Measurement in quantum mechanics

In quantum mechanics, each physical system is associated with a Hilbert space. The approach codified by John von Neumann represents a measurement upon a physical system by a self-adjoint operator on that Hilbert space termed an “observable”.[1]^:17 These observables play the role of measurable quantities familiar from classical physics: position, momentum, energy, angular momentum and so on. The dimension of the Hilbert space may be infinite, as it is for the space of square-integrable functions on a line, which is used to define the quantum physics of a continuous degree of freedom. Alternatively, the Hilbert space may be finite-dimensional, as occurs for spin degrees of freedom. Many treatments of the theory focus on the finite-dimensional case, as the mathematics involved is somewhat less demanding. Indeed, introductory physics texts on quantum mechanics often gloss over mathematical technicalities that arise for continuous-valued observables and infinite-dimensional Hilbert spaces, such as the distinction between bounded and unbounded operators; questions of convergence (whether the limit of a sequence of Hilbert-space elements also belongs to the Hilbert space), exotic possibilities for sets of eigenvalues, like Cantor sets; and so forth.[2]^:79[3] These issues can be satisfactorily resolved using spectral theory;[2]^:101 the present article will avoid them whenever possible.

The eigenvectors of a von Neumann observable form an orthonormal basis for the Hilbert space, and each possible outcome of that measurement corresponds to one of the vectors comprising the basis. A density operator is a positive-semidefinite operator on the Hilbert space whose trace is equal to 1.[1][2] For each measurement that can be defined, the probability distribution over the outcomes of that measurement can be computed from the density operator. The procedure for doing so is the Born rule, which states that

${\displaystyle P(x_{i})=\operatorname {tr} (\Pi _{i}\rho ),}$

where ${\displaystyle \rho }$ is the density operator, and ${\displaystyle \Pi _{i}}$ is the projection operator onto the basis vector corresponding to the measurement outcome ${\displaystyle x_{i}}$. The average of the eigenvalues of a von Neumann observable, weighted by the Born-rule probabilities, is the expectation value of that observable. For an observable ${\displaystyle A}$, the expectation value given a quantum state ${\displaystyle \rho }$ is

${\displaystyle \langle A\rangle =\operatorname {tr} (A\rho ).}$

A density operator that is a rank-1 projection is known as a pure quantum state, and all quantum states that are not pure are designated mixed. Pure states are also known as wavefunctions. Assigning a pure state to a quantum system implies certainty about the outcome of some measurement on that system (i.e., ${\displaystyle P(x)=1}$ for some outcome ${\displaystyle x}$). Any mixed state can be written as a convex combination of pure states, though not in a unique way.[4] The state space of a quantum system is the set of all states, pure and mixed, that can be assigned to it.

The Born rule associates a probability with each unit vector in the Hilbert space, in such a way that these probabilities sum to 1 for any set of unit vectors comprising an orthonormal basis. Moreover, the probability associated with a unit vector is a function of the density operator and the unit vector, and not of additional information like a choice of basis for that vector to be embedded in. Gleason's theorem establishes the converse: all assignments of probabilities to unit vectors (or, equivalently, to the operators that project onto them) that satisfy these conditions take the form of applying the Born rule to some density operator.[5][6][7]

In functional analysis and quantum measurement theory, a positive-operator-valued measure (POVM) is a measure whose values are positive semi-definite operators on a Hilbert space. POVMs are a generalisation of PVMs and, correspondingly, quantum measurements described by POVMs are a generalisation of quantum measurement described by PVMs. In rough analogy, a POVM is to a PVM what a mixed state is to a pure state. Mixed states are needed to specify the state of a subsystem of a larger system (see purification of quantum state); analogously, POVMs are necessary to describe the effect on a subsystem of a projective measurement performed on a larger system. POVMs are the most general kind of measurement in quantum mechanics, and can also be used in quantum field theory.[8] They are extensively used in the field of quantum information.

