sva-samples 0.6.0

Buffers, frames, the f64 machine, the collapse of a law onto a grid, and the measured observations over one
Documentation
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// Concern: a pinned stiff string's energy, its felt's press, and the bound both give later samples | Non-concern: stepping the grid (stiff_string.rs), the strike | IO: (&StringGrid) -> energy, bound

//! Mode `m` of a free pinned grid steps as `q+ = (2 - D - sigma) q - (1 - sigma) q-`, with
//! `D = 4 lambda^2 s + 16 mu^2 s^2`, `sigma = a + 4 b s`, `s = sin^2(m pi/2n)`.

use crate::physics::stiff_string::{StringGrid, mode_s};

const U: f64 = f64::EPSILON / 2.0;

pub(crate) fn gamma(n: f64) -> f64 {
    n * U / (1.0 - n * U)
}

struct Mode {
    d: f64,
    sigma: f64,
}

fn modes(grid: &StringGrid) -> Vec<Mode> {
    (1..grid.n)
        .map(|m| {
            let s = mode_s(m, grid.n);
            Mode {
                d: 4.0 * grid.courant_sq * s + 16.0 * grid.stiff_sq * s * s,
                sigma: grid.damp_a + 4.0 * grid.damp_b * s,
            }
        })
        .collect()
}

/// Each within `24 u`.
fn sines(n: usize) -> Vec<f64> {
    (0..2 * n)
        .map(|r| (std::f64::consts::PI * r as f64 / n as f64).sin())
        .collect()
}

/// `q_m = (2/n) sum_j y_j sin(m pi j/n)`, and its error.
fn modal(y: &[f64], n: usize, table: &[f64]) -> (Vec<f64>, f64) {
    let scale = 2.0 / n as f64;
    let q = (1..n)
        .map(|m| scale * (1..n).map(|j| y[j] * table[(m * j) % (2 * n)]).sum::<f64>())
        .collect();
    let mass: f64 = y[1..n].iter().map(|v| v.abs()).sum();
    (q, scale * mass * gamma(n as f64 + 32.0))
}

pub(crate) fn stencil_mass(grid: &StringGrid) -> f64 {
    3.0 + 4.0 * grid.courant_sq + 16.0 * grid.stiff_sq + 2.0 * grid.damp_a + 8.0 * grid.damp_b
}

fn slopes(y: &[f64], n: usize) -> impl Iterator<Item = f64> + '_ {
    (0..n).map(move |j| pinned(y, n, j + 1) - pinned(y, n, j))
}

fn curvatures(y: &[f64], n: usize) -> impl Iterator<Item = f64> + '_ {
    (1..n).map(move |j| pinned(y, n, j + 1) - 2.0 * y[j] + pinned(y, n, j - 1))
}

/// Node `j`, the agraffe pin at 0 read as zero; `y[n]` holds a rigid pin's zero or the bridge.
fn pinned(y: &[f64], _n: usize, j: usize) -> f64 {
    match j {
        0 => 0.0,
        j => y[j],
    }
}

/// `(j, k psi dt^2/(rho dx), R psi dt/(2 rho dx))`, `psi` node `j`'s share of the felt.
pub(crate) type Felt = (usize, f64, f64);

/// Spring and dashpot centred on `y^n`.
pub(crate) fn press(grid: &mut StringGrid, felt: &[Felt], share: f64) {
    for &(j, kappa, rho) in felt {
        let rho = rho * share;
        grid.y_next[j] =
            (grid.y_next[j] + (rho - kappa / 2.0) * grid.y_prev[j]) / (1.0 + kappa / 2.0 + rho);
    }
}

