
# The Schrödinger Equation & the Born Rule

> De Broglie said matter is a wave; the double slit agreed. But a wave needs a wave *equation*, and
> in 1926 Schrödinger wrote it down. This lesson builds the equation the honest way — motivated, not
> derived — then confronts the question the equation cannot answer: what *is* $\Psi$? Born's answer,
> that $|\Psi|^2$ is a probability density, is the interpretive heart of quantum mechanics. Like a
> cat in a closed box, $\Psi$ is never seen directly — only its statistical paw prints.

## Learning Objectives

After this lesson you will be able to:

1. Reconstruct the **motivation** for the time-dependent **Schrödinger equation** from the free-particle plane wave and the de Broglie relations, and explain why it is a *postulate*, not a theorem.
2. Run the alternative construction — **Helmholtz equation** $\nabla^2\psi = -k^2\psi$ plus $k = p/\hbar$ — to reach the **time-independent Schrödinger equation**, and say which route needs a complex $\psi$ and why.
3. Argue why the wavefunction must be **complex**, and why **linearity** implies the **superposition principle**.
4. State the **Born rule**, impose **normalization**, and identify the conditions an **admissible** wavefunction must satisfy.
5. Derive the **continuity equation** with the **probability current** $j$, and prove that normalization is conserved in time.
6. Compute **expectation values** from $|\Psi|^2$ and explain the **ensemble interpretation**, connecting $\Psi(x,t) = \langle x|\Psi(t)\rangle$ to the state ket of Term 1.
7. Show that square-integrable functions form the **Hilbert space** $L^2$: closure under superposition, a finite **inner product**, and completeness; and say why plane waves lie outside it.

---

## Intuition

By the end of Course P.3 the verdict is in: an electron sent through two slits builds an interference
pattern *one dot at a time* ([P.3.2](../c03-wave-particle-duality/02-matter-as-waves.md)). Something
wavelike, with $\lambda = h/p$, guides where each dot may land — yet each electron arrives as a single
localized dot.

So we need two things. First, a **wave equation** for the guiding wave $\Psi(x,t)$ — the quantum
analogue of Newton's second law, turning an initial condition $\Psi(x,0)$ into $\Psi(x,t)$ for all
later times. Second, a **rule connecting $\Psi$ to the dots**: the wave is spread out, the detection
is pointlike, so the connection must be *statistical*. Schrödinger supplied the equation, Born the
rule. Neither can be deduced from classical physics — they were inspired guesses, and a century of
experiments says the guesses were right.

---

## Theory

### Constructing the equation (motivated, not derived)

Be clear up front: the Schrödinger equation **cannot be derived** from anything more fundamental.
What follows is the plausibility argument that led to it — a postulate whose only justification is
that its predictions have never failed.

Start with the simplest matter wave, a free particle of definite momentum
([P.3.2](../c03-wave-particle-duality/02-matter-as-waves.md)):

$$\Psi(x,t) = e^{i(kx - \omega t)},$$

and impose the Planck–Einstein and de Broglie relations $E = \hbar\omega$, $p = \hbar k$, plus the
*nonrelativistic* dispersion $E = p^2/2m$. Differentiate the plane wave and watch the relations
become operator statements:

$$i\hbar\frac{\partial\Psi}{\partial t} = i\hbar(-i\omega)\Psi = \hbar\omega\,\Psi = E\,\Psi, \qquad
-\frac{\hbar^2}{2m}\frac{\partial^2\Psi}{\partial x^2} = -\frac{\hbar^2}{2m}(ik)^2\Psi = \frac{p^2}{2m}\,\Psi.$$

For the free particle $E = p^2/2m$ forces these to be equal. To include forces, note that classically
$E = p^2/2m + V(x)$; the natural generalization — the leap of faith — adds the potential as a
multiplicative term:

$$\boxed{\;i\hbar\frac{\partial\Psi}{\partial t} = -\frac{\hbar^2}{2m}\frac{\partial^2\Psi}{\partial x^2} + V(x)\,\Psi\;}$$

This is the **time-dependent Schrödinger equation**. Every step was suggestive: we assumed the
plane-wave form and the dispersion, then declared the result valid for *all* $\Psi$ and *all* $V$.
That declaration is the postulate; electron diffraction, atomic spectra (Course P.6), and tunneling
(Course P.5) are its validation.

