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Diffstat (limited to 'results/analysis2_scalability.R')
| -rw-r--r-- | results/analysis2_scalability.R | 169 |
1 files changed, 0 insertions, 169 deletions
diff --git a/results/analysis2_scalability.R b/results/analysis2_scalability.R deleted file mode 100644 index 585240a..0000000 --- a/results/analysis2_scalability.R +++ /dev/null @@ -1,169 +0,0 @@ -library("tidyverse") -library("gridExtra") -library("patchwork") -library(RColorBrewer) - -data=read_csv("results.csv") -r_=function(x){round(x,digits=1)} -color=function(){scale_fill_brewer(palette = "Accent")} -color2=function(){scale_fill_brewer(palette = "Set2")} -nolegend=function(){theme(legend.position="none")} -simkeys=unique(data$simkey) -nsimkeys=length(simkeys) -s_=function(x){if(x<0){return("")}else{return("+")}} -simkey_rename=function(key){ - if(key=="hint") - return("Hints") - if(key=="baseline") - return("Baseline") - if(key=="extended") - return("Extended") - if(key=="hintandextended") - return("Hints+Extended") - return(key) -} -dformat=function(data){ - data%>%rowwise()%>%mutate(simkey=simkey_rename(simkey))%>%mutate(wireless=ifelse(wireless=="lora","LoRa","NbIoT")) -} -g_legend <- function(a.gplot){ - tmp <- ggplot_gtable(ggplot_build(a.gplot)) - leg <- which(sapply(tmp$grobs, function(x) x$name) == "guide-box") - legend <- tmp$grobs[[leg]] - legend -} - -energy60=data%>%filter(wakeupfor==60) -energy60Snd=energy60%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(energy),energy=mean(energy),type="Sender") -energy60Rcv=energy60%>%filter(isSender==0)%>%group_by(simkey,wireless)%>%summarise(sd=sd(energy),energy=mean(energy),type="Receiver") -energy60=energy60Snd%>%ungroup()%>%rbind(energy60Rcv) -energy60=energy60%>%mutate(sd_min=energy-sd,sd_max=energy+sd)%>%mutate(sd_min_txt=paste0("-",r_(sd_min)))%>%mutate(sd_max_txt=paste0("+",r_(sd_max))) -energy60Baseline=energy60%>%filter(simkey=="baseline")%>%uncount(nsimkeys,.id="id")%>%mutate(simkey=simkeys[id]) -energy60=energy60%>%left_join(energy60Baseline,by=c("simkey","wireless","type"),suffix = c("","_baseline")) -energy60=energy60%>%mutate(ovhd=energy*100/energy_baseline-100) -energy60=energy60%>%rowwise()%>%mutate(ovhd_txt=paste0("(",s_(ovhd),r_(ovhd),"%)")) -success60Snd=data%>%filter(wakeupfor==60)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=r_(mean(nSend)),type="Sender") -success60Rcv=data%>%filter(wakeupfor==60)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=r_(mean(nSend)),type="Receiver") -success60=rbind(success60Snd,success60Rcv) -success60=success60%>%rowwise()%>%mutate(success_txt=paste0("[",success,"]")) -energy60=energy60%>%left_join(success60)%>%rowwise()%>%mutate(infos=paste0(ovhd_txt,"\n{",r_(energy/success_orig),"}")) -energy60=energy60%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) - - -energy60P=ggplot(energy60%>%dformat,aes(x=simkey,y=energy,fill=type))+ - geom_bar(colour="black", stat="identity",position=position_dodge())+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=energy-sd, ymax=energy+sd),width=0.3,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = paste0(r_(energy),"\n",infos), y= min(energy)/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - geom_label(data=success60%>%dformat(),aes(label = success_txt, y=35),label.padding=unit(0.35,"lines"),label.r=unit(0.09,"lines"),fill="#f0f0f0",label.size=0.5,fontface="bold",colour="black",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab(element_blank())+ylab("Energy consumption (J)")+ - labs(fill="60s uptime:")+theme(legend.position="top")+color()+coord_cartesian(ylim=c(0,2200)) -#ggsave("energy-60sec.png",width = 