUENCY=0;
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float COUNT=0;
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time_t START;
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/* function declared */
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gboolean attack_detect(struct data_frame *df,time_t* START,float* COUNT,float* SUM_OF_FREQUENCY);
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gboolean attack_detect(struct data_frame *df);
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/* pavan changes */
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@ -6,17 +6,24 @@ x=[]
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y=[]
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x1=[]
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y1=[]
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x2=[]
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y2=[]
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with open('points.csv', mode ='r') as file:
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csvFile = csv.reader(file)
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for lines in csvFile:
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print(lines)
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x.append(float(lines[0]))
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y.append(0)
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x1.append(float(lines[2]))
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x1.append(float(lines[1]))
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y1.append(0)
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x2.append(float(lines[2]))
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y2.append(0)
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plt.scatter(x, y)
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plt.scatter(x1, y1)
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plt.scatter(x2,y2)
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plt.show()
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27500
iPDC/points.csv
27500
iPDC/points.csv
File diff suppressed because it is too large
Load Diff
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@ -3,58 +3,37 @@
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#include <stdio.h>
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#include <stdlib.h>
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#include <gtk/gtk.h>
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#include <math.h>
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#include "parser.h"
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gboolean attack_detect(struct data_frame *df,time_t* START,float* COUNT,float* SUM_OF_FREQUENCY)
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{
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// printf("freq: %d\n",to_intconvertor(&(df->dpmu[0]->fmt->freq)));
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// printf("analog: %d\n",to_intconvertor(&(df->dpmu[0]->fmt->analog)));
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// printf("phasor %d\n",to_intconvertor(&(df->dpmu[0]->fmt->phasor)));
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// printf("polar: %d\n",to_intconvertor(&(df->dpmu[0]->fmt->polar)));
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long double AVERAGE_OF_FREQUENCY = 50;
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unsigned long long int COUNT = 500;
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*COUNT = *COUNT+1;
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float CURR_FREQ=to_intconvertor(df->dpmu[0]->freq);
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*SUM_OF_FREQUENCY+=CURR_FREQ;
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float FREQ_AVG=*SUM_OF_FREQUENCY/(*COUNT*1.0f);
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float DETECT_PERCENT=(abs(FREQ_AVG-CURR_FREQ)/(FREQ_AVG*1.0f))*100;
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gboolean detect;
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/* detecting based on thershold */
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float THRESHOLD=60;
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if(DETECT_PERCENT>THRESHOLD)
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gboolean attack_detect(struct data_frame *df)
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{
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float CURR_FREQ = 50 + to_intconvertor(df->dpmu[0]->freq) * 1e-3;
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printf("Current freq: %f\n", CURR_FREQ);
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float DETECT_PERCENT = (fabs(AVERAGE_OF_FREQUENCY - CURR_FREQ) / (AVERAGE_OF_FREQUENCY * 1.0f)) * 100;
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/* detecting based on thershold frequency can vary only around 0.2 hz*/
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if (DETECT_PERCENT > 0.9)
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{
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detect=FALSE;
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printf("\033[0;31m");
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printf("ATTACK DETECTED!");
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printf("\033[0m");
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// intf(" Detect_percent: %f\n",DETECT_PERCENT);
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return FALSE;
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}
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else
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{
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detect=TRUE;
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printf("\033[0;32m");
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printf("NO PROBLEM :)\n");
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printf("\033[0m");
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}
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/* calcculating time */
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if(*COUNT==1)
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{
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time(START);
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printf("entered\n");
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/* updating mean of frequency */
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AVERAGE_OF_FREQUENCY = ((AVERAGE_OF_FREQUENCY * COUNT) + CURR_FREQ) / ++COUNT;
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printf("avg freq: %Lf\n", AVERAGE_OF_FREQUENCY);
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return TRUE;
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}
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time_t END;
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time(&END);
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double time_used = difftime(END,*START);
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printf("time used %lf\n",time_used);
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/* resetting after i minute */
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if(time_used > 60)
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{
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time(START);
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*SUM_OF_FREQUENCY=CURR_FREQ;
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*COUNT=1;
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}
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return detect;
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}
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/* pavan changes */
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@ -28,13 +28,13 @@ gboolean kmeans(struct data_frame *df)
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long double diff_A = fabs(A - CURR_FREQ);
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long double diff_B = fabs(B - CURR_FREQ);
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long double diff_C = fabs(C - CURR_FREQ);
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fp = fopen("points.csv","a");
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printf("A: %Lf, B: %Lf, C: %Lf\n",A,B,C);
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fprintf(fp,"%Lf, %Lf, %Lf\n",A,B,C);
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fclose(fp);
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// fp = fopen("points.csv","a");
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// printf("A: %Lf, B: %Lf, C: %Lf\n",A,B,C);
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// fprintf(fp,"%Lf, %Lf, %Lf\n",A,B,C);
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// fclose(fp);
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/*Updating std_dev and mean*/
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printf("std_dev: %Lf, mean: %Lf\n",std_dev,mean);
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// printf("std_dev: %Lf, mean: %Lf\n",std_dev,mean);
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mean = ((mean * count) + CURR_FREQ_temp) / (++count);
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std_dev = (((std_dev * std_dev) * (count - 1)) + (CURR_FREQ * std_dev * CURR_FREQ * std_dev)) / count;
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std_dev = sqrt(std_dev);
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@ -20,9 +20,9 @@ gboolean update_images(gpointer* pars){
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return TRUE;
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}
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int freq = to_intconvertor(df->dpmu[0]->freq);
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//gboolean green =attack_detect(df,&START,&COUNT,&SUM_OF_FREQUENCY);
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gboolean green =attack_detect(df);
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//printf("map_vis A: %Lf, B: %Lf,C: %Lf\n",A,B,C);
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gboolean green = kmeans(df);
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//gboolean green = kmeans(df);
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//DTWdistance(df,&result);
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if(parameters->g_last_image != 0){
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osm_gps_map_image_remove(parameters->util_map, parameters->g_last_image);
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