Quantum sensing uses the properties of quantum states of light and matter to develop new measurement strategies. Within this broad field, the most ubiquitous class of sensors are ensembles of two-level systems. Such sensors have been realized in a variety of platforms, including atomic ensembles in cavity QED systems [1-3], and collections of defect spins in semiconductor materials [4-7]. They have also been employed to measure a multitude of diverse sensing targets, ranging from magnetometry [8,9] to the sensing of electric fields [10] and even temperature [11].
Quantum metrology protocols based ensembles of N two-level systems and Ramsey-style measurements are ubiquitous. However, in many cases excess readout noise severely degrades the measurement sensitivity; in particular in sensors based on ensembles of solid-state defect spins. The present embodiments include systems and methods for “quantum spin amplification” that can dramatically improve the sensitivity of such schemes, even in the presence of realistic intrinsic dissipation and noise. The present embodiments utilize collective (i.e., superradiant) spin decay, an effect that is usually seen as a nuisance because it limits spin-squeezing protocols. With the present embodiments, a system with an imperfect spin readout can approach the standard quantum limit (SQL) to within a factor of two, without needing to change the actual readout mechanism. The present embodiments may be implemented with any of several experimental platforms in which an ensemble of spins is coupled to a common electromagnetic or mechanical mode.
Finding new strategies to improve quantum sensors could have an extremely wide impact. A general and well-explored method here is to use collective spin-spin interactions to generate entanglement, with the prototypical example being the creation of spin-squeezed states. The intrinsic fluctuations of such states can be parametrically smaller than those of a simple product state [12-14], allowing in principle dramatic improvements in sensitivity.
Spin squeezing ultimately uses entanglement to suppress fundamental spin projection noise. However, this is only a useful strategy in settings where the extrinsic measurement noise associated with the readout of the spin ensemble is smaller than the intrinsic quantum noise of the ensemble's quantum state [14,15]. While this limit of ideal readout can be approached in atomic platforms, typical solid-state spin sensors (e.g., ensembles of nitrogen vacancy (NV) defect center spins that are read out using spin-dependent fluorescence) have measurement noise that is orders of magnitude higher than the fundamental intrinsic quantum noise [16]. Thus, in solid-state spin sensors with fluorescence readout, both reducing the readout noise down to the standard quantum limit (SQL) and (in a subsequent step) surpassing the SQL (e.g., using spin squeezing) are major open milestones. Many experimental efforts have been made to achieve the first one by changing the readout mechanism of the spins [17-21]. This strategy typically works well for single or few spins, but projection-noise limited readout of a large ensemble still remains an open problem [16].
The present embodiments use a different approach to reach the first milestone in spin ensembles: starting from extremely large readout noise that is several orders of magnitude above the SQL, the approach reduces the effective readout noise down to a factor of two above the SQL, notably without changing the actual fluorescence readout protocol. We stress that the present embodiments do not use spin-squeezed initial states and sensitivities beyond the SQL, although the present embodiments could be extended in this way to approach the Heisenberg limit (HL).
In situations where measurement noise is the key limitation, a potentially more powerful approach than spin squeezing is the complementary strategy of amplification: before performing readout, increase the magnitude of the “signal” encoded in the spin ensemble. The amplification then effectively reduces the imprecision resulting from any following measurement noise. This strategy is well known in quantum optics [22,23] and is standard when measuring weak electromagnetic signals. Different amplification mechanisms have been proposed [24,25], but amplification was only recently studied in the spin context [26-32]. Davis et al. [26,29] demonstrated that the same collective spin-spin interaction commonly used for spin squeezing (the so-called one-axis twist (OAT) interaction) could be harnessed for amplification. In the absence of dissipation, they showed that their approach allowed near Heisenberg-limited measurement despite having measurement noise that was on par with the projection noise of an unentangled state. This scheme, which can be viewed as a kind of more general “interaction-based readout” protocol [31,33-35], has been implemented in cavity QED [3], Bose-condensed cold-atom systems [36], and atoms trapped in an optical lattice [37]; a similar strategy was also used to amplify the displacement of a trapped ion [38].
Unfortunately, despite its success in a variety of atomic platforms, the amplification scheme of Ref [26] is ineffective in setups where the spin ensemble consists of simple two-level systems that experience even small levels of T1 relaxation (either intrinsic, or due to the cavity mode used to generate collective interactions). As analyzed below, the T1 relaxation both causes a degradation of the signal gain and causes the measurement signal to be overwhelmed by a large background contribution. This is true even if the single-spin cooperativity (see Eqn. 22) is larger than unity. Consequently, this approach to spin amplification cannot be used in many systems of interest, including almost all commonly studied solid-state sensing platforms.