### A second route: de Broglie → Helmholtz → Schrödinger

The construction above goes through time. There is a shorter road that never mentions $t$ at all, and
it is worth walking because it reaches the *time-independent* equation directly, using only classical
wave machinery and one substitution.

Restrict attention to waves of a **single** wavelength $\lambda$ — monochromatic waves. Any such wave
in one dimension satisfies the **Helmholtz equation**

$$
\frac{d^2\psi}{dz^2} = -k^2\psi, \qquad k = \frac{2\pi}{\lambda},
$$

whose solutions are exactly the wave shapes we already know work: $\sin kz$, $\cos kz$, $e^{ikz}$ (and
their negative-$k$ partners). It is nothing but "curvature proportional to minus the function" — the
defining property of a sinusoid of wavelength $\lambda$. In three dimensions the same statement uses
the Laplacian of [P.1.2](../c01-theoretical-mechanics/02-wave-propagation-diffraction.md):

$$
\nabla^2\psi \equiv \frac{\partial^2\psi}{\partial x^2} + \frac{\partial^2\psi}{\partial y^2} + \frac{\partial^2\psi}{\partial z^2} = -k^2\psi ,
$$

with solutions $\sin(\mathbf k\cdot\mathbf r)$, $\cos(\mathbf k\cdot\mathbf r)$,
$e^{i\mathbf k\cdot\mathbf r}$. So far this is classical optics: no quantum mechanics has entered, and
$k$ is just a number describing how tightly the wave ripples.

Now insert de Broglie. His hypothesis $\lambda = h/p$
([P.3.2](../c03-wave-particle-duality/02-matter-as-waves.md)) converts the *geometric* quantity $k$
into a *mechanical* one:

$$
k = \frac{2\pi}{\lambda} = \frac{2\pi p}{h} = \frac{p}{\hbar},
\qquad \text{where } \boxed{\ \hbar \equiv \frac{h}{2\pi}\ }
\qquad\Longrightarrow\qquad k^2 = \frac{p^2}{\hbar^2}.
$$

That single substitution is the entire quantum content. Feed it back into Helmholtz and multiply by
$-\hbar^2$:

$$
\nabla^2\psi = -\frac{p^2}{\hbar^2}\,\psi
\qquad\Longleftrightarrow\qquad
-\hbar^2\nabla^2\psi = p^2\psi .
$$

The right-hand side is begging to be an energy. Divide by twice the particle's mass:

$$
-\frac{\hbar^2}{2m}\nabla^2\psi = \frac{p^2}{2m}\,\psi ,
$$

and recognize $p^2/2m$ from classical mechanics as the **kinetic energy**. The last step is the same
leap of faith as before, in a cleaner disguise: classically the total energy splits as
$E = \text{kinetic} + \text{potential}$, so

$$
\frac{p^2}{2m} = E - V(\mathbf r)
\qquad\Longrightarrow\qquad
-\frac{\hbar^2}{2m}\nabla^2\psi = \big(E - V(\mathbf r)\big)\psi ,
$$

or, collecting the operator on the left,

$$
\boxed{\;\left(-\frac{\hbar^2}{2m}\nabla^2 + V(\mathbf r)\right)\psi = E\,\psi\;}
$$

— the **time-independent Schrödinger equation**, valid (we now postulate) for a particle of *any* mass
$m$ in *any* potential $V(\mathbf r)$. Its solutions and their dynamics are the whole subject of
[P.4.2](02-stationary-states-superposition.md), and Courses P.5–P.6 are nothing but this equation with
different $V$.

```mermaid
flowchart TD
    A["Free plane wave in space and time"] --> B["E = ℏω, p = ℏk<br/>plus dispersion E = p²/2m"]
    B --> C["Time-dependent SE<br/>iℏ ∂Ψ/∂t = ĤΨ"]
    D["Monochromatic wave, one λ"] --> E["Helmholtz: ∇²ψ = −k²ψ"]
    E --> F["de Broglie: k = p/ℏ<br/>so −ℏ²∇²ψ = p²ψ"]
    F --> G["÷2m, then p²/2m = E − V"]
    G --> H["Time-independent SE<br/>Ĥψ = Eψ"]
    C --> |"separate variables (P.4.2)"| H
    H --> |"× exp(−iEt/ℏ)"| C
```

Two honest observations about this second route. First, **it is still a postulate**: the substitution
$k = p/\hbar$ was justified only for a free particle of definite momentum, and writing $E - V(\mathbf r)$
with a position-dependent $V$ silently assumes a *local* wavelength that varies from place to place —
plausible, unproven, and correct. Second, notice what is *missing*: no $i$, no time derivative. The
Helmholtz route never forces $\psi$ to be complex, because $\sin$ and $\cos$ solve it perfectly well.
Complexity is forced only by the demand for **time evolution** that is first order in $t$ — the
argument of the next section. The two routes are complementary: one gives the dynamics and pays for it
with $i$; the other gives the spectrum for free.