12,height=4.8) - - -energy180=data%>%filter(wakeupfor==180) -energy180Snd=energy180%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(energy),energy=mean(energy),type="Sender") -energy180Rcv=energy180%>%filter(isSender==0)%>%group_by(simkey,wireless)%>%summarise(sd=sd(energy),energy=mean(energy),type="Receiver") -energy180=energy180Snd%>%ungroup()%>%rbind(energy180Rcv)%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) -energy180=energy180%>%mutate(sd_min=energy-sd,sd_max=energy+sd)%>%mutate(sd_min_txt=paste0("-",r_(sd_min)))%>%mutate(sd_max_txt=paste0("+",r_(sd_max))) -energy180Baseline=energy180%>%filter(simkey=="baseline")%>%uncount(nsimkeys,.id="id")%>%mutate(simkey=simkeys[id]) -energy180=energy180%>%left_join(energy180Baseline,by=c("simkey","wireless","type"),suffix = c("","_baseline")) -energy180=energy180%>%mutate(ovhd=energy*100/energy_baseline-100) -energy180=energy180%>%rowwise()%>%mutate(ovhd_txt=paste0("(",s_(ovhd),r_(ovhd),"%)")) -success180Snd=data%>%filter(wakeupfor==180)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=r_(mean(nSend)),type="Sender") -success180Rcv=data%>%filter(wakeupfor==180)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=r_(mean(nSend)),type="Receiver") -success180=rbind(success180Snd,success180Rcv) -success180=success180%>%rowwise()%>%mutate(success_txt=paste0("[",success,"]")) -energy180=energy180%>%left_join(success180)%>%rowwise()%>%mutate(infos=paste0(ovhd_txt,"\n{",r_(energy/success_orig),"}")) -energy180=energy180%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) - -energy180P=ggplot(energy180%>%dformat,aes(x=simkey,y=energy,fill=type))+ - geom_bar(colour="black",stat="identity",position=position_dodge())+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=energy-sd, ymax=energy+sd),width=0.3,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = paste0(r_(energy),"\n",infos), y= min(energy)/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - geom_label(data=success180%>%dformat(),aes(label = success_txt, y=100),label.padding=unit(0.35,"lines"),label.r=unit(0.09,"lines"),fill="#f0f0f0",label.size=0.5,fontface="bold",colour="black",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab(element_blank())+ylab("Energy consumption (J)")+ - labs(fill="180s uptime:")+theme(legend.position="top")+color()+coord_cartesian(ylim=c(0,4500)) -#ggsave("energy-180sec.png",width = 12,height=4.8) - -totalUptime60=data%>%filter(wakeupfor==60) -totalUptime60Snd=totalUptime60%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(totalUptime),totalUptime=mean(totalUptime),type="Sender") -totalUptime60Rcv=totalUptime60%>%filter(isSender==0)%>%group_by(simkey,wireless)%>%summarise(sd=sd(totalUptime),totalUptime=mean(totalUptime),type="Receiver") -totalUptime60=totalUptime60Snd%>%ungroup()%>%rbind(totalUptime60Rcv)%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) -totalUptime60=totalUptime60%>%mutate(sd_min=totalUptime-sd,sd_max=totalUptime+sd)%>%mutate(sd_min_txt=paste0("-",r_(sd_min)))%>%mutate(sd_max_txt=paste0("+",r_(sd_max))) -totalUptime60Baseline=totalUptime60%>%filter(simkey=="baseline")%>%uncount(nsimkeys,.id="id")%>%mutate(simkey=simkeys[id]) -totalUptime60=totalUptime60%>%left_join(totalUptime60Baseline,by=c("simkey","wireless","type"),suffix = c("","_baseline")) -totalUptime60=totalUptime60%>%mutate(ovhd=totalUptime-totalUptime_baseline) -totalUptime60=totalUptime60%>%rowwise()%>%mutate(ovhd_txt=paste0("(",s_(ovhd),r_(ovhd),")")) -totalUptime60=totalUptime60%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) - -totalUptime60P=ggplot(totalUptime60%>%dformat,aes(x=simkey,y=totalUptime,fill=type))+ - geom_bar(colour="black", stat="identity",position=position_dodge())+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=totalUptime-sd, ymax=totalUptime+sd),width=0.3,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = paste0(r_(totalUptime),"\n",ovhd_txt), y= min(totalUptime)/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab("Policy")+ylab("Accumulated uptime (s)")+ - labs(fill="Total