The present embodiments include new spin amplification methods for an ensemble of N two-level systems that overcome the limitation posed by dissipation. Unlike previous work on interaction-based measurement, the present embodiments do not use collective unitary dynamics for amplification, but instead directly utilize collective dissipation as the key resource. We show that the collective decay of a spin ensemble coupled to a lossy bosonic mode gives rise to a signal gain G that exhibits the maximum possible scaling of G ∝ √{square root over (N)}. Crucially, in the presence of local dissipation, the amplification of the present embodiments depends only on the collective cooperativity (not on more restrictive conditions in terms of single-spin cooperativity) and this maximum gain can be reached even in regimes where the single-spin cooperativity is much smaller than unity. Moreover, the present embodiments introduce “added noise” that approaches the quantum limit one would expect for a bosonic phase-preserving linear amplifier. In addition, the scheme is compatible with standard dynamical decoupling techniques to mitigate inhomogeneous broadening. Our scheme has yet another surprising feature: in principle, it allows one to achieve an estimation error scaling like 1/√{square root over (N)} even if one only performs a final readout on a small number of spins NA<<N. Finally, unlike existing unitary amplification protocols, which require the signal to be in a certain spin component [26,29], the present embodiments amplify any signal encoded in the transverse polarization of a spin ensemble (similar to phase-preserving amplification in bosonic systems [39]).
We stress that in contrast to the majority of interaction-based readout protocols, we are not aiming to use entangled states to reach the HL. Instead, our goal is to approach the SQL using conventional dissipative spin ensembles, in systems where extrinsic readout noise is extremely large compared to spin projection noise.
It is helpful to consider the present embodiments in a broader context. Our spin-amplification scheme represents a previously unexplored aspect of Dicke superradiance [40-43], a paradigmatic effect in quantum optics. Superradiance is the collective enhancement of the spontaneous emission of N indistinguishable spins interacting with a common radiation field. If the spins are initialized in the excited state, quantum interference effects will cause a short superradiant emission burst of amplitude ∝ N2 instead of simple exponential decay. In contrast to most work on superradiance, our focus is not on properties of the emitted radiation [40,44,45] or optical amplification [46,47], but rather on the “back-action” on the spin system itself. This back-action directly generates the amplification effect of the present embodiments. Somewhat surprisingly, we show that our superradiant amplification mechanism continues to be effective in the limit of dissipation-free unitary dynamics, where the collective physics is described by a standard Tavis-Cummings model.
We stress that the present embodiments are completely distinct from spin-amplification protocols in spintronics and nuclear magnetic resonance (NMR) systems: we are not aiming to measure the state of a single spin by copying it to a large ensemble [48] or a distant spin which can be read out more easily [49]. Instead, our goal is to amplify a signal that is already encoded in the entire spin ensemble. On the level of a semiclassical description, superradiance is similar to radiation damping in NMR systems [50], which has been proposed as a method to amplify and measure small magnetizations in NMR setups [51,52]. However, these protocols cannot be used in quantum metrology (where quantum noise is important) and they use a qualitatively and quantitatively distinct sensing scheme from the present embodiments.
The top of
In a first Bloch sphere 102 of
In other embodiments, the method 100 starts with the initial spin state {right arrow over (S)}0 pointing toward the north pole of the first Bloch sphere 102 (i.e., in the +z direction). In this case, all of the quantum spins start in the upper energy state and a π/2 pulse can be applied to the ensemble to rotate the initial spin state {right arrow over (S)}0 (e.g., about the x or y axis) into the transversely-polarized sensing spin state {right arrow over (S)}s. In other embodiments, the method 100 starts with the sensing spin state {right arrow over (S)}s, in which case there is no need to spin-polarize the ensemble.
In a second Bloch sphere 104 of
In a third Bloch sphere 106 of
In a fourth Bloch sphere 108, the ensemble of quantum spins is coupled to an auxiliary mode. In response to this coupling, the second transverse polarization component of the intermediate spin state {right arrow over (S)}i is amplified into an amplified transverse polarization of an amplified spin state {right arrow over (S)}a. This amplified transverse polarization has a magnitude of G(t)Spa sin ϕ, where G(t) is a time-dependent gain factor (see Eqn. 2). The auxiliary mode may be, or approximate, a bosonic mode. In some embodiments, the auxiliary mode is a resonant mode of a photonic cavity, such as a microwave cavity, millimeter-wave cavity, or optical cavity (e.g., a Fabry-Perot cavity). In these embodiments, the coupling may be “turned on” by tuning a resonant frequency of the photonic cavity to match the energy spacing between the upper and lower energy states. Alternatively, an external magnetic or electric field can be applied to the ensemble to change the energy spacing such that it matches the resonant frequency of the photonic cavity. After the second transverse polarization component has been amplified, the coupling may then be “turned off”. For example, the photonic cavity may be tuned such that none of its resonant modes are resonant with the transition between the upper and lower energy states. The auxiliary mode can alternatively be a phononic mode, such as a mechanical mode of a mechanical oscillator. Examples of such mechanical modes and oscillators are presented below in Section VIII.
Different physical mechanisms implement the amplification of the second transverse polarization component, depending on the nature of the coupling between the ensemble and the auxiliary mode. For example, consider when the auxiliary mode is a bosonic mode (e.g., a resonant mode of a photonic cavity). If the bosonic mode is sufficiently lossy or damped, then the coupling introduces collective decay (e.g., see the collective relaxation rate Γ in Eqn. 3 below). In response to this collective decay, the ensemble of quantum spins undergoes Dicke superradiance, a dissipative loss mechanism that causes the upward longitudinal polarization component to decay by emitting photons into the auxiliary mode. As the longitudinal polarization component loses energy and becomes shorter in length, the second transverse polarization component gains energy, thereby increasing in length.