### Why $\Psi$ must be complex

The $i$ is forced, not decorative. Suppose we wanted a *real* equation, first order in time (first
order, so $\Psi(x,0)$ alone fixes the future): $\partial_t\Psi = \alpha\,\partial_x^2\Psi$ with real
$\alpha$. Try a traveling wave $\Psi = \cos(kx - \omega t)$: the left side is
$\omega\sin(kx-\omega t)$, the right is $-\alpha k^2\cos(kx-\omega t)$, and sine and cosine of the
same argument are linearly independent — no choice of constants works. **A real first-order-in-time
equation cannot carry a traveling wave** (with real $\alpha$ it is the *diffusion* equation: spreading
and decay, never propagation). The classical wave equation of
[P.1.1](../c01-theoretical-mechanics/01-waves-and-the-wave-equation.md) escapes by being second order
in time — but then $E = \hbar\omega$ would require $E^2 \propto p^2$, the wrong (relativistic)
dispersion. The only way to be first order in time *and* propagate is to let $\Psi$ be complex, so
$e^{i(kx-\omega t)}$ — packaging $\cos$ and $\sin$ together — is a solution. Complex amplitudes are
structural, just as in [1.1.1 The State Postulate](../../term-1-quantum-mechanics/c01-postulates/01-state-postulate.md).

### Linearity and superposition

The equation is **linear**: if $\Psi_1, \Psi_2$ are solutions, so is $c_1\Psi_1 + c_2\Psi_2$ for any
complex $c_1, c_2$ (every term acts linearly; substitute and check). This is the **superposition
principle** — the same structure that made classical waves interfere in
[P.1.1](../c01-theoretical-mechanics/01-waves-and-the-wave-equation.md), and the same principle
elevated to Postulate 1 in [1.1.1](../../term-1-quantum-mechanics/c01-postulates/01-state-postulate.md).
Matter-wave interference, and every quantum algorithm, lives in this linearity.

### The Born rule

The equation evolves $\Psi$; it does not say what $\Psi$ *means*. Born's statistical interpretation
(1926) supplies the link to experiment:

> **Born rule.** $|\Psi(x,t)|^2\,dx$ is the probability of finding the particle in $[x, x+dx]$ if
> position is measured at time $t$: $\rho = |\Psi|^2$ is a **probability density**, and
> $P(a<x<b) = \int_a^b |\Psi(x,t)|^2\,dx$.

Total probability must be one, which imposes **normalization**:

$$\int_{-\infty}^{\infty} |\Psi(x,t)|^2\,dx = 1.$$

By linearity, $A\Psi$ solves the equation whenever $\Psi$ does; normalization fixes $|A|$ (the phase
of $A$ is the unobservable global phase of
[1.1.1](../../term-1-quantum-mechanics/c01-postulates/01-state-postulate.md)). This selects the
**admissible** wavefunctions:

- **Square-integrable**: $\int|\Psi|^2dx < \infty$; in particular $\Psi \to 0$ as $x \to \pm\infty$.
- **Continuous** everywhere, with $\partial\Psi/\partial x$ continuous wherever $V$ is finite
  (integrating the equation across a point shows a kink in $\Psi'$ needs an infinite $V$, as in the
  idealized wells of [P.5.2](../c05-bound-states/02-step-well-barrier.md)).
- Non-normalizable solutions like $e^{ikx}$ are not physical states — they are idealized basis
  functions, handled honestly in [P.4.3](03-matter-waves-uncertainty-momentum.md) and
  [P.5.1](../c05-bound-states/01-free-particle-constant-potentials.md).