/// `E = w (v'(I - A/2)v + y'K y- + (y'ky + y-'ky-)/2 + lambda^2 v_n^2/2)/2` joules, `k` the
/// felt's springs, `v_n` the bridge's step, and a bound over its rounding: each sum errs by at
/// most `gamma` of it taken over magnitudes.
pub(crate) fn energy(grid: &StringGrid, dt: f64, felt: &[Felt]) -> (f64, f64) {
    let (n, y, yp) = (grid.n, &grid.y_now, &grid.y_prev);
    let v: Vec<f64> = y.iter().zip(yp).map(|(a, b)| a - b).collect();
    let size: Vec<f64> = y.iter().zip(yp).map(|(a, b)| a.abs() + b.abs()).collect();
    let (y_abs, yp_abs): (Vec<f64>, Vec<f64>) =
        y.iter().zip(yp).map(|(a, b)| (a.abs(), b.abs())).unzip();
    let squares = v[1..n].iter().map(|x| x * x).sum::<f64>();
    let bent = slopes(&v, n).map(|x| x * x).sum::<f64>();
    let tension = slopes(y, n)
        .zip(slopes(yp, n))
        .map(|(a, b)| a * b)
        .sum::<f64>();
    let bending = curvatures(y, n)
        .zip(curvatures(yp, n))
        .map(|(a, b)| a * b)
        .sum::<f64>();
    let spring: f64 = felt
        .iter()
        .map(|&(j, kappa, _)| kappa * (y[j] * y[j] + yp[j] * yp[j]) / 2.0)
        .sum();
    let value = (1.0 - grid.damp_a / 2.0) * squares - grid.damp_b / 2.0 * bent
        + grid.courant_sq * tension
        + grid.stiff_sq * bending
        + spring
        + grid.courant_sq / 2.0 * v[n] * v[n];
    let spread = (1.0 + grid.damp_a / 2.0) * size[1..n].iter().map(|x| x * x).sum::<f64>()
        + grid.damp_b / 2.0 * sums(&size, n).map(|x| x * x).sum::<f64>()
        + grid.courant_sq
            * sums(&y_abs, n)
                .zip(sums(&yp_abs, n))
                .map(|(a, b)| a * b)
                .sum::<f64>()
        + grid.stiff_sq
            * bends(&y_abs, n)
                .zip(bends(&yp_abs, n))
                .map(|(a, b)| a * b)
                .sum::<f64>()
        + spring
        + grid.courant_sq / 2.0 * size[n] * size[n];
    let w = grid.rho * grid.dx / (dt * dt) / 2.0;
    let joules = w * value;
    let slack = w * spread * gamma(2.0 * n as f64 + 96.0);
    (joules, (joules + slack) * (1.0 + 4.0 * U))
}

/// [`slopes`] and [`curvatures`] over magnitudes, every difference taken as a sum.
fn sums(m: &[f64], n: usize) -> impl Iterator<Item = f64> + '_ {
    (0..n).map(move |j| pinned(m, n, j + 1) + pinned(m, n, j))
}

fn bends(m: &[f64], n: usize) -> impl Iterator<Item = f64> + '_ {
    (1..n).map(move |j| pinned(m, n, j + 1) + 2.0 * m[j] + pinned(m, n, j - 1))
}

/// `c` with `gain |y_{n-1}| <= c sqrt(E)`: `|q_m| <= sqrt(H_m (1/alpha + 1/beta)/2)`,
/// `alpha = 1 - sigma/2 - D/4`, `beta = D/4`, and `sum H_m = 2E/(w n)`.
pub(crate) fn energy_gain(grid: &StringGrid, gain: f64, dt: f64) -> f64 {
    let n = grid.n;
    let table = sines(n);
    let w = grid.rho * grid.dx / (dt * dt);
    let weight: f64 = modes(grid)
        .iter()
        .enumerate()
        .map(|(i, mode)| {
            let g = table[i + 1].abs() + 32.0 * U;
            let alpha =
                1.0 - mode.sigma / 2.0 - mode.d / 4.0 - gamma(8.0) * (1.0 + mode.sigma + mode.d);
            let beta = mode.d / 4.0 * (1.0 - gamma(8.0));
            g * g * (1.0 / alpha + 1.0 / beta) / 2.0
        })
        .sum();
    gain * (2.0 * weight / (w * n as f64)).sqrt() * (1.0 + gamma(4.0 * n as f64 + 64.0))
}

/// Rounding lifts `sqrt(E)` by `per_step` a step while the dashpot ramps, then `after` once.
#[derive(Clone, Copy, Debug)]
pub(crate) struct Settling {
    pub(crate) per_step: f64,
    pub(crate) after: f64,
}

impl Settling {
    /// `c sqrt(E) per_step^left after`, rounded up: the power by squaring, each product widened.
    pub(crate) fn bound(&self, c: f64, upper: f64, left: u64) -> f64 {
        let widen = |x: f64| x * (1.0 + 4.0 * f64::EPSILON);
        let (mut power, mut base, mut rest) = (1.0f64, self.per_step, left);
        while rest > 0 {
            if rest & 1 == 1 {
                power = widen(power * base);
            }
            base = widen(base * base);
            rest >>= 1;
        }
        widen(widen(widen(c * widen(upper.sqrt())) * power) * self.after)
    }
}