The second transverse polarization component can still be amplified even when the auxiliary mode is not lossy. For example, when the auxiliary mode is a lossless bosonic mode of a photonic cavity, then the collective relaxation rate Γ is zero and the coupled quantum system (i.e., the coupled ensemble and photonic cavity) will undergo coherent evolution according to a unitary operator that is generated by a Hamiltonian that has no dissipation (see Eqn. 35). When the cavity is initially unexcited and the longitudinal polarization component of the intermediate spin state {right arrow over (S)}i points upward (i.e., toward the north pole of the Bloch sphere 108), then the intermediate spin state {right arrow over (S)}i will coherently evolve into the amplified spin state {right arrow over (S)}a. At this point the coupling can be turned off to stop the coherent evolution of the amplified spin state {right arrow over (S)}a. A similar amplified spin state can be obtained when the cavity is initially excited and the longitudinal polarization component of the intermediate spin state {right arrow over (S)}i points downward (i.e., toward the south pole of the Bloch sphere 108). In this case, the energy initially stored in the cavity is coupled out of the cavity and used for amplification. More details about amplification in lossless cavities is described below in Section VII and in Ref. [53].
The final step of the method 100 is to measure, or read out, the amplified transverse polarization of the amplified spin state {right arrow over (S)}a. Read out can be performed in several ways. For example, the amplified transverse polarization can be measured with respect to a measurement axis that is transverse to the quantization axis (i.e., the measurement lies in the x-y plane of the Bloch sphere 110). Alternatively, the measurement axis can form an acute angle (and a supplementary oblique angle) with respect to the quantization axis. Another example of read out is shown in a fifth Bloch sphere 110 of
As indicated in
The bottom of Ŝy
depending linearly on ϕ. We also set t2=0 for convenience. The total error in the estimation of ϕ is then (see, e.g., [15,16]):
where (ΔSy)2=Ŝy2
−
Ŝy
2. The term (Δϕ)int2 in Eqn. 1 is the intrinsic spin-projection noise associated with the quantum state of the ensemble while the term (Δϕ)2det describes added noise associated with imperfect readout of Ŝy. This additional error can be expressed as an equivalent amount of Ŝy noise, Σdet2, that is referred back to ϕ using the transduction factor |∂ϕ
Ŝy
|.
Consider first the generic situation where the detection noise completely dominates the intrinsic projection noise, (Δϕ)det>>(Δϕ)int. This is the typical scenario in many solid-state systems, e.g. ensembles of NV defects in a diamond crystal whose state is read out using spin-dependent optical fluorescence [16]. The goal is to reduce (Δϕ)det without changing the final spin readout mechanism (i.e., Σdet2 remains unchanged). The only option available is “spin amplification”, i.e., enhancement of the transduction factor that encodes the sensitivity of the ensemble to ϕ. Specifically, before doing the final readout of Ŝy, our goal is to implement dynamics that yields
∂ϕŜy(t)
=G(t)
Ŝy(0)
, (2)
with a time-dependent gain factor G(t) that is larger than unity at the end of the amplification stage, i.e., t=t3 in
How can we implement amplification dynamics in as simple a way as possible? Any kind of amplifier inevitably requires an energy source. In some of the present embodiments, this is achieved by preparing the spin ensemble in an excited state. For concreteness, we assume that the ensemble has a free Hamiltonian Ĥ0=ωŜz, where ω>0 and ℏ=1. Hence, at the end of the signal acquisition step at t=t2=0 (see
Here Ŝ_=Σj=1N{circumflex over (σ)}_(j) is the collective spin-lowering operator, {circumflex over (σ)}_(j)=({circumflex over (σ)}x(j)−i{circumflex over (σ)}y(j))/2 is the lowering operator of spin j, {circumflex over (σ)}x,y,z(j) are the Pauli operators acting on spin j, and [Ô]{circumflex over (ρ)}=Ô{circumflex over (ρ)}Ô†−{Ô†Ô, {circumflex over (ρ)}}/2 is the standard Lindblad dissipation superoperator.
At first glance, it is hard to imagine that such a simple relaxational dynamics will result in anything interesting. Surprisingly, this is not the case. It is straightforward to derive equations of motion that govern the expectation values of Ŝx and Ŝy:
Not surprisingly, we see that single-spin relaxation is indeed boring: it simply causes any initial transverse polarization to decay with time. However, the same is not true for the collective dissipation. Within a standard mean-field approximation, the first term on the right-hand side of Eqn. 4 suggests that there will be exponential growth of both Ŝx
and
Ŝy
at short times if the condition
Ŝz
>½ holds, i.e., if the spins have a net excitation. This is the amplification mechanism that is the basis of the present embodiments, and that we maximize with our chosen initial condition.