### Conservation of probability: the continuity equation

Normalizing at $t=0$ would be useless if evolution destroyed it. It doesn't. Take the Schrödinger
equation and its complex conjugate (with $V$ real):

$$\frac{\partial\Psi}{\partial t} = \frac{i\hbar}{2m}\frac{\partial^2\Psi}{\partial x^2} - \frac{i}{\hbar}V\Psi, \qquad
\frac{\partial\Psi^*}{\partial t} = -\frac{i\hbar}{2m}\frac{\partial^2\Psi^*}{\partial x^2} + \frac{i}{\hbar}V\Psi^*.$$

Differentiate the density $\rho = \Psi^*\Psi$; the potential terms cancel identically:

$$\frac{\partial\rho}{\partial t} = \Psi^*\frac{\partial\Psi}{\partial t} + \frac{\partial\Psi^*}{\partial t}\Psi
= \frac{i\hbar}{2m}\left(\Psi^*\frac{\partial^2\Psi}{\partial x^2} - \frac{\partial^2\Psi^*}{\partial x^2}\Psi\right)
= \frac{\partial}{\partial x}\left[\frac{i\hbar}{2m}\left(\Psi^*\frac{\partial\Psi}{\partial x} - \frac{\partial\Psi^*}{\partial x}\Psi\right)\right],$$

where the last step is checked by expanding the derivative (the $\Psi'^*\Psi'$ cross terms cancel).
Hence the **continuity equation**

$$\frac{\partial\rho}{\partial t} + \frac{\partial j}{\partial x} = 0, \qquad
j \equiv \frac{i\hbar}{2m}\left(\Psi\frac{\partial\Psi^*}{\partial x} - \Psi^*\frac{\partial\Psi}{\partial x}\right)
= \frac{\hbar}{m}\,\mathrm{Im}\!\left(\Psi^*\frac{\partial\Psi}{\partial x}\right):$$

probability is *locally* conserved, flowing with current density $j$ like charge in electromagnetism.
Integrating over all space,

$$\frac{d}{dt}\int_{-\infty}^{\infty}|\Psi|^2\,dx = -\int_{-\infty}^{\infty}\frac{\partial j}{\partial x}\,dx = -\big[j\big]_{-\infty}^{\infty} = 0,$$

since $\Psi \to 0$ at $\pm\infty$ kills $j$ there. **Normalize once, stay normalized.** In Term 1
language: evolution is unitary — this is the wave-mechanics face of
[1.1.3 The Evolution Postulate](../../term-1-quantum-mechanics/c01-postulates/03-evolution-postulate.md).

### Expectation values and the ensemble interpretation

Since $|\Psi|^2$ is a probability density, averages follow ordinary probability theory
([0.2.2](../../term-0-foundations/c02-probability-information/02-random-variables-expectation.md)):

$$\langle x\rangle = \int_{-\infty}^{\infty} x\,|\Psi(x,t)|^2\,dx, \qquad
\langle f(x)\rangle = \int_{-\infty}^{\infty} f(x)\,|\Psi(x,t)|^2\,dx.$$

Read $\langle x\rangle$ carefully: it is **not** the average of repeated measurements on *one*
particle — the first measurement collapses the state, and re-measuring just repeats the same value.
It is the average over an **ensemble**: many systems, all *identically prepared* in $\Psi$, each
measured *once*. This is the operational reading formalized in
[1.1.2 Observables & the Measurement Postulate](../../term-1-quantum-mechanics/c01-postulates/02-observables-measurement-postulate.md).

### Wavefunctions form a Hilbert space

Square-integrability is more than a technical condition. It gives the admissible wavefunctions
exactly the structure Term 1 takes as its starting point. Let **$L^2(\mathbb R)$** be the set of
complex functions $f$ with $\int_{-\infty}^{\infty}|f|^2\,dx < \infty$.

**It is a vector space.** Multiplying by a constant keeps a function in $L^2$, and so does adding two
of them, because of the pointwise inequality $|f + g|^2 \le 2|f|^2 + 2|g|^2$ (expand
$|f - g|^2 \ge 0$ to get $2\,\mathrm{Re}(f^*g) \le |f|^2 + |g|^2$). Superpositions of admissible
wavefunctions are admissible: the linearity of the equation and the structure of the state space fit
together.

