NAG Library Manual, Mark 27.3
Interfaces:  FL   CL   CPP   AD 

NAG CL Interface Introduction
Example description
/* nag_tsa_kalman_unscented_state_revcom (g13ejc) Example Program.
 *
 * Copyright 2021 Numerical Algorithms Group.
 *
 * Mark 27.3, 2021.
 */
/* Pre-processor includes */
#include <math.h>
#include <nag.h>
#include <stdio.h>

#define LY(I, J) ly[(J)*pdly + (I)]
#define LX(I, J) lx[(J)*pdlx + (I)]
#define ST(I, J) st[(J)*pdst + (I)]
#define XT(I, J) xt[(J)*pdxt + (I)]
#define FXT(I, J) fxt[(J)*pdfxt + (I)]

typedef struct g13_problem_data {
  double delta, a, r, d;
  double phi_rt, phi_lt;
} g13_problem_data;

const Integer mx = 3, my = 2;
void f(Integer n, double *xt, Integer pdxt, double *fxt, Integer pdfxt,
       g13_problem_data dat);
void h(Integer n, double *xt, Integer pdxt, double *fxt, Integer pdfxt,
       g13_problem_data dat);
void read_problem_dat(Integer t, g13_problem_data *dat);

int main(void) {
  /* Integer scalar and array declarations */
  Integer i, irevcm, pdfxt, pdlx, pdly, pdst, pdxt, licomm, lrcomm, lropt, n,
      ntime, t, j;
  Integer *icomm = 0;
  Integer exit_status = 0;

  /* NAG structures and types */
  NagError fail;

  /* Double scalar and array declarations */
  double *fxt = 0, *lx = 0, *ly = 0, *rcomm = 0, *ropt = 0, *st = 0, *x = 0,
         *xt = 0, *y = 0;

  /* Other structures */
  g13_problem_data dat;

  /* Initialize the error structure */
  INIT_FAIL(fail);

  printf("nag_tsa_kalman_unscented_state_revcom (g13ejc) "
         "Example Program Results\n\n");

  /* Skip heading in data file */
  scanf("%*[^\n] ");

  /* Using default optional arguments */
  lropt = 0;

  /* Allocate arrays */
  n = 2 * mx + 1;
  if (lropt >= 1 && fabs(ropt[0] - 2.0) <= 0.0) {
    n += 2 * mx;
  }
  pdlx = pdst = pdxt = mx;
  pdly = my;
  pdfxt = (mx > my) ? mx : my;
  licomm = 30;
  lrcomm = 30 + my + mx * my + 2 * ((mx > my) ? mx : my);
  if (!(lx = NAG_ALLOC(pdlx * mx, double)) ||
      !(ly = NAG_ALLOC(pdly * my, double)) || !(x = NAG_ALLOC(mx, double)) ||
      !(st = NAG_ALLOC(pdst * mx, double)) ||
      !(xt = NAG_ALLOC(pdxt * (my > n ? my : n), double)) ||
      !(fxt = NAG_ALLOC(pdfxt * (n + (mx > my ? mx : my)), double)) ||
      !(icomm = NAG_ALLOC(licomm, Integer)) ||
      !(rcomm = NAG_ALLOC(lrcomm, double)) || !(y = NAG_ALLOC(my, double))) {
    printf("Allocation failure\n");
    exit_status = -1;
    goto END;
  }

  /* Read in the Cholesky factorization of the covariance matrix for the
     process noise */
  for (i = 0; i < mx; i++) {
    for (j = 0; j <= i; j++) {
      scanf("%lf", &LX(i, j));
    }
    scanf("%*[^\n] ");
  }

  /* Read in the Cholesky factorization of the covariance matrix for the
     observation noise */
  for (i = 0; i < my; i++) {
    for (j = 0; j <= i; j++) {
      scanf("%lf", &LY(i, j));
    }
    scanf("%*[^\n] ");
  }

  /* Read in the initial state vector */
  for (i = 0; i < mx; i++) {
    scanf("%lf", &x[i]);
  }
  scanf("%*[^\n] ");

  /* Read in the Cholesky factorization of the initial state covariance
     matrix */
  for (i = 0; i < mx; i++) {
    for (j = 0; j <= i; j++) {
      scanf("%lf", &ST(i, j));
    }
    scanf("%*[^\n] ");
  }

  /* Read in the number of time points to run the system for */
  scanf("%" NAG_IFMT "%*[^\n] ", &ntime);

  /* Read in any problem specific data that is constant */
  read_problem_dat(0, &dat);