/// With `M = I - A/2 - K/4 + k/4`, `Kf = K + k`, `B = A + 2 rho` over `w`, the felted scheme is
/// `M dv + Kf pbar + B vbar = 0`, `dp = vbar`; `F = E + eps (p'Mv + p'Bp/2)` falls by at least
/// `eps Q(zbar)` a step, a contraction `q` of `sqrt(F)`.
pub(crate) fn settling(grid: &StringGrid, felt: &[Felt]) -> Result<Settling, Unringing> {
    let modes = modes(grid);
    let fold = |f: &dyn Fn(&Mode) -> f64, pick: fn(f64, f64) -> f64, from: f64| {
        modes.iter().map(f).fold(from, pick)
    };
    let alpha = |m: &Mode| 1.0 - m.sigma / 2.0 - m.d / 4.0;
    let slack = gamma(16.0) * 4.0;
    let spring = felt.iter().map(|f| f.1).fold(0.0f64, f64::max);
    let dashpot = felt.iter().map(|f| f.2).fold(0.0f64, f64::max);
    let mass_lo = fold(&alpha, f64::min, f64::INFINITY) - slack;
    let mass_hi = fold(&alpha, f64::max, 0.0) + spring / 4.0 + slack;
    let stiff_lo = fold(&|m| m.d, f64::min, f64::INFINITY) * (1.0 - slack);
    let stiff_hi = (fold(&|m| m.d, f64::max, 0.0) + spring) * (1.0 + slack);
    let loss_lo = fold(&|m| m.sigma, f64::min, f64::INFINITY) * (1.0 - slack);
    let loss_hi = (fold(&|m| m.sigma, f64::max, 0.0) + 2.0 * dashpot) * (1.0 + slack);
    if loss_lo <= 0.0 || mass_lo <= 0.0 || stiff_lo <= 0.0 {
        return Err(Unringing::Lossless);
    }
    let cross = mass_hi / (stiff_lo * mass_lo).sqrt() + loss_hi / stiff_lo;
    let eps = (loss_lo / (2.0 * mass_hi)).min(1.0 / (2.0 * cross));
    let reach = 2.0 * (stiff_hi / mass_lo).sqrt() + loss_hi / mass_lo;
    let fall = (4.0 * eps / 3.0) / (1.0 + reach / 2.0).powi(2);
    let q = (1.0 / (1.0 + fall)).sqrt() * (1.0 + gamma(8.0));
    let node = gamma(64.0) * (stencil_mass(grid) + spring / 2.0 + dashpot);
    let gamma_e = ((mass_hi + stiff_hi / 4.0) / 2.0).sqrt()
        * ((grid.n - 1) as f64).sqrt()
        * node
        * 2f64.sqrt()
        * (1.0 / stiff_lo.sqrt() + 1.0 / (2.0 * mass_lo.sqrt()))
        * (1.0 + gamma(32.0));
    let lift = 3f64.sqrt() * gamma_e;
    if q + lift >= 1.0 {
        return Err(Unringing::Rounding);
    }
    Ok(Settling {
        per_step: 1.0 + gamma_e,
        after: (1.0 + lift / (1.0 - q - lift)) * (1.0 + gamma(8.0)),
    })
}

pub(crate) struct Ringdown {
    terms: Vec<(f64, f64)>,
    slack: f64,
    rate: f64,
}