The resulting picture is that with collective decay, the relaxation of the ensemble polarization towards the south pole is accompanied (for intermediate times at least) by a growth of the initial values of Ŝx,y
. This “phase-preserving” (i.e., isotropic in the Sx−Sy plane) amplification mechanism will generate a gain G(t)≥1 that enhances the subsequent measurement. Numerically-exact simulations show that this general picture is correct (see
[Ŝ_]{circumflex over (ρ)}) and single-spin decay (dashed curve, d{circumflex over (ρ)}/dt=ΓΣj=1N
[{circumflex over (σ)}_(j)]{circumflex over (ρ)}). Collective decay leads to transient amplification (i.e., G(t)>1) while single-spin decay does not. To generate the plot of
We thus have outlined our basic amplification procedure: prepare a CSS close to the north pole of the generalized Bloch sphere (with ϕ encoded in the small Ŝx and Ŝy components of the polarization), then turn on collective relaxation. Stopping the relaxation at time t=tmax results in the desired amplification of information on ϕ in the average spin polarization; this can be then read out as is standard by converting transverse polarization into population differences via a π/2 rotation, as shown in
Before proceeding to a more quantitative analysis, we pause to note that, for short times and γrel=0, one can directly connect the superradiant spin-amplification physics here to simple phase-preserving bosonic linear amplification. Given our initial state, it is convenient to represent the ensemble using a Holstein-Primakoff bosonic mode â via Ŝz≡N/2−â†â. For short times, one can linearize the transformation for Ŝx and Ŝy, with the result that these are just proportional to the quadratures of â. The same linearization turns the collective decay in Eqn. 3 into simple bosonic anti-damping: d{circumflex over (ρ)}/dt˜ΓN[â†]{circumflex over (ρ)}. This dynamics causes exponential growth of
â
, and describes phase-preserving amplification of a non-degenerate parametric amplifier in the limit where the idler mode can be adiabatically eliminated [39]. While this linearized picture provides intuition into the origin of gain, it is not sufficient to fully understand our system: the nonlinearity of the spin system is crucial in determining the non-monotonic behavior of G(t) shown in
Finally, we note that Eqn. 3 (with γrel=0) has previously been studied as a spin-only, Markovian description of superradiance, i.e., the collective decay of a collection of two-level atoms coupled to a common radiation field [44,63]. The vast majority of studies of superradiance focus on the properties of the radiation emitted by an initially excited collection of atoms. We stress that our focus here is different. We have no interest in this emission and will not assume any access to the reservoir responsible for the collective spin dissipation. Instead, we use the effective superradiant decay generated by Eqn. 3 only as a tool to induce nonlinear collective spin dynamics, which can then be used for amplification and quantum metrology.
In the previous description, it was assumed that each of the N quantum spins of the ensemble is a two-level quantum system. This is equivalent to each quantum spin having a spin quantum number of ½. Accordingly, the ensemble in this case is referred to as a spin-½ ensemble. However, the present embodiments can still be used when each of the N quantum spins is a multi-level quantum system having more than two energy levels. This is equivalent to each quantum spin having a spin quantum number greater than ½ (e.g., 1, 3/2, 2, 5/2, etc.). Accordingly, the ensemble in this case is referred to as a spin>½ ensemble (e.g., a spin-1 ensemble, a spin-3/2 ensemble, a spin-2 ensemble, etc.). In a spin>½ ensemble, two of the three or more energy levels can be identified as the upper and lower energy states. The remaining one or more energy levels may have energies greater than that of the lower energy state. Similarly, the remaining one or more energy levels may have energies less than that of the upper energy state.
A person skilled in the art will understand how to use the present embodiments with a spin>½ ensemble. For example, experimental implementations of coherent control of the ensemble (e.g., π/2 rotations) may need to be modified accordingly. Nevertheless, the description of longitudinal and transverse polarizations presented above still applies. Similarly, the physical mechanisms described that give rise to the amplified spin state (i.e., coherent evolution according to a unitary operator and superradiance induced by collective decay) also still apply. This includes not just experimental implementations but also appropriate modifications to the numerically studies presented herein.
As an example of how the present embodiments can be used with a spin>½ ensemble, consider magnetometry performed with a ground-state hyperfine level of an alkali metal (e.g., the F=1 or F=2 ground-state hyperfine levels of 87Rb, the F=3 or F=4 ground-state hyperfine levels of 122Cs, the F=7/2 or F=9/2 ground-state hyperfine levels of 40K, etc.). Magnetometry is typically implemented with a pair of neighboring magnetic sublevels (i.e., magnetic sublevels for which ΔmF=±1), which is equivalent to a spin-½ system. Such neighboring magnetic sublevels can be coherently controlled (e.g., π/2 pulses) using a single-frequency microwave pulse. However, a pair of neighboring magnetic sublevels does not provide the greatest sensitivity to an external magnetic field. Rather, the two stretch states, with magnetic quantum numbers mF=±F provides the greatest sensitivity. However, for spin>½, the two stretch states cannot be coupled with a single-frequency electromagnetic field. Instead, a multi-frequency pulse (or several single-frequency pulses applied simultaneously) must be used to create a superposition state (i.e., transversely polarize the ensemble). Superradiant decay, when used as the physical mechanism for amplification, leaves some of the atoms populated in intermediate magnetic sublevels between the two stretch states. Thus, the step of transforming described above with respect to the fifth Bloch sphere 110 may need to be experimentally modified to account for the non-zero populations of these intermediate magnetic sublevel. Nevertheless, spin amplification can be achieved and used to increase sensitivity just like for the spin-½ case.
To gain a more quantitative understanding of our nonlinear amplification process, we analyze the dynamics of Eqn. 3 with γrel=0 using a standard mean-field theory (MFT) decoupling. This analysis goes beyond a linearized bosonic theory obtained from a Holstein-Primakoff transformation and is able to capture aspects of the intrinsic nonlinearity of the spin dynamics. We start by using MFT to understand the gain dynamics, which can be determined by considering the evolution of the mean values of the collective spin operator; fluctuations and added-noise physics are considered in Section IV below. Note that a simpler approach based on semiclassical equations of motion fails to capture the amplification dynamics correctly, i.e., superradiant amplification is a genuinely quantum effect and quantum fluctuations need to be taken into account (see Ref. [53] and Section F below).