In the simplest case, of a POVM with a finite number of elements acting on a finite-dimensional Hilbert space, a POVM is a set of positive semi-definite matrices ${\displaystyle \{F_{i}\}}$ on a Hilbert space ${\displaystyle {\mathcal {H}}}$ that sum to the identity matrix,[9]^:90

${\displaystyle \sum _{i=1}^{n}F_{i}=\operatorname {I} .}$

In quantum mechanics, the POVM element ${\displaystyle F_{i}}$ is associated with the measurement outcome ${\displaystyle i}$, such that the probability of obtaining it when making a measurement on the quantum state ${\displaystyle \rho }$ is given by

${\displaystyle {\text{Prob}}(i)=\operatorname {tr} (\rho F_{i})}$,

where ${\displaystyle \operatorname {tr} }$ is the trace operator. When the quantum state being measured is a pure state ${\displaystyle |\psi \rangle }$ this formula reduces to

${\displaystyle {\text{Prob}}(i)=\operatorname {tr} (|\psi \rangle \langle \psi |F_{i})=\langle \psi |F_{i}|\psi \rangle }$.

A measurement upon a quantum system will generally bring about a change of the quantum state of that system. Writing a POVM does not provide the complete information necessary to describe this state-change process.[10]^:134 To remedy this, further information is specified by decomposing each POVM element into a product:

${\displaystyle E_{i}=A_{i}^{\dagger }A_{i}.}$

The Kraus operators ${\displaystyle A_{i}}$, named for Karl Kraus, provide a specification of the state-change process.[lower-alpha 1] They are not necessarily self-adjoint, but the products ${\displaystyle A_{i}^{\dagger }A_{i}}$ are. If upon performing the measurement the outcome ${\displaystyle E_{i}}$ is obtained, then the initial state ${\displaystyle \rho }$ is updated to

${\displaystyle \rho \to \rho '={\frac {A_{i}\rho A_{i}^{\dagger }}{\mathrm {Prob} (i)}}={\frac {A_{i}\rho A_{i}^{\dagger }}{\operatorname {tr} (\rho E_{i})}}.}$

An important special case is the Lüders rule, named for Gerhart Lüders.[16][17] If the POVM is itself a PVM, then the Kraus operators can be taken to be the projectors onto the eigenspaces of the von Neumann observable:

${\displaystyle \rho \to \rho '={\frac {\Pi _{i}\rho \Pi _{i}}{\operatorname {tr} (\rho \Pi _{i})}}.}$

If the initial state ${\displaystyle \rho }$ is pure, and the projectors ${\displaystyle \Pi _{i}}$ have rank 1, they can be written as projectors onto the vectors ${\displaystyle |\psi \rangle }$ and ${\displaystyle |i\rangle }$, respectively. The formula simplifies thus to

${\displaystyle \rho =|\psi \rangle \langle \psi |\to \rho '={\frac {|i\rangle \langle i|\psi \rangle \langle \psi |i\rangle \langle i|}{|\langle i|\psi \rangle |^{2}}}=|i\rangle \langle i|.}$

This has historically been known as the “reduction of the wave packet” or the “collapse of the wavefunction”. The pure state ${\displaystyle |i\rangle }$ implies a probability-one prediction for any von Neumann observable that has ${\displaystyle |i\rangle }$ as an eigenvector. Introductory texts on quantum theory often express this by saying that if a quantum measurement is repeated in quick succession, the same outcome will occur both times. This is an oversimplification, since the physical implementation of a quantum measurement may involve a process like the absorption of a photon; after the measurement, the photon does not exist to be measured again.[9]^:91

We can define a linear, trace-preserving, completely positive map, by summing over all the possible post-measurement states of a POVM without the normalisation:

${\displaystyle \rho \to \sum _{i}A_{i}\rho A_{i}^{\dagger }.}$

It is an example of a quantum channel,[10]^:150 and can be interpreted as expressing how a quantum state changes if a measurement is performed but the result of that measurement is lost.[10]^:159

Bloch sphere representation of states (in blue) and optimal POVM (in red) for unambiguous quantum state discrimination[18] on the states ${\displaystyle |\psi \rangle =|0\rangle }$ and ${\displaystyle |\varphi \rangle =(|0\rangle +|1\rangle )/{\sqrt {2}}}$. Note that on the Bloch sphere orthogonal states are antiparallel.

