I need to estimate parameters by a non-linear fitting procedure. In particular, I'm trying to fit the following equation:
I thought that nlm
could be a good solution, using:
#example data
df <- data.frame(var= cumsum(sort(rnorm(100, mean=20, sd=4))),
time= seq(strptime("2018-1-1 0:0:0","%Y-%m-%d %H:%M:%S"), by= dseconds(200),length.out=100))
#write function
my_fun <- function(v, vin, t,theta){
fy <- v ~ (theta[1]-(theta[1]- vin)*exp((-theta[2]/10000)*(t-theta[3])))
ssq<-sum((v-fy)^2)
return(ssq)
}
#run nlm
th.start <- c(7000, 1000, 10)
my_fit <- nlm(f=my_fun, vin=400, v = df$var,
t=df$time,p=th.start)
However I got the error: Error in v - fy : non-numeric argument to binary operator
. I'm sure that it's a basic thing but I'm struggling to understand the problem.