The MFT equation of motion for Sz≡Ŝz
in the large-N limit is
where the constant term is obtained by using the fact that the dynamics conserve 2. Starting from a highly polarized initial state with Sz(0)=N cos(ϕ)/2, this equation describes the well-known nonlinear superradiant decay of the Sz component to the steady state |↓
⊗N[45]. The corresponding equations of motion for average values Sx and Sy correspond to the expected decoupling of Eqn. 4:
where we have introduced the instantaneous gain rate λ(t). For λ(t)>0(λ(t)<0), any initial polarization component of the collective average Bloch vector in the x-y plane will be amplified (damped). Without loss of generality, we chose the initial transverse polarization to be entirely in the y direction. Thus, the Sx component will always remain zero since the initial state has Sx(0)=0. In contrast, the highly polarized initial state Sz(0)≈N/2>>½ leads to amplification of the nonzero initial value Sy(0)=N sin(0)/2 at short times. Eventually, the superradiant decay evolves Sz(t) to its steady-state value Sz(t→∞)=−N/2. As a consequence, for sufficiently long times, the time-dependent gain rate λ(t) will be reduced and amplification ultimately turns into damping if Sz(t)<½. The MFT equation of motion (i.e., Eqn. 6) predicts that maximum amplification of Sy is achieved at the time tmax where Sz(tmax)=½, which is clearly beyond the regime of applicability of a linearized theory based on the Holstein-Primakoff transformation. In the large-N limit, the MFT result for tmax takes the form
which is the well-known delay time of the superradiant emission peak [45]. The short transient period where λ(t)>0 is enough to yield significant amplification:
Evaluating this at t=tmax given by Eqn. 7 yields the following MFT result for the maximum value of Sx,y:
Note that the signal gain increases with increasing N while the waiting time tmax required to reach the maximum gain decreases, giving rise to fast amplification. Importantly, the optimal amplification time tmax given in Eqn. 7 is independent of the tilt angle ϕ in the metrologically relevant limit of ϕ<<1. Therefore, the gain G(t) is independent of the signal ϕ. The breakdown of this relation defines the dynamic range of the spin amplifier and is analyzed in the Ref. [53].
We now verify this intuitive picture derived from MFT using numerically-exact solutions of Eqn. 3. To analyze the solutions, we define the time-dependent signal gain G(t) as follows:
where tmax is determined numerically. Note that this is identical to the definition given in Eqn. 2, as G(t) is independent of ϕ for ϕ<<1. Combining Eqns. 9 and 10, we thus expect a scaling Gmax ∝ √{square root over (N)} based on MFT. Numerically-exact master equation simulations shown in
It is also interesting to note that on general grounds, Gmax ∝ √{square root over (N)} is the maximal gain scaling that we expect to be possible. This follows from the fact that we would expect initial fluctuations of Ŝx and Ŝy to be amplified (at least) the same way as the average values of these quantities, and hence expect (ΔSx)2≥Gmax2N/4, where N/4 represents the initial fluctuations of Ŝx in the initial CSS. Next, note that because of the finite dimensional Hilbert space, (ΔSx)2 cannot be arbitrarily large and is bounded by N2/4. This immediately tells us that Gmax cannot grow with N faster than √{square root over (N)}. The gain scaling can also be understood heuristically by using the fact that there is only instantaneous gain for a time t<tmax=ln(N)/NΓ, and that, during this time period, the instantaneous gain rate is λ(t)≈NΓ/2. Exponentiating the product of this rate and tmax again yields a √{square root over (N)} scaling.
We now discuss how the amplification dynamics can improve the total estimation error (Δϕ) introduced in Eqn. 1. For concreteness, we focus on the general situation where the readout mechanism involves adding independent contributions from each spin in the ensemble, and hence the noise associated with the readout itself scales as N:
with Ξdet an N-independent constant. Note that the factor of ¼ in the definition is convenient, as Ξdet2 directly describes the ratio of readout noise to the intrinsic projection noise. Equation 11 describes the scaling of readout noise in many practically relevant situations, including standard spin-dependent-fluorescence readout of solid-state spin ensembles [16] and of trapped ions [64]. In this case and for ϕ<<1, one has
where {tilde over (C)} is the fluorescence contrast of the two spin states and navg is the average number of detected photons per spin in a single run of the protocol.
In considering the estimation error, we will also now account for the fact that our amplification mechanism will not only cause Ŝy
to grow, but also cause the variance (ΔSy)2 to grow over its initial CSS value of N/4. The best case is that the variance is amplified exactly the same way as the signal, but in general there will be excess fluctuations beyond this. This motivates the definition of the added noise of our amplification scheme (similar to the definition of the added noise σadd of a linear amplifier). Letting (ΔŜy)2|amp denote the variance of Ŝy in the final, post-amplification state of the spin ensemble after an optimal amplification time, we write:
We have normalized σadd to the value of the CSS variance; hence, σadd2=1 corresponds to effectively doubling the initial fluctuations (once the gain has been included).
