diff --git a/main.js b/main.js
index cc88d30..5b079f6 100644
--- a/main.js
+++ b/main.js
@@ -243,8 +243,8 @@ import { Universe, default as init, set_panic_hook as setPanicHook } from "./max
             gl.drawElements(gl.TRIANGLES, vertexCount, type, offset);
         }
 
-        universe.advance(dt/2);
-        universe.advance(dt/2);
+        universe.advance_upwind(dt/2);
+        universe.advance_upwind(dt/2);
 
         window.requestAnimationFrame(drawMe);
     }
diff --git a/src/lib.rs b/src/lib.rs
index 390a6fc..c45475d 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -47,6 +47,18 @@ impl Universe {
         self.sys.0.set_gaussian(x0, y0);
     }
 
+    /// Using artifical dissipation with the upwind operator
+    pub fn advance_upwind(&mut self, dt: f32) {
+        Field::advance_upwind::<operators::Upwind4>(
+            &self.sys.0,
+            &mut self.sys.1,
+            dt,
+            &self.grid,
+            Some(&mut self.wb),
+        );
+        std::mem::swap(&mut self.sys.0, &mut self.sys.1);
+    }
+
     pub fn advance(&mut self, dt: f32) {
         Field::advance::<operators::Upwind4>(
             &self.sys.0,
diff --git a/src/maxwell.rs b/src/maxwell.rs
index 4bc79e1..f2e3174 100644
--- a/src/maxwell.rs
+++ b/src/maxwell.rs
@@ -1,4 +1,4 @@
-use super::operators::SbpOperator;
+use super::operators::{SbpOperator, UpwindOperator};
 use super::Grid;
 use ndarray::prelude::*;
 use ndarray::{azip, Zip};
@@ -97,6 +97,62 @@ impl Field {
         }
     }
 
+    pub(crate) fn advance_upwind<UO>(
+        &self,
+        fut: &mut Self,
+        dt: f32,
+        grid: &Grid<UO>,
+        work_buffers: Option<&mut WorkBuffers>,
+    ) where
+        UO: UpwindOperator,
+    {
+        assert_eq!(self.0.shape(), fut.0.shape());
+
+        let mut wb: WorkBuffers;
+        let (y, k, tmp) = if let Some(x) = work_buffers {
+            (&mut x.y, &mut x.buf, &mut x.tmp)
+        } else {
+            wb = WorkBuffers::new(self.nx(), self.ny());
+            (&mut wb.y, &mut wb.buf, &mut wb.tmp)
+        };
+
+        let boundaries = BoundaryTerms {
+            north: Boundary::This,
+            south: Boundary::This,
+            west: Boundary::This,
+            east: Boundary::This,
+        };
+
+        for i in 0..4 {
+            // y = y0 + c*kn
+            y.assign(&self);
+            match i {
+                0 => {}
+                1 | 2 => {
+                    y.scaled_add(1.0 / 2.0 * dt, &k[i - 1]);
+                }
+                3 => {
+                    y.scaled_add(dt, &k[i - 1]);
+                }
+                _ => {
+                    unreachable!();
+                }
+            };
+
+            RHS_upwind(&mut k[i], &y, grid, &boundaries, tmp);
+        }
+
+        Zip::from(&mut fut.0)
+            .and(&self.0)
+            .and(&*k[0])
+            .and(&*k[1])
+            .and(&*k[2])
+            .and(&*k[3])
+            .apply(|y1, &y0, &k1, &k2, &k3, &k4| {
+                *y1 = y0 + dt / 6.0 * (k1 + 2.0 * k2 + 2.0 * k3 + k4)
+            });
+    }
+
     /// Solving (Au)_x + (Bu)_y
     /// with:
     ///        A               B
@@ -186,6 +242,25 @@ fn RHS<SBP: SbpOperator>(
     });
 }
 
