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findmaxtulip=function(x,y,concave=TRUE)
{
# Function to compute tulip type symmetrical extremes
if(!concave){y=-y}
n=length(x)
xm=c(x[1],x[n])
ym=c(y[1],y[n])
ii=which.max(ym);#print(ii);
if(ii==1){
i1=1
y1=y[1]
# It is the area above the horizontal line y=y1 and the curve
# s=sapply(2:(n-1), function(j,x,y){findareatpl(x,y,j)},x,y)
# sli=vapply(1:(n-1),function(ii,x,y,y1){0.5*(x[ii + 1] - x[ii])*(y[ii] + y[ii + 1] - 2*y1)},FUN.VALUE=numeric(1),x,y,y1)
dxl = diff(x[1:n], 1, 1)
fl = y[1:n] - y1
sl = 0.5 * (fl[1:(n - 1)] + fl[2:n])*dxl
s=cumsum(sl)
jm=which.max(s)
im=jm+1
i2=im
}
else
{
i2=n
yn=y[n]
# It is the area above the horizontal line y=yn and the curve
# s=sapply((n-1):2, function(j,x,y){findareatpr(x,y,j)},x,y)
# sri=vapply((n-1):1,function(ii,x,y,yn){0.5*(x[ii + 1] - x[ii])*(y[ii] + y[ii + 1] - 2*yn)},FUN.VALUE=numeric(1),x,y,yn)
dxr = diff(x[1:n], 1, 1)
fr = y[1:n] - y[n]
sr = rev(0.5 * (fr[1:(n - 1)] + fr[2:n])*dxr)
s=cumsum(sr)
jm=which.max(s)
im=n+1-jm #--> n-jm
i1=im
}
out=c(i1,i2,(x[i1]+x[i2])/2)
names(out)=c("j1","j2","chi")
return(out)
}
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