For linear bosonic phase-preserving amplifiers, it is well known that the added noise of a phase-preserving amplifier is at best the size of the vacuum noise [22,39,65]. At a fundamental level, this can be attributed to the dynamics amplifying both quadratures of the input signal, quantities that are described by non-commuting operators. One might expect a similar constraint here, as our spin amplifier also amplifies two non-commuting quantities (namely Ŝx and Ŝy). Hence, one might expect that the best we can achieve in our spin amplifier is to have the added noise satisfy σadd2=1. A heuristic argument that parallels Caves' classic calculation [22] suggests one indeed has the constraint σadd2≥1−1/G2(T)N (see Ref [53]). For our system, full master equation simulations let us investigate how the added noise behaves for large N and maximum amplification. Remarkably, we find σadd2≈1.3 in the large-N limit, which is just slightly above the expected level based on the heuristic argument (see
Note that the amplified fluctuations in Eqn. 13 can at most be N2/4 due to the finite dimensionality of the Hilbert space. Using the numerical result Gmax=c0√{square root over (N)} where c0≈0.42 (see
With the above definitions in hand, we can finally quantify the estimation error in Eqn. 1 of our amplification-assisted measurement protocol. Combining Eqns. 2, 11, and 13, one finds that the general expression applied to our scheme reduces to
where we have used the large-N scaling of the maximum gain in the last equation: Gmax=c0√{square root over (N)} with c0≈0.42.
There are two crucial things to note here: First, if readout noise completely dominates (despite the amplification), our amplification approach changes the scaling of the estimation error (Δϕ) with the number of spins from 1/√{square root over (N)} to 1/N. While this scaling is reminiscent of Heisenberg-limited scaling, there is no connection: in our case, this rapid scaling with N only holds if one is far from the SQL. Nonetheless, this shows the potential of amplification to dramatically increase sensitivity in this readout-limited regime.
Second, for N>>Ξdet2, the amplification protocol will make the added measurement noise negligible compared to the fundamental noise of the quantum state. In this limit, the total estimation error almost reaches the SQL: it scales as (Δϕ) ∝ ((1+σadd2)/N)1/2≈√{square root over (2.3/N)}. This is only off by a numerical prefactor √{square root over (2.3)} from the exact SQL. We thus have established another key feature of our scheme: using amplification and a large enough ensemble, one can in principle approach the SQL within a factor of two regardless of how bad the spin readout is. For a fixed detector noise Ξdet, the crossover in the estimation error (Δϕ) from a 1/N scaling to a 1/√{square root over (N)} scaling is illustrated in
There are many practical situations where, even though the signal of interest ϕ influences all N spins in the ensemble, one can only read out the state of a small subensemble A with NA<<N spins. For example, for fluorescence readout of an NV spin ensemble, the spot size of the laser could be much smaller than the spatial extent of the entire ensemble. For a standard Ramsey scheme (i.e., no superradiant amplification), there are no correlations between spins, and the unmeasured N−NA spins do not help in improving the measurement. In the best case, the estimation error then scales as Δϕ ∝ 1/√{square root over (NA)}. Surprisingly, the situation is radically different if we first implement superradiant amplification on the full ensemble before reading out the state of the small subensemble. In this case, we are able to achieve an SQL-like scaling Δϕ ∝ 1/A/√{square root over (N)} even though one measures only NA<<N spins. This dramatically improved scaling reflects the fact that the superradiant amplification involves a dissipative interaction between all the spins, hence the final state of the small subensemble is sensitive to the total number of spins N.
To analyze this few-spin readout scenario, we partition the N spins into two subensembles A and B of size NA and NB≡N−NA, respectively. Without loss of generality, we enumerate the spins starting with subensemble A, which allows us to define the subensemble operators ŜkA=ΣN
with Gmax=c0√{square root over (N)} in the large-N limit (and c0≈0.42). We stress that the gain is determined by the size of the full ensemble even though we are only measuring NA<<N spins, which can be seen by inspecting the equations of motion for the transverse components {circumflex over (σ)}x,y(k) of an arbitrary spin k:
The y component of each individual spin is driven by a collective spin operator Ŝy whose expectation value is proportional to the ensemble size Ŝy
=Nϕ/2.
Next, consider the fluctuations in ŜyA. The variance of this operator must be less than NA2/4 in any state; we thus parameterize these fluctuations by (ΔSyA)2(tmax)=qNA2/4 where q≤1. If we now only consider the fundamental spin projection noise (i.e., ignore any additional readout noise), we can combine these results to write the estimation error in ϕ as:
We thus have a crucial result: even in the worst-case scenario q=1, for large N, our estimation error scales as 1/N despite measuring NA<<N spins.
We can use a similar analysis to consider the contribution of detection noise to the estimation error in our subensemble readout scheme. We again assume (as is appropriate for fluorescence readout) that the detector noise scales with the number spins that are read out, i.e., Σdet,A2=Ξdet2NA/4. We thus obtain the detection-noise contribution to the estimation error:
i.e., the detection noise is again suppressed by a factor of N, the size of the full ensemble.
Combining these results, we find
where c0≈0.4 in the large-N limit. We thus find that, in the case where NA is held fixed while N is increased, our superradiant amplification scheme yields a measurement sensitivity that scales as (Δϕ) ∝ 1/√{square root over (N)}. Surprisingly, it is controlled by the full size of the ensemble, and not controlled by the much smaller number of spins that are actually measured, NA. We illustrate this in
While our superradiant dissipative spin amplifier exhibits remarkable performance in the ideal case where the only dissipation is the desirable collective loss in Eqn. 3, it is also crucial to understand what happens when additional unwanted forms of common dissipation are added.