**It carries an inner product.**

$$
\langle f, g\rangle = \int_{-\infty}^{\infty} f^*(x)\,g(x)\,dx .
$$

This is finite for every $f, g \in L^2$. The product $f^*g$ need *not* itself be square-integrable,
but it is integrable, since $|f^*g| \le \tfrac12\big(|f|^2 + |g|^2\big)$; more sharply,
$|\langle f, g\rangle| \le \lVert f\rVert\,\lVert g\rVert$ with $\lVert f\rVert = \sqrt{\langle f, f\rangle}$,
the Cauchy–Schwarz inequality of
[0.1.2](../../term-0-foundations/c01-linear-algebra/02-inner-products-norms.md). It has the three
defining properties: **conjugate symmetry** $\langle f, g\rangle = \langle g, f\rangle^*$; linearity in
the second slot, $\langle f, \alpha g_1 + \beta g_2\rangle = \alpha\langle f, g_1\rangle + \beta\langle f, g_2\rangle$
(so it is antilinear in the first, $\langle\alpha f, g\rangle = \alpha^*\langle f, g\rangle$); and
positivity, $\langle f, f\rangle \ge 0$ with equality only for $f = 0$. (Strictly, "$f = 0$ except on a
set of zero total length": functions that differ only there are identified, since no measurement can
tell them apart.)

**It is complete.** Every Cauchy sequence of square-integrable functions converges in norm to a
square-integrable function (the Riesz–Fischer theorem). A complete inner-product space is a
**Hilbert space**, and $L^2$ is the prototype.

Everything in this lesson is now a statement in that space. Normalization is $\lVert\Psi\rVert = 1$,
conserved because evolution preserves the norm; the overlaps $\langle\psi_n, \Psi\rangle$ that
[P.4.2](02-stationary-states-superposition.md) uses to expand a state in energy eigenfunctions are
inner products; in Dirac notation ([0.1.3](../../term-0-foundations/c01-linear-algebra/03-dirac-notation.md))
$\langle f, g\rangle$ is written $\langle f|g\rangle$. The idealizations live *outside* the space:
neither the plane wave $e^{ikx}$ nor the position eigenfunction $\delta(x - x_0)$ is square-integrable.
They are indispensable as limits and as labels for continuous expansions, where sums become
integrals, but making them rigorous needs an enlarged ("rigged") Hilbert space, beyond this program.
For the finite-dimensional systems of Term 1 none of these subtleties arise: every $\mathbb C^n$ is a
Hilbert space as it stands.

### The bridge to Term 1: $\Psi(x,t) = \langle x|\Psi(t)\rangle$

Everything in this term connects to the main program through one identity. Term 1 describes the state
as an abstract ket $\lvert\Psi(t)\rangle$
([1.1.1](../../term-1-quantum-mechanics/c01-postulates/01-state-postulate.md)); the wavefunction is
its expansion in the continuum basis of position states:

$$\Psi(x,t) = \langle x|\Psi(t)\rangle.$$

The wavefunction is the **position representation** of the ket — the continuous analogue of listing a
qubit's components $\langle 0|\psi\rangle, \langle 1|\psi\rangle$. Normalization *is*
$\langle\Psi|\Psi\rangle = 1$; the position Born rule *is* the general Born rule in the position
basis. Schrödinger's **wave mechanics** and Heisenberg's **matrix mechanics** looked like rival
theories in 1926; they are the *same* theory in different bases — a change of basis in the sense of
[0.1.4](../../term-0-foundations/c01-linear-algebra/04-linear-operators-matrices.md). Momentum space
gives a third face of the same object ([P.4.3](03-matter-waves-uncertainty-momentum.md)).

> **Caution.** $\Psi$ itself is **not measurable** and is **not a physical wave in ordinary space**.
> No instrument reads off $\Psi(x,t)$; only Born-rule quantities — $|\Psi|^2$, probabilities,
> expectation values — touch experiment. And for $N$ particles,
> $\Psi(\mathbf r_1,\dots,\mathbf r_N,t)$ lives in $3N$-dimensional *configuration space*, not in the
> 3D space around you: it cannot be a ripple in any ordinary medium. Treating $\Psi$ as a classical
> field in real space is the most common misreading of wave mechanics.

---

## Worked Examples

### Example 1 — Normalizing a Gaussian and using the Born rule

Let $\Psi(x,0) = A\,e^{-x^2/4a^2}$, $a>0$. Normalize, then find $P(-a<x<a)$.

Using $\int_{-\infty}^{\infty} e^{-\lambda x^2}dx = \sqrt{\pi/\lambda}$:

$$1 = |A|^2\int_{-\infty}^{\infty} e^{-x^2/2a^2}dx = |A|^2\sqrt{2\pi}\,a \;\Rightarrow\; A = (2\pi a^2)^{-1/4}.$$

Then $|\Psi|^2 = \frac{1}{\sqrt{2\pi}\,a}e^{-x^2/2a^2}$ — a normal density with standard deviation
$a$ — so $P(-a<x<a) = \mathrm{erf}(1/\sqrt2) \approx 0.6827$, the familiar "one sigma" mass. By
symmetry $\langle x\rangle = 0$, and $\langle x^2\rangle = a^2$.