#[derive(Clone, Copy, Debug, PartialEq)]
pub enum Unringing {
    Lossless,
    Critical,
    Rounding,
}

impl Ringdown {
    /// `|q_k| <= A r^k`, `A^2 = r^2 ((q - c q-)^2/Delta + q-^2)`, `c = 1 - (D + sigma)/2`,
    /// `Delta = D - (D + sigma)^2/4`. A step's rounding reaches a mode as at most `2 eps Y`,
    /// `Y` the largest node, and rings on by `kappa = r/sqrt(Delta)`, so `Y_k <= Z rho'^k`.
    pub(crate) fn of(grid: &StringGrid, gain: f64) -> Result<Ringdown, Unringing> {
        let n = grid.n;
        let table = sines(n);
        let (q, err_q) = modal(&grid.y_now, n, &table);
        let (q_prev, err_prev) = modal(&grid.y_prev, n, &table);
        let gain = gain * (1.0 + gamma(4.0));
        let mut rings = Vec::with_capacity(n - 1);
        for (i, mode) in modes(grid).iter().enumerate() {
            let (d, sigma) = (mode.d, mode.sigma);
            if sigma <= 0.0 {
                return Err(Unringing::Lossless);
            }
            let spread = d + (d + sigma) * (d + sigma);
            let delta = d - (d + sigma) * (d + sigma) / 4.0 - gamma(32.0) * spread;
            if delta <= 1e-6 * d {
                return Err(Unringing::Critical);
            }
            let r = (1.0 - sigma * (1.0 - gamma(8.0))).sqrt() * (1.0 + gamma(2.0));
            let c = 1.0 - (d + sigma) / 2.0;
            let c_err = gamma(8.0) * (1.0 + d + sigma);
            let lead = (q[i] - c * q_prev[i]).abs()
                + err_q
                + (c.abs() + c_err) * err_prev
                + c_err * q_prev[i].abs();
            let lag = q_prev[i].abs() + err_prev;
            let amplitude = r * (lead * lead / delta + lag * lag).sqrt() * (1.0 + gamma(16.0));
            let g = table[i + 1].abs() + 32.0 * U;
            rings.push((amplitude, r, r / delta.sqrt(), g, lag));
        }
        let r_max = rings.iter().map(|m| m.1).fold(0.0f64, f64::max);
        if r_max >= 1.0 {
            return Err(Unringing::Lossless);
        }
        let rate = (1.0 + r_max) / 2.0;
        let reach = |(_, r, kappa, _, _): &(f64, f64, f64, f64, f64)| kappa / (rate * (rate - r));
        let carried: f64 = rings.iter().map(reach).sum::<f64>() * (1.0 + gamma(n as f64 + 8.0));
        let eps = 2.0 * gamma(64.0) * stencil_mass(grid);
        if eps * carried >= 0.5 {
            return Err(Unringing::Rounding);
        }
        let start = rings.iter().map(|m| m.0).sum::<f64>();
        let before = rate * rings.iter().map(|m| m.4).sum::<f64>();
        let z = start.max(before) / (1.0 - eps * carried) * (1.0 + gamma(n as f64 + 8.0));
        let slack = gain
            * eps
            * z
            * rings.iter().map(|m| m.3 * reach(m)).sum::<f64>()
            * (1.0 + gamma(n as f64 + 8.0));
        Ok(Ringdown {
            terms: rings.iter().map(|m| (gain * m.3 * m.0, m.1)).collect(),
            slack,
            rate,
        })
    }

    pub(crate) fn along(&self, first: usize, step: usize, count: usize) -> Vec<f64> {
        let mut out = vec![0.0f64; count];
        let widen = 1.0 + 4.0 * U;
        let mut add = |scale: f64, r: f64| {
            let per = r.powi(step as i32) * (1.0 + gamma(4.0 * step as f64));
            let mut held = scale * r.powf(first as f64) * (1.0 + gamma(4.0));
            for slot in out.iter_mut() {
                *slot += held;
                held = held * per * widen;
            }
        };
        for &(scale, r) in &self.terms {
            add(scale, r);
        }
        add(self.slack, self.rate);
        let summed = 1.0 + gamma(self.terms.len() as f64 + 2.0);
        out.iter().map(|v| v * summed).collect()
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::physics::twofold::Twofold;