The prototypical example of a finite-dimensional Hilbert space is a qubit, a quantum system whose Hilbert space is 2-dimensional. A pure state for a qubit can be written as a linear combination of two orthogonal basis states ${\displaystyle |0\rangle }$ and ${\displaystyle |1\rangle }$ with complex coefficients:

${\displaystyle |\psi \rangle =\alpha |0\rangle +\beta |1\rangle }$

A measurement in the ${\displaystyle (|0\rangle ,|1\rangle )}$ basis will yield outcome ${\displaystyle |0\rangle }$ with probability ${\displaystyle |\alpha |^{2}}$ and outcome ${\displaystyle |1\rangle }$ with probability ${\displaystyle |\beta |^{2}}$, so by normalization,

${\displaystyle |\alpha |^{2}+|\beta |^{2}=1.}$

An arbitrary state for a qubit can be written as a linear combination of the Pauli matrices, which provide a basis for ${\displaystyle 2\times 2}$ self-adjoint matrices:[10]^:126

${\displaystyle \rho ={\tfrac {1}{2}}\left(I+r_{x}\sigma _{x}+r_{y}\sigma _{y}+r_{z}\sigma _{z}\right),}$

where the real numbers ${\displaystyle (r_{x},r_{y},r_{z})}$ are the coordinates of a point within the unit ball and

${\displaystyle \sigma _{x}={\begin{pmatrix}0&1\\1&0\end{pmatrix}},\quad \sigma _{y}={\begin{pmatrix}0&-i\\i&0\end{pmatrix}},\quad \sigma _{z}={\begin{pmatrix}1&0\\0&-1\end{pmatrix}}.}$

POVM elements can be represented likewise, though the trace of a POVM element is not fixed to equal 1. The Pauli matrices are traceless and orthogonal to one another with respect to the Hilbert–Schmidt inner product, and so the coordinates ${\displaystyle (r_{x},r_{y},r_{z})}$ of the state ${\displaystyle \rho }$ are the expectation values of the three von Neumann measurements defined by the Pauli matrices.[10]^:126 If such a measurement is applied to a qubit, then by the Lüders rule, the state will update to the eigenvector of that Pauli matrix corresponding to the measurement outcome. The eigenvectors of ${\displaystyle \sigma _{z}}$ are the basis states ${\displaystyle |0\rangle }$ and ${\displaystyle |1\rangle }$, and a measurement of ${\displaystyle \sigma _{z}}$ is often called a measurement in the "computational basis."[10]^:76 After a measurement in the computational basis, the outcome of a ${\displaystyle \sigma _{x}}$ or ${\displaystyle \sigma _{y}}$ measurement is maximally uncertain.

A pair of qubits together form a system whose Hilbert space is 4-dimensional. One significant von Neumann measurement on this system is that defined by the Bell basis,[19]^:36 a set of four maximally entangled states:

${\displaystyle {\begin{aligned}|\Phi ^{+}\rangle &={\frac {1}{\sqrt {2}}}(|0\rangle _{A}\otimes |0\rangle _{B}+|1\rangle _{A}\otimes |1\rangle _{B})\\|\Phi ^{-}\rangle &={\frac {1}{\sqrt {2}}}(|0\rangle _{A}\otimes |0\rangle _{B}-|1\rangle _{A}\otimes |1\rangle _{B})\\|\Psi ^{+}\rangle &={\frac {1}{\sqrt {2}}}(|0\rangle _{A}\otimes |1\rangle _{B}+|1\rangle _{A}\otimes |0\rangle _{B})\\|\Psi ^{-}\rangle &={\frac {1}{\sqrt {2}}}(|0\rangle _{A}\otimes |1\rangle _{B}-|1\rangle _{A}\otimes |0\rangle _{B})\end{aligned}}}$

Probability density ${\displaystyle P_{n}(x)}$ for the outcome of a position measurement given the energy eigenstate ${\displaystyle |n\rangle }$ of a 1D harmonic oscillator.

A common and useful example of quantum mechanics applied to a continuous degree of freedom is the quantum harmonic oscillator.[20]^:24 This system is defined by the Hamiltonian

${\displaystyle {H}={\frac {{p}^{2}}{2m}}+{\frac {1}{2}}m\omega ^{2}{x}^{2},}$

where ${\displaystyle {H}}$, the momentum operator ${\displaystyle {p}}$ and the position operator ${\displaystyle {x}}$ are self-adjoint operators on the Hilbert space of square-integrable functions on the real line. The energy eigenstates solve the time-independent Schrödinger equation:

${\displaystyle {H}|n\rangle =E_{n}|n\rangle .}$

These eigenvalues can be shown to be given by

${\displaystyle E_{n}=\hbar \omega \left(n+{\tfrac {1}{2}}\right),}$

and these values give the possible numerical outcomes of an energy measurement upon the oscillator. The set of possible outcomes of a position measurement on a harmonic oscillator is continuous, and so predictions are stated in terms of a probability density function ${\displaystyle P(x)}$ that gives the probability of the measurement outcome lying in the infinitesimal interval from ${\displaystyle x}$ to ${\displaystyle x+dx}$.