+#[allow(non_snake_case)]
+fn RHS_upwind<UO: UpwindOperator>(
+    k: &mut Field,
+    y: &Field,
+    grid: &Grid<UO>,
+    boundaries: &BoundaryTerms,
+    tmp: &mut (Array2<f32>, Array2<f32>, Array2<f32>, Array2<f32>),
+) {
+    fluxes(k, y, grid, tmp);
+    dissipation(k, y, grid, tmp);
+
+    SAT_characteristics(k, y, grid, boundaries);
+
+    azip!((k in &mut k.0,
+                    &detj in &grid.detj.broadcast((3, y.ny(), y.nx())).unwrap()) {
+        *k /= detj;
+    });
+}
+
 fn fluxes<SBP: SbpOperator>(
     k: &mut Field,
     y: &Field,
@@ -260,6 +335,92 @@ fn fluxes<SBP: SbpOperator>(
     }
 }
 
+fn dissipation<UO: UpwindOperator>(
+    k: &mut Field,
+    y: &Field,
+    grid: &Grid<UO>,
+    tmp: &mut (Array2<f32>, Array2<f32>, Array2<f32>, Array2<f32>),
+) {
+    // ex component
+    {
+        ndarray::azip!((a in &mut tmp.0,
+                        &kx in &grid.detj_dxi_dx,
+                        &ky in &grid.detj_dxi_dy,
+                        &ex in &y.ex(),
+                        &ey in &y.ey()) {
+            let r = f32::hypot(kx, ky);
+            *a = ky*ky/r * ex + -kx*ky/r*ey;
+        });
+        UO::dissxi(tmp.0.view(), tmp.1.view_mut());
+
+        ndarray::azip!((b in &mut tmp.2,
+                    &kx in &grid.detj_deta_dx,
+                    &ky in &grid.detj_deta_dy,
+                    &ex in &y.ex(),
+                    &ey in &y.ey()) {
+            let r = f32::hypot(kx, ky);
+            *b = ky*ky/r * ex + -kx*ky/r*ey;
+        });
+        UO::disseta(tmp.2.view(), tmp.3.view_mut());
+
+        ndarray::azip!((flux in &mut k.ex_mut(), &ax in &tmp.1, &by in &tmp.3)
+            *flux += ax + by
+        );
+    }
+
+    // hz component
+    {
+        ndarray::azip!((a in &mut tmp.0,
+                        &kx in &grid.detj_dxi_dx,
+                        &ky in &grid.detj_dxi_dy,
+                        &hz in &y.hz()) {
+            let r = f32::hypot(kx, ky);
+            *a = r * hz;
+        });
+        UO::dissxi(tmp.0.view(), tmp.1.view_mut());
+
+        ndarray::azip!((b in &mut tmp.2,
+                        &kx in &grid.detj_deta_dx,
+                        &ky in &grid.detj_deta_dy,
+                        &hz in &y.hz()) {
+            let r = f32::hypot(kx, ky);
+            *b = r * hz;
+        });
+        UO::disseta(tmp.2.view(), tmp.3.view_mut());
+
+        ndarray::azip!((flux in &mut k.hz_mut(), &ax in &tmp.1, &by in &tmp.3)
+            *flux += ax + by
+        );
+    }
+
+    // ey
+    {
+        ndarray::azip!((a in &mut tmp.0,
+                        &kx in &grid.detj_dxi_dx,
+                        &ky in &grid.detj_dxi_dy,
+                        &ex in &y.ex(),
+                        &ey in &y.ey()) {
+            let r = f32::hypot(kx, ky);
+            *a = -kx*ky/r * ex + kx*kx/r*ey;
+        });
+        UO::dissxi(tmp.0.view(), tmp.1.view_mut());
+
+        ndarray::azip!((b in &mut tmp.2,
+                    &kx in &grid.detj_deta_dx,
+                    &ky in &grid.detj_deta_dy,
+                    &ex in &y.ex(),
+                    &ey in &y.ey()) {
+            let r = f32::hypot(kx, ky);
+            *b = -kx*ky/r * ex + kx*kx/r*ey;
+        });
+        UO::disseta(tmp.2.view(), tmp.3.view_mut());
+
+        ndarray::azip!((flux in &mut k.hz_mut(), &ax in &tmp.1, &by in &tmp.3)
+            *flux += ax + by
+        );
+    }
+}
+
 #[derive(Clone, Debug)]
 pub enum Boundary {
     This,
diff --git a/src/operators.rs b/src/operators.rs
index 6cf45fa..0b734ab 100644
--- a/src/operators.rs
+++ b/src/operators.rs
@@ -6,5 +6,10 @@ pub trait SbpOperator {
     fn h() -> &'static [f32];
 }
 