1. Local Dissipation
We first consider the impact of single-spin dissipation, namely Markovian dephasing and relaxation at rates γϕ and γrel, respectively. The master equation for our spin ensemble now takes the form
Numerically exact solutions of Eqn. 21, shown in
with k ∈ {ϕ, rel}, exceed a threshold value of the order of unity. This is equivalent to the threshold condition for superradiant lasing [46,66]. Further, we find that achieving the maximum gain G ∝ √{square root over (N)} does not require strong coupling at the single-spin level: it only requires a large collective cooperativity, and not a large single-spin cooperativity ηk≡k/N.
ϕ=NΓ/γϕ (calculated by numerically exact integration of the Eqn. 3 with γrel=0). Each data point was obtained by maximizing the time-dependent gain G(t) over the evolution time t. Collective amplification and local dephasing compete and amplification is observed if
ϕ≥2, i.e., if the collective amplification rate dominates over local decay.
rel=NΓ/γrel (with γϕ=0). We again see that the collective cooperativity is the relevant parameter for obtaining maximum gain.
Note that the dependence of the gain on cooperativity can be understood at a heuristic level by inspecting the MFT equations of motion (i.e., Eqn. 6), which now take the form:
At short times, the collective decay term tends to increase Sy at a rate NΓ whereas local dissipation aims to decrease Sy at rates γϕ and γrel/2, respectively. Amplification is only possible if the slope of Sy at t=0 is positive, which is equivalent to the conditions ϕ>1 and
rel>½, respectively. For weak local dissipation, i.e.,
k>>1, the numerical results shown in
where aϕ≈3 and arel≈6. In the limit k<<1, there is no amplification, Gmax(γk)=1.
2. Finite Temperature
Another potential imperfection is that the reservoir responsible for collective relaxation may not be at zero temperature, giving rise to an unwanted collective excitation process. This could be relevant in setups where collective effects stem from coupling to a mechanical degree of freedom, a promising approach for ensembles of defect spins in solids [57,58,60]. In this general case, the master equation takes the form
The parameter nth determines the relative strength between the collective decay and excitation rates and can be interpreted as an effective thermal occupation of the bath generating the collective decay. The gain as a function of the effective thermal occupation number nth based on numerically exact solution of the full quantum master equation (i.e., Eqn. 25) is shown in
MFT again allows one to develop an intuitive picture of how a bath temperature degrades amplification dynamics. In the presence of finite temperature and for large N, Eqns. 5 and 6 read
The impact of finite temperature nth>0 is thus twofold. First, the time-dependent gain factor in Eqn. 26 is shut off at an earlier time, namely, if the condition Sz(t)=½+nth holds. This implies that no amplification will occur if nth>N/2. If this were the only effect, the generation of gain would be largely insensitive to thermal occupancies nth<<N. Unfortunately, there is a second, more damaging mechanism. As the above equations show, the instantaneous gain rate λ(t) is controlled by Sz(t). The decay of this polarization is seeded by both quantum and thermal fluctuations in the environment. Hence, a non-zero nth accelerates this decay, leading to a more rapid decay of polarization, and a shorter time interval where the instantaneous gain rate is positive. This ultimately suppresses the maximum gain.
The above argument can be made quantitative if we expand Sz for short times around its initial value, Sz=N/2−δ, where δ<<1. To leading order in N and δ, the equation of motion of the deviation δ is dδ/dt=NΓ(1+nth)+NΓδ, where the first term shows explicitly that both bath vacuum fluctuations and thermal fluctuations drive the initial decay of polarization. As a consequence, the superradiant emission occurs faster and, in the limit N>>1+2nth, the time to reach maximum amplification is
In the same limit, the maximum gain is given by
which shows that a thermal occupation of nth=3 will decrease the gain by 3 dB. Note that Gmax(nth) still scales ∝ √{square root over (N)}, i.e., for a fixed value of nth, the reduction can be compensated by increasing the number of spins. The experimental demonstration of superradiance in NV-center spins was performed at 25 mK [67]. The spins were resonant with a microwave cavity at a frequency of about 3 GHz, which corresponds to a thermal occupation of nth≈0.002<<1.
While there are many ways to engineer the collective relaxation that powers our superradiant amplifier, we specialize here to a ubiquitous realization that allows the tuneability we require: couple the spin ensemble to a common lossy bosonic mode. To that end, we consider a setup where N spin-½ systems are coupled to a damped bosonic mode â by a standard Tavis-Cummings coupling (see
Here, ωcav and ωj denote the frequencies of the bosonic mode and the spins, respectively, and gj denotes the coupling strength of spin j to the bosonic mode. The bosonic mode is damped at an energy decay rate κ and the entire system is thus described by the quantum master equation
For collective phenomena, we ideally want all atoms to have the same frequency ωj=
and γrel=0.
Returning to
In the following, we separately analyze the impact of coupling inhomogeneities, gj≠g, and of inhomogeneous broadening, ωj≠
1. Non-Uniform Single-Spin Couplings
To analyze the impact of inhomogeneous coupling parameters gj, we follow the standard approach outlined in Ref. [44]. It uses an expansion of the mean-field equations to leading order in the deviations δj=gj−
i.e., the maximum gain and the optimal time are now given by Gci=√{square root over (μN)}/2 and tmaxci=ln(μN)/γϕμN, respectively, where we defined γϕ=Σk=1N4gk2/κN. Hence, the maximum gain Gmax is reduced by a disorder-dependent prefactor, but the fundamental scaling is retained.