  /* Title for first set of output */
  printf("   Time  ");
  for (i = 0; i < (11 * mx - 16) / 2; i++)
    putchar(' ');
  printf("Estimate of State\n ");
  for (i = 0; i < 7 + 11 * mx; i++)
    putchar('-');
  printf("\n");

  /* Loop over each time point */
  irevcm = 0;
  for (t = 0; t < ntime; t++) {

    /* Read in any problem specific data that is time dependent */
    read_problem_dat(t + 1, &dat);

    /* Read in the observed data for time t */
    for (i = 0; i < my; i++) {
      scanf("%lf", &y[i]);
    }
    scanf("%*[^\n] ");

    /* Call Unscented Kalman Filter routine (g13ejc) */
    do {
      nag_tsa_kalman_unscented_state_revcom(
          &irevcm, mx, my, y, lx, pdlx, ly, pdly, x, st, pdst, &n, xt, pdxt,
          fxt, pdfxt, ropt, lropt, icomm, licomm, rcomm, lrcomm, &fail);
      switch (irevcm) {
      case 1:
        /* Evaluate F(X) */
        f(n, xt, pdxt, fxt, pdfxt, dat);
        break;

      case 2:
        /* Evaluate H(X) */
        h(n, xt, pdxt, fxt, pdfxt, dat);
        break;

      default:
        /* irevcm = 3, finished */
        if (fail.code != NE_NOERROR) {
          printf(
              "Error from nag_tsa_kalman_unscented_state_revcom (g13ejc).\n%s\n",
              fail.message);
          exit_status = 1;
          goto END;
        }
        break;
      }
    } while (irevcm != 3);

    /* Display the current state estimates */
    printf(" %3" NAG_IFMT "    ", t + 1);
    for (i = 0; i < mx; i++) {
      printf(" %10.3f", x[i]);
    }
    printf("\n");
  }

  printf("\n");
  printf("Estimate of Cholesky Factorization of the State\n");
  printf("Covariance Matrix at the Last Time Point\n");
  for (i = 0; i < mx; i++) {
    for (j = 0; j <= i; j++) {
      printf(" %10.2e", ST(i, j));
    }
    printf("\n");
  }

END:
  NAG_FREE(icomm);
  NAG_FREE(fxt);
  NAG_FREE(lx);
  NAG_FREE(ly);
  NAG_FREE(rcomm);
  NAG_FREE(ropt);
  NAG_FREE(st);
  NAG_FREE(x);
  NAG_FREE(xt);
  NAG_FREE(y);

  return (exit_status);
}

void f(Integer n, double *xt, Integer pdxt, double *fxt, Integer pdfxt,
       g13_problem_data dat) {
  double t1, t3;
  Integer i;

  t1 = 0.5 * dat.r * (dat.phi_rt + dat.phi_lt);
  t3 = (dat.r / dat.d) * (dat.phi_rt - dat.phi_lt);

  for (i = 0; i < n; i++) {
    FXT(0, i) = XT(0, i) + cos(XT(2, i)) * t1;
    FXT(1, i) = XT(1, i) + sin(XT(2, i)) * t1;
    FXT(2, i) = XT(2, i) + t3;
  }
}

void h(Integer n, double *xt, Integer pdxt, double *fxt, Integer pdfxt,
       g13_problem_data dat) {
  Integer i;

  for (i = 0; i < n; i++) {
    FXT(0, i) = dat.delta - XT(0, i) * cos(dat.a) - XT(1, i) * sin(dat.a);
    FXT(1, i) = XT(2, i) - dat.a;

    /* Make sure that the theta is in the same range as the observed data,
       which in this case is [0, 2*pi) */
    if (FXT(1, i) < 0.0)
      FXT(1, i) += 2 * X01AAC;
  }
}

void read_problem_dat(Integer t, g13_problem_data *dat) {
  /* Read in any data specific to the f and h functions */
  Integer tt;

  if (t == 0) {
    /* Read in the data that is constant across all time points */
    scanf("%lf%lf%lf%lf%*[^\n] ", &(dat->r), &(dat->d), &(dat->delta),
          &(dat->a));

  } else {
    /* Read in data for time point t */
    scanf("%" NAG_IFMT "%lf%lf%*[^\n] ", &tt, &(dat->phi_rt), &(dat->phi_lt));
    if (tt != t) {
      /* Sanity check */
      printf("Expected to read in data for time point %" NAG_IFMT "\n", t);
      printf("Data that was read in was for time point %" NAG_IFMT "\n", tt);
    }
  }
}