library("tidyverse") library("gridExtra") library("patchwork") library(RColorBrewer) data=read_csv("results.csv") r_=function(x){round(x,digits=1)} color=function(){scale_fill_manual(values = c("#00AFBB", "#E7B800", "#FC4E07"))} color2=function(){scale_fill_brewer(palette = "Dark2")} 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=mean(nSend),type="Sender") success60Rcv=data%>%filter(wakeupfor==60)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=mean(nSend),type="Receiver") success60=rbind(success60Snd,success60Rcv) success60=success60%>%rowwise()%>%mutate(success_txt=paste0("[",r_(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="Energy:")+theme(legend.position="top")+color()+coord_cartesian(ylim=c(0,1200)) #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=mean(nSend),type="Sender") success180Rcv=data%>%filter(wakeupfor==180)%>%filter(isSender!=0)%>%group_by(simkey,wireless,wakeupfor)%>%summarise(success_orig=mean(nSend),success=mean(nSend),type="Receiver") success180=rbind(success180Snd,success180Rcv) success180=success180%>%rowwise()%>%mutate(success_txt=paste0("[",r_(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="Energy:")+theme(legend.position="top")+color()+coord_cartesian(ylim=c(0,2600)) #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(0,2500)) 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(0,5600)) 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=7) ggsave("180sec.pdf",plot=(energy180P)/(totalUptime180P)+ plot_layout(guides = "collect")&theme(legend.position = "top"),width=12,height=7)