### Example 2 — Probability current of a plane wave and of a real wavefunction

**(a)** For $\Psi = A\,e^{i(kx-\omega t)}$ (idealized, non-normalizable):

$$j = \frac{\hbar}{m}\,\mathrm{Im}\big(\Psi^*\partial_x\Psi\big) = \frac{\hbar}{m}\,\mathrm{Im}\big(|A|^2 ik\big) = |A|^2\,\frac{\hbar k}{m} = \rho\,\frac{p}{m}:$$

density times the classical velocity $p/m$ — a steady rightward flow, consistent with
$\partial_t\rho = 0 = \partial_x j$.

**(b)** If $\Psi = \psi(x)e^{-iEt/\hbar}$ with $\psi$ *real*, then $\Psi^*\partial_x\Psi = \psi\psi'$
is real and $j = 0$ everywhere: real-up-to-a-phase wavefunctions carry no probability flow. Bound
states are of this type — nothing flows in a stationary state
([P.4.2](02-stationary-states-superposition.md)).

---

## Hands-on (Python)

```python
import numpy as np
import matplotlib.pyplot as plt

# --- Normalize a packet, apply the Born rule, then SAMPLE from it ------------
x = np.linspace(-20, 20, 4001); dx = x[1] - x[0]
psi = np.exp(-x**2 / 4) * np.exp(2j * x)      # unnormalized Gaussian packet, k0 = 2

psi /= np.sqrt(np.trapz(np.abs(psi)**2, x))   # normalize with np.trapz
print(np.trapz(np.abs(psi)**2, x))            # 1.0 (normalized)

a, b = -1.0, 1.0                              # Born rule: P(a < x < b)
m_ab = (x >= a) & (x <= b)
print(np.trapz(np.abs(psi[m_ab])**2, x[m_ab]))  # ≈ 0.6827 (1σ Gaussian mass)

# Born rule as a sampling recipe: draw synthetic position measurements
rho = np.abs(psi)**2
samples = np.random.default_rng(0).choice(x, size=20000, p=rho*dx/np.sum(rho*dx))
plt.hist(samples, bins=80, density=True, alpha=0.5, label="measured positions")
plt.plot(x, rho, "k", label=r"$|\Psi|^2$"); plt.xlim(-6, 6); plt.legend(); plt.show()
# Expected: histogram hugs the density — dots build the wave's statistics.
```

```python
from scipy.linalg import solve_banded

# --- Crank–Nicolson: Gaussian in a harmonic trap; the norm stays 1 -----------
# Numerical values hbar = m = 1 (physics keeps ħ explicit; arrays don't care).
hbar, m, w = 1.0, 1.0, 1.0
xg = np.linspace(-10, 10, 1200); dxg = xg[1]-xg[0]; dt = 0.002
V = 0.5 * m * w**2 * xg**2
psi_t = ((1/np.pi)**0.25 * np.exp(-(xg-2.0)**2/2)).astype(complex)  # displaced Gaussian

# Tridiagonal H = -(ħ²/2m)d²/dx² + V; CN step: (1 + i dt H/2ħ) ψ' = (1 - i dt H/2ħ) ψ
main = hbar**2/(m*dxg**2) + V
off  = -hbar**2/(2*m*dxg**2) * np.ones(len(xg)-1)
ab = np.zeros((3, len(xg)), dtype=complex)    # banded form of (1 + i dt H/2ħ)
ab[0,1:], ab[1,:], ab[2,:-1] = (1j*dt/(2*hbar)*off, 1 + 1j*dt/(2*hbar)*main,
                                1j*dt/(2*hbar)*off)
norm0 = np.trapz(np.abs(psi_t)**2, xg)
for _ in range(2000):                         # evolve to t = 4
    Hpsi = (main*psi_t + np.concatenate(([0], off*psi_t[:-1]))
                       + np.concatenate((off*psi_t[1:], [0])))
    psi_t = solve_banded((1, 1), ab, psi_t - 1j*dt/(2*hbar)*Hpsi)
print(norm0, np.trapz(np.abs(psi_t)**2, xg))
# Expected: 1.0 1.0000000000000... — Crank–Nicolson is unitary, so the norm is
# conserved to machine precision, the discrete shadow of d/dt ∫|Ψ|²dx = 0.
```