The old quantum theory is a collection of results from the years 1900–1925[21] which predate modern quantum mechanics. The theory was never complete or self-consistent, but was rather a set of heuristic corrections to classical mechanics.[22] The theory is now understood as a semi-classical approximation[23] to modern quantum mechanics.[24] Notable results from this period include Planck's calculation of the blackbody radiation spectrum, Einstein's explanation of the photoelectric effect, Einstein and Debye's work on the specific heat of solids, Bohr and van Leeuwen's proof that classical physics cannot account for diamagnetism, Bohr's model of the hydrogen atom and Arnold Sommerfeld's extension of the Bohr model to include relativistic effects.

Stern–Gerlach experiment: Silver atoms travelling through an inhomogeneous magnetic field, and being deflected up or down depending on their spin; (1) furnace, (2) beam of silver atoms, (3) inhomogeneous magnetic field, (4) classically expected result, (5) observed result

The Stern–Gerlach experiment, proposed in 1921 and implemented in 1922,[25][26][27] became a prototypical example of a quantum measurement having a discrete set of possible outcomes. In the original experiment, silver atoms were sent through a spatially varying magnetic field, which deflected them before they struck a detector screen, such as a glass slide. Particles with non-zero magnetic moment are deflected, due to the magnetic field gradient, from a straight path. The screen reveals discrete points of accumulation, rather than a continuous distribution,[25] owing to their quantized spin.[28][29]

A 1925 paper by Heisenberg, known in English as “Quantum theoretical re-interpretation of kinematic and mechanical relations”, marked a pivotal moment in the maturation of quantum physics.[30] Heisenberg sought to develop a theory of atomic phenomena that relied only on “observable” quantities. At the time, and in contrast with the later standard presentation of quantum mechanics, Heisenberg did not regard the position of an electron bound within an atom as “observable”. Instead, his principal quantities of interest were the frequencies of light emitted or absorbed by atoms.[30]

The uncertainty principle dates to this period. It is frequently attributed to Heisenberg, who introduced the concept in analyzing a thought experiment where one attempts to measure an electron's position and momentum simultaneously. However, Heisenberg did not give precise mathematical definitions of what the “uncertainty” in these measurements meant. The precise mathematical statement of the position-momentum uncertainty principle is due to Kennard, Pauli, and Weyl, and its generalization to arbitrary pairs of noncommuting observables is due to Robertson and Schrödinger.[31][32]

Writing ${\displaystyle {x}}$ and ${\displaystyle {p}}$ for the self-adjoint operators representing position and momentum respectively, a standard deviation of position can be defined as

${\displaystyle \sigma _{x}={\sqrt {\langle {x}^{2}\rangle -\langle {x}\rangle ^{2}}},}$

and likewise for the momentum:

${\displaystyle \sigma _{p}={\sqrt {\langle {p}^{2}\rangle -\langle {p}\rangle ^{2}}}.}$

The Kennard–Pauli–Weyl uncertainty relation is

${\displaystyle \sigma _{x}\sigma _{p}\geq {\frac {\hbar }{2}}.}$

This inequality means that no preparation of a quantum particle can imply simultaneously precise predictions for a measurement of position and for a measurement of momentum.[33] The Robertson inequality generalizes this to the case of an arbitrary pair of self-adjoint operators ${\displaystyle A}$ and ${\displaystyle B}$. The commutator of these two operators is

${\displaystyle [A,B]=AB-BA,}$

and this provides the lower bound on the product of standard deviations:

${\displaystyle \sigma _{A}\sigma _{B}\geq \left|{\frac {1}{2i}}\langle [A,B]\rangle \right|={\frac {1}{2}}\left|\langle [A,B]\rangle \right|.}$

Substituting in the canonical commutation relation ${\displaystyle [{x},{p}]=i\hbar }$, an expression first postulated by Max Born in 1925,[34] recovers the Kennard–Pauli–Weyl statement of the uncertainty principle.