+pub trait UpwindOperator: SbpOperator {
+    fn dissxi(prev: ArrayView2<f32>, fut: ArrayViewMut2<f32>);
+    fn disseta(prev: ArrayView2<f32>, fut: ArrayViewMut2<f32>);
+}
+
 mod upwind4;
 pub use upwind4::Upwind4;
diff --git a/src/operators/upwind4.rs b/src/operators/upwind4.rs
index bf286fe..3bea5f0 100644
--- a/src/operators/upwind4.rs
+++ b/src/operators/upwind4.rs
@@ -1,4 +1,4 @@
-use super::SbpOperator;
+use super::{SbpOperator, UpwindOperator};
 use ndarray::{arr1, arr2, s, ArrayView1, ArrayView2, ArrayViewMut1, ArrayViewMut2};
 
 /// Simdtype used in diffeta_simd
@@ -23,6 +23,55 @@ impl Upwind4 {
         [   3.0 / 298.0, 16.0 / 149.0, -227.0 / 298.0,           0.0, 126.0 / 149.0, -36.0 / 149.0, 6.0 / 149.0],
     ];
 
+    const DISS_BLOCK: [[f32; 7]; 4] = [
+        [
+            -3.0 / 49.0,
+            9.0 / 49.0,
+            -9.0 / 49.0,
+            3.0 / 49.0,
+            0.0,
+            0.0,
+            0.0,
+        ],
+        [
+            3.0 / 61.0,
+            -11.0 / 61.0,
+            15.0 / 61.0,
+            -9.0 / 61.0,
+            2.0 / 61.0,
+            0.0,
+            0.0,
+        ],
+        [
+            -3.0 / 41.0,
+            15.0 / 41.0,
+            -29.0 / 41.0,
+            27.0 / 41.0,
+            -12.0 / 41.0,
+            2.0 / 41.0,
+            0.0,
+        ],
+        [
+            3.0 / 149.0,
+            -27.0 / 149.0,
+            81.0 / 149.0,
+            -117.0 / 149.0,
+            90.0 / 149.0,
+            -36.0 / 149.0,
+            6.0 / 149.0,
+        ],
+    ];
+
+    const DISS_DIAG: [f32; 7] = [
+        1.0 / 24.0,
+        -1.0 / 4.0,
+        5.0 / 8.0,
+        -5.0 / 6.0,
+        5.0 / 8.0,
+        -1.0 / 4.0,
+        1.0 / 24.0,
+    ];
+
     #[inline(never)]
     fn diff_simd(prev: &[f32], fut: &mut [f32]) {
         use packed_simd::{f32x8, u32x8};
@@ -235,6 +284,218 @@ impl Upwind4 {
             *f = diff * idx;
         }
     }
+    #[inline(never)]
+    fn diss_simd(prev: &[f32], fut: &mut [f32]) {
+        use packed_simd::{f32x8, u32x8};
+        assert_eq!(prev.len(), fut.len());
+        assert!(prev.len() >= 2 * Self::DISS_BLOCK.len());
+        let nx = prev.len();
+        let dx = 1.0 / (nx - 1) as f32;
+        let idx = 1.0 / dx;
+
+        let first_elems = unsafe { f32x8::from_slice_unaligned_unchecked(prev) };
+        let block = [
+            f32x8::new(
+                Self::DISS_BLOCK[0][0],
+                Self::DISS_BLOCK[0][1],
+                Self::DISS_BLOCK[0][2],
+                Self::DISS_BLOCK[0][3],
+                Self::DISS_BLOCK[0][4],
+                Self::DISS_BLOCK[0][5],
+                Self::DISS_BLOCK[0][6],
+                0.0,
+            ),
+            f32x8::new(
+                Self::DISS_BLOCK[1][0],
+                Self::DISS_BLOCK[1][1],
+                Self::DISS_BLOCK[1][2],
+                Self::DISS_BLOCK[1][3],
+                Self::DISS_BLOCK[1][4],
+                Self::DISS_BLOCK[1][5],
+                Self::DISS_BLOCK[1][6],
+                0.0,
+            ),
+            f32x8::new(
+                Self::DISS_BLOCK[2][0],
+                Self::DISS_BLOCK[2][1],
+                Self::DISS_BLOCK[2][2],
+                Self::DISS_BLOCK[2][3],
+                Self::DISS_BLOCK[2][4],
+                Self::DISS_BLOCK[2][5],
+                Self::DISS_BLOCK[2][6],
+                0.0,
+            ),
+            f32x8::new(
+                Self::DISS_BLOCK[3][0],
+                Self::DISS_BLOCK[3][1],
+                Self::DISS_BLOCK[3][2],
+                Self::DISS_BLOCK[3][3],
+                Self::DISS_BLOCK[3][4],
+                Self::DISS_BLOCK[3][5],
+                Self::DISS_BLOCK[3][6],
+                0.0,
+            ),
+        ];
+        unsafe {
+            *fut.get_unchecked_mut(0) = idx * (block[0] * first_elems).sum();
+            *fut.get_unchecked_mut(1) = idx * (block[1] * first_elems).sum();
+            *fut.get_unchecked_mut(2) = idx * (block[2] * first_elems).sum();
+            *fut.get_unchecked_mut(3) = idx * (block[3] * first_elems).sum()
+        };
+
+        let diag = f32x8::new(
+            Self::DISS_DIAG[0],
+            Self::DISS_DIAG[1],
+            Self::DISS_DIAG[2],
+            Self::DISS_DIAG[3],
+            Self::DISS_DIAG[4],
+            Self::DISS_DIAG[5],
+            Self::DISS_DIAG[6],
+            0.0,
+        );
+        for (f, p) in fut
+            .iter_mut()
+            .skip(block.len())
+            .zip(
+                prev.windows(f32x8::lanes())
+                    .map(f32x8::from_slice_unaligned)
+                    .skip(1),
+            )
+            .take(nx - 2 * block.len())
+        {
+            *f = idx * (p * diag).sum();
+        }
+
+        let last_elems = unsafe { f32x8::from_slice_unaligned_unchecked(&prev[nx - 8..]) }