---

## Exercises

**E1 (easy).** Normalize $\Psi(x,0) = A e^{-|x|/a}$ ($a>0$) and compute $P(x>a)$.

<details><summary>Solution</summary>

$1 = |A|^2\int_{-\infty}^{\infty}e^{-2|x|/a}dx = |A|^2\cdot 2\cdot\tfrac a2 = |A|^2a$, so
$A = 1/\sqrt a$. Then $P(x>a) = \tfrac1a\int_a^\infty e^{-2x/a}dx = \tfrac12 e^{-2} \approx 0.0677$.
</details>

**E2 (easy).** Show directly that if $\Psi_1, \Psi_2$ solve the time-dependent Schrödinger equation,
so does $c_1\Psi_1 + c_2\Psi_2$. Which property of the equation is responsible?

<details><summary>Solution</summary>

With $\hat H = -\frac{\hbar^2}{2m}\partial_x^2 + V$:
$i\hbar\partial_t(c_1\Psi_1 + c_2\Psi_2) = c_1 i\hbar\partial_t\Psi_1 + c_2 i\hbar\partial_t\Psi_2 = c_1\hat H\Psi_1 + c_2\hat H\Psi_2 = \hat H(c_1\Psi_1 + c_2\Psi_2)$,
because differentiation and
multiplication by $V(x)$ are linear. The property is **linearity** — the superposition principle.
</details>

**E3 (medium).** Redo the conservation calculation for a *complex* potential $V = V_0 - i\Gamma$
($V_0, \Gamma$ real, $\Gamma>0$) and show $\frac{d}{dt}\int|\Psi|^2dx = -\frac{2\Gamma}{\hbar}\int|\Psi|^2dx$,
so the norm decays as $e^{-2\Gamma t/\hbar}$. What could this model?

<details><summary>Solution</summary>

The potential terms in $\partial_t\rho$ no longer cancel:
$-\tfrac{i}{\hbar}(V - V^*)|\Psi|^2 = -\tfrac{2\Gamma}{\hbar}|\Psi|^2$. The current term still
integrates to zero, so $\frac{d}{dt}\int|\Psi|^2dx = -\frac{2\Gamma}{\hbar}\int|\Psi|^2dx$, giving
exponential decay with lifetime $\tau = \hbar/2\Gamma$. It models **absorption or decay** (an
unstable particle, a beam eaten by a detector). Real potentials — Hermitian Hamiltonians — are
exactly what probability conservation requires.
</details>

**E4 (medium).** For $\Psi = \big(Ae^{ikx} + Be^{-ikx}\big)e^{-i\hbar k^2t/2m}$, compute $j$ and
interpret each term.

<details><summary>Solution</summary>

With $\psi = Ae^{ikx} + Be^{-ikx}$:
$\psi^*\partial_x\psi = ik\big(|A|^2 - |B|^2\big) + ik\big(A^*Be^{-2ikx} - AB^*e^{2ikx}\big)$. The
second bracket is $2i\,\mathrm{Im}(A^*Be^{-2ikx})$, purely imaginary, so times $ik$ it is real and
drops from $\mathrm{Im}$. Hence $j = \frac{\hbar k}{m}(|A|^2 - |B|^2)$: rightward flow minus leftward
flow, with no interference in the *net* current — the calculation behind reflection and transmission
coefficients in [P.5.2](../c05-bound-states/02-step-well-barrier.md).
</details>

**E5 (hard).** Prove $\frac{d\langle x\rangle}{dt} = \int_{-\infty}^{\infty} j\,dx$ (use the
continuity equation and integrate by parts). Evaluate it for the plane wave of Example 2(a) on a
large box of length $L$ with $|A|^2 = 1/L$, and interpret.