The existence of the uncertainty principle naturally raises the question of whether quantum mechanics can be understood as an approximation to a more exact theory. Do there exist “hidden variables”, more fundamental than the quantities addressed in quantum theory itself, knowledge of which would allow more exact predictions than quantum theory can provide? A collection of results, most significantly Bell's theorem, have demonstrated that broad classes of such hidden-variable theories are in fact incompatible with quantum physics.

Bell published the theorem now known by his name in 1964, investigating more deeply a thought experiment originally proposed in 1935 by Einstein, Podolsky and Rosen.[35][36] According to Bell's theorem, if nature actually operates in accord with any theory of local hidden variables, then the results of a Bell test will be constrained in a particular, quantifiable way. If a Bell test is performed in a laboratory and the results are not thus constrained, then they are inconsistent with the hypothesis that local hidden variables exist. Such results would support the position that there is no way to explain the phenomena of quantum mechanics in terms of a more fundamental description of nature that is more in line with the rules of classical physics. Many types of Bell test have been performed in physics laboratories, often with the goal of ameliorating problems of experimental design or set-up that could in principle affect the validity of the findings of earlier Bell tests. This is known as “closing loopholes in Bell test experiments”. To date, Bell tests have found that the hypothesis of local hidden variables is inconsistent with the way that physical systems behave.[37][38]

The Robertson–Schrödinger uncertainty principle establishes that when two observables do not commute, there is a tradeoff in predictability between them. The Wigner–Araki–Yanase theorem demonstrates another consequence of non-commutativity: the presence of a conservation law limits the accuracy with which observables that fail to commute with the conserved quantity can be measured.[39][40][41][42] Further investigation in this line led to the formulation of the Wigner–Yanase skew information.[43]

Historically, experiments in quantum physics have often been described in semiclassical terms. For example, the spin of an atom in a Stern–Gerlach experiment might be treated as a quantum degree of freedom, while the atom is regarded as moving through a magnetic field described by the classical theory of Maxwell's equations.[2]^:24 But the devices used to build the experimental apparatus are themselves physical systems, and so quantum mechanics should be applicable to them as well. Beginning in the 1950s, Rosenfeld, von Weizsäcker and others tried to develop consistency conditions that expressed when a quantum-mechanical system could be treated as a measuring apparatus.[44] One proposal for a criterion regarding when a system used as part of a measuring device can be modeled semiclassically relies on the Wigner function, a quasiprobability distribution that can be treated as a probability distribution on phase space in those cases where it is everywhere non-negative.[2]^:375

A quantum state for an imperfectly isolated system will generally evolve to be entangled with the quantum state for the environment. Consequently, even if the system's initial state is pure, the state at a later time, found by taking the partial trace of the joint system-environment state, will be mixed. This phenomenon of entanglement produced by system-environment interactions tends to obscure the more exotic features of quantum mechanics that the system could in principle manifest. Quantum decoherence, as this effect is known, was first studied in detail during the 1970s.[45] (Earlier investigations into how classical physics might be obtained as a limit of quantum mechanics had explored the subject of imperfectly isolated systems, but the role of entanglement was not fully appreciated.[44]) A significant portion of the effort involved in quantum computing is to avoid the deleterious effects of decoherence.[46][19]^:239

To illustrate, let ${\displaystyle \rho _{S}}$ denote the initial state of the system, ${\displaystyle \rho _{E}}$ the initial state of the environment and ${\displaystyle H}$ the Hamiltonian specifying the system-environment interaction. The density operator ${\displaystyle \rho _{E}}$ can be diagonalized and written as a linear combination of the projectors onto its eigenvectors:

${\displaystyle \rho _{E}=\sum _{i}p_{i}|\psi _{i}\rangle \langle \psi _{i}|.}$

Expressing time evolution for a duration ${\displaystyle t}$ by the unitary operator ${\displaystyle U=e^{-iHt/\hbar }}$, the state for the system after this evolution is

${\displaystyle \rho _{S}'={\rm {tr}}_{E}U\left[\rho _{S}\otimes \left(\sum _{i}p_{i}|\psi _{i}\rangle \langle \psi _{i}|\right)\right]U^{\dagger },}$

which evaluates to

${\displaystyle \rho _{S}'=\sum _{ij}{\sqrt {p_{i}}}\langle \psi _{j}|U|\psi _{i}\rangle \rho _{S}{\sqrt {p_{i}}}\langle \psi _{i}|U^{\dagger }|\psi _{j}\rangle .}$