2. Inhomogeneous Broadening
Inhomogeneous broadening can be canceled by the dynamical decoupling sequence introduced recently in Ref. [68] (see
if the repetition rate 1/T of the decoupling sequence is much larger than the standard deviation of the distribution of the frequencies ωj. More details on the derivation of this decoupling sequence are provided in Ref. [68]. If one chooses not to use dynamical decoupling, the analysis outlined in Section F can be adapted to estimate the effect of inhomogeneous broadening on the superradiant decay dynamics [63].
3. Limit of Undamped Cavity
Returning to the cavity-based implementation of the superradiant spin amplifier in Eqns. 30 and 31, one might worry about whether this physics also persists in regime where the cavity damping rate κ is not large enough to allow for an adiabatic elimination. To address this, we briefly consider the extreme limit of this situation, κ→0, where we simply obtain a completely unitary dynamics generated by the resonant Tavis-Cummings Hamiltonian
ĤTC=ωcavâ†â+ωŜz+g(Ŝ−â†+Ŝ+â), (35)
where to ωcav=ω. ⊗ |0
, where |0
denotes the vacuum state of the cavity. A complementing analysis based on MFT is discussed in Ref [53]. We find that spin amplification dynamics still holds in the unitary regime, with an identical Gmax ∝ √{square root over (N)} scaling of the maximum gain. We stress that realizing this limit of fully unitary collective dynamics is challenging in most spin ensemble sensing platforms. Nonetheless, this limit shows that our amplification dynamics will survive even if the adiabatic elimination condition √{square root over (N)}g<<κ that leads to Eqn. 31 is not perfectly satisfied. This further enhances the experimental flexibility of our scheme.
Although both the dissipative and the unitary case yield Gmax ∝ √{square root over (N)}, the underlying dynamics is quite different. The time tmax to reach maximum amplification in the coherent case, shown in
⊗ |0
.
Ŝy(t)
/dt]/
Ŝy(t)
as a function of time for coherent (see data set 902) and dissipative (see data set 904) amplification protocols with N=120 spins. The time scale τ, which is N-independent, is 1/g and 1/Γ for the coherent and dissipative cases, respectively. The maximum gain Gmax shown in
Note that, for the coherent Tavis-Cummings model, the timescale for maximum amplification is analogous to the timescale that governs quasi-periodic oscillations of excitation number in the large-N limit; this latter phenomenon has been derived analytically in Refs. [69-71]. However, the semiclassical approach used in these works fails to accurately describe the gain physics that is of interest here (see Ref. [53]). Finally, Ref [53] shows that the added noise in the unitary case is also close to the expected quantum limit. Surprisingly, it is approximately equal to what we have found in the dissipative limit, σadd2≈1.3.
The focus of the previous discussion is not on one specific experimental platform, but is rather to illuminate the general physics of the collective spin amplification process, a mechanism relevant to many different potential systems. While there are many atomic, molecular, and optical platforms capable of realizing our resonant, dissipative Tavis-Cummings model, we wish to particularly highlight potential solid-state implementations based on defect spins. These systems have considerable promise in the context of quantum sensing, but usually suffer from the practical obstacle that the ensemble readout is far above the SQL [16].
Recent work has experimentally demonstrated superradiance effects in sensing-compatible solid-state spin ensembles [67,76]. Angerer et al. [67] demonstrated superradiant optical emission from N≈1016 negatively charged NV centers, which were homogeneously coupled to a microwave cavity mode in the fast cavity limit, i.e., with a decay rate κ much larger than all other characteristic rates in the system. Moreover, improved setups with collective cooperativities larger than unity were reported and ways to increase the collective cooperativities even more have been discussed [21,77]. The essential ingredients to observe superradiant spin amplification in large ensembles of NV defects coupled to microwave modes have thus been demonstrated experimentally. Instead of a microwave cavity mode, the bosonic mode a could also be implemented by a mechanical mode that is strain-coupled to defect centers [78], e.g. employing mechanical cantilevers [57], optomechanical crystals [60], bulk resonators [68], or surface-acoustic-wave resonators [79]. In addition to NV centers, silicon vacancy (SiV) defect centers could be used [80,81], which offer larger and field-tunable spin-mechanical coupling rates. Superradiant amplification could then pave a way to dramatically reduce the detrimental impact of detection noise and to approach SQL scaling.
Changes may be made in the above methods and systems without departing from the scope hereof. It should thus be noted that the matter contained in the above description or shown in the accompanying drawings should be interpreted as illustrative and not in a limiting sense. The following claims are intended to cover all generic and specific features described herein, as well as all statements of the scope of the present method and system, which, as a matter of language, might be said to fall therebetween.
This application claims priority to U.S. Provisional Patent Application No. 63/264,617, titled “Quantum Spin Amplifier and Associated Methods” and filed on Nov. 29, 2021, which is incorporated herein by reference in its entirety.
This invention was made with government support under grant number D18AC00014 awarded by the Department of Defense. The government has certain rights in the invention.
Number | Date | Country | |
---|---|---|---|
63264617 | Nov 2021 | US |