<details><summary>Solution</summary>

$\frac{d\langle x\rangle}{dt} = \int x\,\partial_t\rho\,dx = -\int x\,\partial_xj\,dx = -[xj]_{-\infty}^{\infty} + \int j\,dx = \int j\,dx$,
the boundary term vanishing because
square-integrability makes $j \to 0$ faster than $1/x$. For the boxed plane wave,
$\int_0^L j\,dx = \frac1L\cdot\frac{\hbar k}{m}\cdot L = \frac{\hbar k}{m} = \frac pm$: the mean
position moves at the classical velocity — foreshadowing the group velocity and Ehrenfest's theorem
of [P.4.3](03-matter-waves-uncertainty-momentum.md).
</details>

---

## Checkpoint

1. In what precise sense is the Schrödinger equation "not derived"? What inputs motivated its form?
2. Starting from the Helmholtz equation $\nabla^2\psi = -k^2\psi$, use de Broglie to reach the
   time-independent Schrödinger equation. Where exactly does the postulate enter, and why does this
   route never force $\psi$ to be complex?
3. Why can't the wavefunction be a real function obeying a first-order-in-time equation?
4. State the Born rule and the admissibility conditions on $\Psi$.
5. Write the continuity equation and the probability current, and explain why normalizing once
   suffices forever.
6. What does $\langle x\rangle$ mean operationally — and what does it *not* mean?
7. Why is the inner product of two square-integrable functions always finite, and what makes $L^2$ a Hilbert space? Is $e^{ikx}$ in it?

<details><summary>Answers</summary>

1. It is a postulate, not deducible from classical physics. Its form was motivated by requiring the
   plane wave $e^{i(kx-\omega t)}$ with $E = \hbar\omega$, $p = \hbar k$ to satisfy $E = p^2/2m$,
   then generalizing $E \to p^2/2m + V$ and promoting the result to all $\Psi$, all $V$. Experiment
   is its only justification.
2. $k = 2\pi/\lambda$ with $\lambda = h/p$ gives $k = p/\hbar$, so $\nabla^2\psi = -(p^2/\hbar^2)\psi$,
   i.e. $-\hbar^2\nabla^2\psi = p^2\psi$; dividing by $2m$ makes the right side the kinetic energy,
   and substituting $p^2/2m = E - V(\mathbf r)$ gives
   $\big({-}\tfrac{\hbar^2}{2m}\nabla^2 + V\big)\psi = E\psi$. The postulate enters at that last
   substitution: $k = p/\hbar$ was justified only for a free particle of definite momentum, yet we
   apply it where $V$ — and hence the local wavelength — varies with position, then declare the
   result valid for every $V$ and every $\psi$. Nothing here needs complex numbers because
   $\sin$ and $\cos$ solve Helmholtz perfectly well; only the demand for first-order-in-time
   *evolution* forces $\Psi \in \mathbb{C}$ (next question).
3. A single real function first order in time gives the diffusion equation, which spreads but cannot
   propagate; traveling waves need $\cos$ and $\sin$ exchanging roles, i.e. a complex exponential.
   Hence $\Psi \in \mathbb{C}$ is forced.
4. $|\Psi(x,t)|^2dx$ = probability of finding the particle in $[x,x+dx]$. Admissible: square-
   integrable ($\Psi \to 0$ at $\pm\infty$), continuous, $\Psi'$ continuous wherever $V$ is finite.
5. $\partial_t\rho + \partial_xj = 0$ with $j = \frac{\hbar}{m}\mathrm{Im}(\Psi^*\partial_x\Psi)$.
   Integrating over all space turns the current term into a vanishing boundary term, so
   $\frac{d}{dt}\int|\Psi|^2dx = 0$: the norm is a constant of the motion.
6. The mean of single position measurements over an *ensemble* of identically prepared systems — not
   the average of repeated measurements on one system, which the first measurement's collapse would
   spoil.
7. Pointwise, $|f^*g| \le \tfrac12(|f|^2 + |g|^2)$, so $f^*g$ is integrable (Cauchy–Schwarz gives
   the sharper bound $\lVert f\rVert\lVert g\rVert$). $L^2$ is a vector space with this inner
   product and is complete (Riesz–Fischer), which is the definition of a Hilbert space. $e^{ikx}$ is
   not in it: $\int|e^{ikx}|^2dx = \int dx$ diverges.

</details>

---

## Further Reading

- **[Gri]** Griffiths & Schroeter, §1.1–1.4 — the equation, the statistical interpretation, normalization.
- **[Gri]** Griffiths & Schroeter, §1.5 — expectation values and conservation of probability.
- **[ER]** Eisberg & Resnick, Ch. 5 — the plausibility construction of the Schrödinger equation, in loving detail.
- **[Sha]** Shankar, §4.1–4.2 — the postulates of wave mechanics, bridging to the abstract formalism.
- **[NC]** Nielsen & Chuang, §2.2.3 — the Born rule in its general, basis-independent form.

---

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