The quantities surrounding ${\displaystyle \rho _{S}}$ can be identified as Kraus operators, and so this defines a quantum channel.[45]

Specifying a form of interaction between system and environment can establish a set of "pointer states," states for the system that are (approximately) stable, apart from overall phase factors, with respect to environmental fluctuations. A set of pointer states defines a preferred orthonormal basis for the system's Hilbert space.[2]^:423

The von Neumann entropy is a measure of the statistical uncertainty represented by a quantum state. For a density operator ${\displaystyle \rho }$, the von Neumann entropy is

${\displaystyle S(\rho )=-{\rm {tr}}(\rho \log \rho );}$

writing ${\displaystyle \rho }$ in terms of its basis of eigenvectors,

${\displaystyle \rho =\sum _{i}\lambda _{i}|i\rangle \langle i|,}$

the von Neumann entropy is

${\displaystyle S(\rho )=-\sum \lambda _{i}\log \lambda _{i}.}$

This is the Shannon entropy of the set of eigenvalues interpreted as a probability distribution, and so the von Neumann entropy is the Shannon entropy of the random variable defined by measuring in the eigenbasis of ${\displaystyle \rho }$. Consequently, the von Neumann entropy vanishes when ${\displaystyle \rho }$ is pure.[10]^:320 The von Neumann entropy of ${\displaystyle \rho }$ can equivalently be characterized as the minimum Shannon entropy for a measurement given the quantum state ${\displaystyle \rho }$, with the minimization over all POVMs with rank-1 elements.[10]^:323

Many other quantities used in quantum information theory also find motivation and justification in terms of measurements. For example, the trace distance between quantum states is equal to the largest difference in probability that those two quantum states can imply for a measurement outcome:[10]^:254

${\displaystyle {\frac {1}{2}}||\rho -\sigma ||=\max _{0\leq E\leq I}[{\rm {tr}}(E\rho )-{\rm {tr}}(E\sigma )].}$

Similarly, the fidelity of two quantum states, defined by

${\displaystyle F(\rho ,\sigma )=\left(\operatorname {Tr} {\sqrt {{\sqrt {\rho }}\sigma {\sqrt {\rho }}}}\right)^{2},}$

expresses the probability that one state will pass a test for identifying a successful preparation of the other. The trace distance provides bounds on the fidelity via the Fuchs–van de Graaf inequalities:[10]^:274

${\displaystyle 1-{\sqrt {F(\rho ,\sigma )}}\leq {\frac {1}{2}}||\rho -\sigma ||\leq {\sqrt {1-F(\rho ,\sigma )}}.}$

Circuit representation of measurement. The single line on the left-hand side stands for a qubit, while the two lines on the right-hand side represent a classical bit.

Quantum circuits are a model for quantum computation in which a computation is a sequence of quantum gates followed by measurements.[19]^:93 The gates are reversible transformations on a quantum mechanical analog of an n-bit register. This analogous structure is referred to as an n-qubit register. Measurements, drawn on a circuit diagram as stylized pointer dials, indicate where and how a result is obtained from the quantum computer after the steps of the computation are executed. Without loss of generality, one can work with the standard circuit model, in which the set of gates are single-qubit unitary transformations and controlled NOT gates on pairs of qubits, and all measurements are in the computational basis.[19]^:93[47]

Measurement-based quantum computation (MBQC) is a model of quantum computing in which the answer to a question is, informally speaking, created in the act of measuring the physical system that serves as the computer.[19]^:317[48][49]

Quantum state tomography is a process by which, given a set of data representing the results of quantum measurements, a quantum state consistent with those measurement results is computed.[50] It is named by analogy with tomography, the reconstruction of three-dimensional images from slices taken through them, as in a CT scan. Tomography of quantum states can be extended to tomography of quantum channels[50] and even of measurements.[51]

Quantum metrology is the use of quantum physics to aid the measurement of quantities that, generally, had meaning in classical physics, such as exploiting quantum effects to increase the precision with which a length can be measured.[52] A celebrated example is the introduction of squeezed light into the LIGO experiment, which increased its sensitivity to gravitational waves.[53][54]