    /// A stiff string bent smoothly and far, so each curvature cancels all but a sliver.
    fn bent_far(n: usize) -> StringGrid {
        let shape = |j: usize, phase: f64| {
            let x = std::f64::consts::PI * j as f64 / n as f64;
            1e3 * (x.sin() * phase.cos() + (3.0 * x).sin() * phase.sin() / 7.0)
        };
        let mut y_now: Vec<f64> = (0..=n).map(|j| shape(j, 0.3)).collect();
        let mut y_prev: Vec<f64> = (0..=n).map(|j| shape(j, 0.31)).collect();
        for y in [&mut y_now, &mut y_prev] {
            y[0] = 0.0;
            y[n] = 0.0;
        }
        StringGrid {
            y_next: vec![0.0; n + 1],
            y_now,
            y_prev,
            n,
            dx: 0.01,
            rho: 8.9e-3,
            courant_sq: 1e-4,
            stiff_sq: 0.24,
            damp_a: 1e-5,
            damp_b: 1e-4,
        }
    }

    fn exact(grid: &StringGrid, dt: f64, felt: &[Felt]) -> f64 {
        let t = Twofold::of;
        let (n, y, yp) = (grid.n, &grid.y_now, &grid.y_prev);
        let at = |z: &[f64], j: usize| t(pinned(z, n, j));
        let v = |j: usize| at(y, j).sub(at(yp, j));
        let bend = |z: &[f64], j: usize| at(z, j + 1).sub(t(2.0).mul(t(z[j]))).add(at(z, j - 1));
        let mut value = t(0.0);
        for j in 1..n {
            let own = t(1.0).sub(t(grid.damp_a).div(t(2.0)));
            value = value.add(own.mul(v(j)).mul(v(j)));
            let curved = bend(y, j).mul(bend(yp, j));
            value = value.add(t(grid.stiff_sq).mul(curved));
        }
        for j in 0..n {
            let dv = v(j + 1).sub(v(j));
            value = value.sub(t(grid.damp_b).div(t(2.0)).mul(dv).mul(dv));
            let slope = at(y, j + 1).sub(at(y, j)).mul(at(yp, j + 1).sub(at(yp, j)));
            value = value.add(t(grid.courant_sq).mul(slope));
        }
        for &(j, kappa, _) in felt {
            let pair = t(y[j]).mul(t(y[j])).add(t(yp[j]).mul(t(yp[j])));
            value = value.add(t(kappa).mul(pair).div(t(2.0)));
        }
        let w = t(grid.rho)
            .mul(t(grid.dx))
            .div(t(dt).mul(t(dt)))
            .div(t(2.0));
        w.mul(value).value()
    }

    #[test]
    fn a_string_energy_bound_covers_its_rounding_where_every_curvature_cancels() {
        let dt = 1.0 / 44_100.0;
        for n in [40, 400, 1600] {
            let grid = bent_far(n);
            let felt = [(n / 7, 3e-3, 0.0), (n / 7 + 1, 3e-3, 0.0)];
            for felt in [&[][..], &felt[..]] {
                let (joules, upper) = energy(&grid, dt, felt);
                let truth = exact(&grid, dt, felt);
                assert!(
                    (truth - joules).abs() <= upper - joules,
                    "n {n}: E {truth}, computed {joules}, bound {upper}"
                );
            }
        }
    }

    /// `c sqrt(E) per^left after` in twice f64's precision, the power multiplied out.
    fn exact_bound(settled: &Settling, c: f64, upper: f64, left: u64) -> f64 {
        let t = Twofold::of;
        let s = upper.sqrt();
        let root = t(s).add(t(upper).sub(t(s).mul(t(s))).div(t(2.0 * s)));
        let mut power = t(1.0);
        for _ in 0..left {
            power = power.mul(t(settled.per_step));
        }
        t(c).mul(root).mul(power).mul(t(settled.after)).value()
    }

    #[test]
    fn a_settled_bound_is_over_its_exact_value_and_close_to_it() {
        for (per_step, after) in [(1.0 + 3e-11, 1.0 + 7e-9), (1.0 + 1e-15, 1.1), (1.5, 1.0)] {
            let settled = Settling { per_step, after };
            for (c, upper) in [(968.3, 2.7e-9), (1.0, 1.0), (0.1, 1e-300)] {
                for left in [0, 1, 2, 3, 7, 64, 1023, 1024, 1025, 12_345] {
                    if per_step > 1.4 && left > 64 {
                        continue;
                    }
                    let bound = settled.bound(c, upper, left);
                    let truth = exact_bound(&settled, c, upper, left);
                    assert!(
                        bound >= truth && bound <= truth * (1.0 + 1e-10),
                        "left {left}: {bound} against {truth}"
                    );
                }
            }
        }
    }
}