+            .shuffle1_dyn(u32x8::new(7, 6, 5, 4, 3, 2, 1, 0));
+        unsafe {
+            *fut.get_unchecked_mut(nx - 4) = idx * (block[3] * last_elems).sum();
+            *fut.get_unchecked_mut(nx - 3) = idx * (block[2] * last_elems).sum();
+            *fut.get_unchecked_mut(nx - 2) = idx * (block[1] * last_elems).sum();
+            *fut.get_unchecked_mut(nx - 1) = idx * (block[0] * last_elems).sum();
+        }
+    }
+
+    #[inline(never)]
+    fn disseta_simd(prev: &[f32], fut: &mut [f32], nx: usize, ny: usize) {
+        assert!(ny >= 2 * Self::DISS_BLOCK.len());
+        assert!(nx >= SimdT::lanes());
+        assert!(nx % SimdT::lanes() == 0);
+        assert_eq!(prev.len(), fut.len());
+        assert_eq!(prev.len(), nx * ny);
+
+        let dy = 1.0 / (ny - 1) as f32;
+        let idy = 1.0 / dy;
+
+        for j in (0..nx).step_by(SimdT::lanes()) {
+            let a = [
+                SimdT::from_slice_unaligned(&prev[0 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[1 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[2 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[3 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[4 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[5 * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[6 * nx + j..]),
+            ];
+
+            for (i, bl) in Self::DISS_BLOCK.iter().enumerate() {
+                let b = idy
+                    * (a[0] * bl[0]
+                        + a[1] * bl[1]
+                        + a[2] * bl[2]
+                        + a[3] * bl[3]
+                        + a[4] * bl[4]
+                        + a[5] * bl[5]
+                        + a[6] * bl[6]);
+                b.write_to_slice_unaligned(&mut fut[i * nx + j..]);
+            }
+
+            let mut a = a;
+            for i in Self::DISS_BLOCK.len()..ny - Self::DISS_BLOCK.len() {
+                // Push a onto circular buffer
+                a = [
+                    a[1],
+                    a[2],
+                    a[3],
+                    a[4],
+                    a[5],
+                    a[6],
+                    SimdT::from_slice_unaligned(&prev[nx * (i + 3) + j..]),
+                ];
+                let b = idy
+                    * (a[0] * Self::DISS_DIAG[0]
+                        + a[1] * Self::DISS_DIAG[1]
+                        + a[2] * Self::DISS_DIAG[2]
+                        + a[3] * Self::DISS_DIAG[3]
+                        + a[4] * Self::DISS_DIAG[4]
+                        + a[5] * Self::DISS_DIAG[5]
+                        + a[6] * Self::DISS_DIAG[6]);
+                b.write_to_slice_unaligned(&mut fut[nx * i + j..]);
+            }
+
+            let a = [
+                SimdT::from_slice_unaligned(&prev[(ny - 1) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 2) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 3) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 4) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 5) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 6) * nx + j..]),
+                SimdT::from_slice_unaligned(&prev[(ny - 7) * nx + j..]),
+            ];
+
+            for (i, bl) in Self::DISS_BLOCK.iter().enumerate() {
+                let b = idy
+                    * (a[0] * bl[0]
+                        + a[1] * bl[1]
+                        + a[2] * bl[2]
+                        + a[3] * bl[3]
+                        + a[4] * bl[4]
+                        + a[5] * bl[5]
+                        + a[6] * bl[6]);
+                b.write_to_slice_unaligned(&mut fut[(ny - 1 - i) * nx + j..]);
+            }
+        }
+    }
+
+    fn diss(prev: ArrayView1<f32>, mut fut: ArrayViewMut1<f32>) {
+        assert_eq!(prev.shape(), fut.shape());
+        let nx = prev.shape()[0];
+        assert!(nx >= 2 * Self::DISS_BLOCK.len());
+
+        if let (Some(p), Some(f)) = (prev.as_slice(), fut.as_slice_mut()) {
+            Self::diss_simd(p, f);
+            return;
+        }
+
+        let dx = 1.0 / (nx - 1) as f32;
+        let idx = 1.0 / dx;
+
+        let diag = arr1(&Self::DISS_DIAG);
+        let block = arr2(&Self::DISS_BLOCK);
+
+        let first_elems = prev.slice(s!(..7));
+        for (bl, f) in block.outer_iter().zip(&mut fut) {
+            let diff = first_elems.dot(&bl);
+            *f = diff * idx;
+        }
+
+        for (window, f) in prev
+            .windows(diag.len())
+            .into_iter()
+            .skip(1)
+            .zip(fut.iter_mut().skip(4))
+            .take(nx - 8)
+        {
+            let diff = diag.dot(&window);
+            *f = diff * idx;
+        }
+
+        let last_elems = prev.slice(s!(nx - 7..;-1));
+        for (bl, f) in block.outer_iter().zip(&mut fut.slice_mut(s![nx - 4..;-1])) {
+            let diff = bl.dot(&last_elems);
+            *f = diff * idx;
+        }
+    }
 }
 