uptime:")+color2()+theme(legend.position="top")+coord_cartesian(ylim=c(0,4000)) - -totalUptime180=data%>%filter(wakeupfor==180) -totalUptime180Snd=totalUptime180%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(totalUptime),totalUptime=mean(totalUptime),type="Sender") -totalUptime180Rcv=totalUptime180%>%filter(isSender==0)%>%group_by(simkey,wireless)%>%summarise(sd=sd(totalUptime),totalUptime=mean(totalUptime),type="Receiver") -totalUptime180=totalUptime180Snd%>%ungroup()%>%rbind(totalUptime180Rcv)%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) -totalUptime180=totalUptime180%>%mutate(sd_min=totalUptime-sd,sd_max=totalUptime+sd)%>%mutate(sd_min_txt=paste0("-",r_(sd_min)))%>%mutate(sd_max_txt=paste0("+",r_(sd_max))) -totalUptime180Baseline=totalUptime180%>%filter(simkey=="baseline")%>%uncount(nsimkeys,.id="id")%>%mutate(simkey=simkeys[id]) -totalUptime180=totalUptime180%>%left_join(totalUptime180Baseline,by=c("simkey","wireless","type"),suffix = c("","_baseline")) -totalUptime180=totalUptime180%>%mutate(ovhd=totalUptime-totalUptime_baseline) -totalUptime180=totalUptime180%>%rowwise()%>%mutate(ovhd_txt=paste0("(",s_(ovhd),r_(ovhd),")")) -totalUptime180=totalUptime180%>%mutate(type=factor(type,levels = c("Sender","Receiver"))) - -totalUptime180P=ggplot(totalUptime180%>%dformat,aes(x=simkey,y=totalUptime,fill=type))+ - geom_bar(colour="black",stat="identity",position=position_dodge())+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=totalUptime-sd, ymax=totalUptime+sd),width=0.3,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = paste0(r_(totalUptime),"\n",ovhd_txt), y= min(totalUptime)/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab("Policy")+ylab("Accumulated uptime (s)")+ - labs(fill="Total uptime:")+theme(legend.position="top")+color2()+coord_cartesian(ylim=c(0,8800)) - -success60=data%>%filter(wakeupfor==60) -success60=success60%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(nSend),success=mean(nSend)) -success60=success60%>%mutate(sd_min=success-sd,sd_max=success+sd) - -success60P=ggplot(success60%>%dformat,aes(x=simkey,y=success))+ - geom_bar(stat="identity",position=position_dodge(),fill="gray50")+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=success-sd, ymax=success+sd),width=0.2,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = r_(success), y= success/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab("Policy")+ylab("Number of success")+ - labs(fill="Node type")+theme(legend.position="none")+color()+coord_cartesian(ylim=c(0,11)) -#ggsave("success-60sec.png",width = 5.8,height=4.2) - -success180=data%>%filter(wakeupfor==180) -success180=success180%>%filter(isSender==1)%>%group_by(simkey,wireless)%>%summarise(sd=sd(nSend),success=mean(nSend)) -success180=success180%>%mutate(sd_min=success-sd,sd_max=success+sd) - -success180P=ggplot(success180%>%dformat,aes(x=simkey,y=success))+ - geom_bar(stat="identity",position=position_dodge(),fill="gray50")+ - geom_errorbar(position=position_dodge(0.9),aes(ymin=success-sd, ymax=success+sd),width=0.2,size=1)+ - geom_text(aes(label = r_(sd_max), y= sd_max),vjust=-0.4,position=position_dodge(0.9))+ - geom_text(aes(label = r_(sd_min), y= sd_min),vjust=+1.5,position=position_dodge(0.9))+ - geom_text(aes(label = r_(success), y= success/2),fontface="bold",colour="white",position=position_dodge(0.9))+ - facet_wrap(~wireless)+ - xlab("Policy")+ylab("Number of success")+ - labs(fill="Node type")+theme(legend.position="none")+color()+coord_cartesian(ylim=c(0,13)) -#ggsave("success-180sec.png",width = 5.8,height=4.2) - - -ggsave("60sec.pdf",plot=(energy60P)/(totalUptime60P)+ plot_layout(guides = "collect")&theme(legend.position = "top"),width=12,height=11) -ggsave("180sec.pdf",plot=(energy180P)/(totalUptime180P)+ plot_layout(guides = "collect")&theme(legend.position = "top"),width=12,height=11) -ggsave("results.pdf",plot=(energy60P)/(energy180P)+ plot_layout(guides = "collect")&theme(legend.position = "top"),width=12,height=7) - 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