 impl SbpOperator for Upwind4 {
@@ -353,3 +614,28 @@ fn upwind4_test() {
         approx::assert_abs_diff_eq!(&res.to_owned(), &target.to_owned(), epsilon = 1e-2);
     }
 }
+
+impl UpwindOperator for Upwind4 {
+    fn dissxi(prev: ArrayView2<f32>, mut fut: ArrayViewMut2<f32>) {
+        assert_eq!(prev.shape(), fut.shape());
+        assert!(prev.shape()[1] >= 2 * Self::DISS_BLOCK.len());
+        for (r0, r1) in prev.outer_iter().zip(fut.outer_iter_mut()) {
+            Self::diss(r0, r1)
+        }
+    }
+
+    fn disseta(prev: ArrayView2<f32>, mut fut: ArrayViewMut2<f32>) {
+        assert_eq!(prev.shape(), fut.shape());
+        assert!(prev.shape()[0] >= 2 * Self::DISS_BLOCK.len());
+        let nx = prev.shape()[1];
+        let ny = prev.shape()[0];
+        if nx >= SimdT::lanes() && nx % SimdT::lanes() == 0 {
+            if let (Some(p), Some(f)) = (prev.as_slice(), fut.as_slice_mut()) {
+                Self::disseta_simd(p, f, nx, ny);
+                return;
+            }
+        }
+        // diffeta = transpose then use diffxi
+        Self::dissxi(prev.reversed_axes(), fut.reversed_axes());
+    }
+}