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Theoretical and experimental analysis of rare earth whispering gallery mode laser relative intensity noise

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Abstract

The relative intensity noise (RIN) of a solid state whispering-gallery-mode class-B laser is studied both theoretically and experimentally under different pumping regimes. In particular, we show that harmonics of the spiking frequency are observed in the RIN spectrum. A rate equation model including Langevin forces and the nonlinear coupling between inverted ion and photon number fluctuations has been developed to reproduce the experimental results and to extract relevant physical parameters from the fitting of the RIN spectrum.

© 2017 Optical Society of America under the terms of the OSA Open Access Publishing Agreement

1. Introduction

Solid state microcavity lasers have a lot of applications in integrated photonics or microwave photonics [1, 2]. Among available configurations, rare earth doped whispering-gallery-mode (WGM) micro-resonators can be used as narrow linewidth or low threshold miniaturized from visible to mid infrared lasers [3–7] due to their low volume and high quality (Q) factors. High purity microwave sources can be obtained using the beating of WGM lasers [8]. Solid-state micro-lasers can also serve as sensitive biological or chemical integrated sensors [9–13]. A lot of geometries (spheres, torus [14], disks [15]) and materials have been studied since the first demonstration of solid state WGM micro-resonator lasing [3]. These particular lasers have been extensively studied in terms of oscillation threshold [3,16], output power performances [17] and spectral purity [18]. Otherwise the phase or frequency noise of semiconductor or fiber lasers including a WGM resonator has been studied [19, 20]. Nevertheless, to date only few papers report on the dynamical properties of WGM miniaturized lasers: the auto-modulation regime [21] of a toroidal WGM laser have been demonstrated [22] and an extensive theoretical work dealing with intensity and frequency noise of micro-resonator Brillouin lasers have been published [23]. However, detailed study of the relative intensity noise (RIN) of WGM micro-lasers have not been reported. The intensity noise performance knowledge is of great importance for communication applications based on amplitude modulation [24]. In the purpose of sensing applications based on the use of micro-lasers, the RIN of the source is a crucial parameter since it will determine the sensitivity of the whole device. Moreover, microcavity laser noise properties investigation is of interest from a fundamental point of view [25–28] nevertheless, to our knowledge, neither theoretical nor experimental small mode volume WGM laser RIN analysis have been carried out so far.

In this paper we report on the RIN measurements of Erbium doped fluoride glass WGM micro-lasers for several pumping configurations. Due to the unique properties of WGM resonators, harmonics of the spiking frequency are observed in the RIN spectrum. Usual models of class-A or -B vertical cavity surface emitting laser RIN [29,30] have been extended to take into account WGM specificities in order to explain and exploit the experimental results. The paper is organized as follows. We first present our model detailing its specificity. Then we describe the experimental setup and the studied fluoride glass WGM micro-resonators. Finally we discuss some comparisons between theoretical and experimental results in the last section.

2. Model

We first describe the model used in this paper to analyse the RIN experimental results. The model is based on the coupled rate equations driven by noise sources. We will show that for WGM micro-lasers the linearisation usually made to solve the set of coupled differential equations in the frequency domain can not be used. In this section we propose an iterative method similar to the perturbation theory [31] to obtain an approximated solution to the coupled nonlinear differential equation system.

2.1. Notations

The Fourier transform of a signal f(t) will be denoted (ω) = FT [f(t)] (ω). To lighten the calculation developments and to make easier the application of the Wiener-Khintchine theorem [32] we will use two different definitions of the operator 〈〉. In the time domain for a stationary signal f(t) it is defined as

f(t)=limT+1TT/2T/2f(t)dt.
In the frequency domain, 〈〉 will be related to the Fourier transform of two signals f(t) and g(t) by
f^(ω)g^*(ω)=limT+1T𝔼[f^T(ω)g^T*(ω)]
where ĝ*(ω) denotes the conjugate of ĝ(ω). fT(t) = f(t) if t ∈ [−T/2, T/2] anf fT (t) = 0 otherwise. 𝔼 represents here the mean expectation of a random variable.

2.2. Laser modelling

The Erbium ions (density 𝒩) will be modelled by an atomic 3-level system with an excited lifetime T1 = 1/A (where A is the average probability of spontaneous emission) and an emission cross section σe. We consider here a single-mode laser characterized by a mode volume Vm and a photon lifetime τph. n0 is the refractive index of the cavity material. WP represents the pumping rate. The dynamic evolution of a class-B laser is given by the following set of coupled differential equations where ΔN(t) is the inverted ion number and F(t) the intracavity photon number [33,34]

{dΔNdt=ΔN0ΔNτr2κFΔNdFdt=Fτph+κFΔN
where we define the recovery time τr = 1/(WP + A), the coupling between inverted ion and photon numbers
κ=cσen0Vm,
and the unsaturated inverted ion number
ΔN0=NWPAWP+A,
with N representing the total ion numbers N = 𝒩Vm.

2.3. Static solution above threshold

The first step of the calculation consists to solve Eqs. (3) and (4) in the stationary regime by setting dΔNdt=0 an dFdt=0. Above threshold, the inversion population value ΔN¯ is clamped to the value

ΔN¯=ΔNth=1κτph,
where ΔNth is the inversion population at threshold. Which gives the stationary value for the intracavity photon number
F¯=η12κτr,
where we have defined η=ΔN0ΔNth. We can also evaluate the threshold pumping rate by
WP,th=AN+ΔNthNΔNth,
and define the pumping rate r=WPWP,th.

2.4. Small signal analysis

In this section we calculate the fluctuations of the photon number around its stationary value . In this aim we define inversion population and photon number fluctuations δΔN(t) and δF(t) by

ΔN(t)=ΔN¯+δΔN(t)
F(t)=F¯+δF(t).
The usual approach consists to substitute Eqs. (10) and (11) in Eqs. (3) and (4) and to linearise the system. δΔN^(ω) and δF^(ω) can be thus found algebraically by taking the Fourier transform of the whole linearized system. In the present case we want to take into account intracavity nonlinear effects and this method cannot be applied. Nevertheless the nonlinearities can be considered iteratively by applying a perturbation development of parameter λ of δΔN(t) and δF(t)
δΔN(t)=λδΔN(1)(t)+λ2δΔN(2)(t)
δF(t)=λδF(1)(t)+λ2δF(2)(t),
where we assume 〈δΔN(1)(t)〉 = 0, 〈δF(1)(t)〉 = 0, 〈δΔN(2)(t)〉 = 0 and 〈δF(2)(t)〉 = 0. These two equations are injected in Eqs. (3), (4), (10), and (11), by identifying the first order terms in λ we obtain the following set of differential equations
{dδΔN(1)dt=ητrδΔN(1)2τphδF(1)+ξN(t)dδF(1)dt=η12τrδΔN(1)+ξF(t),
where we have added driving Langevin forces ξN(t) and ξF(t) to take into account all of excess noise sources. We assume that these processes represent two white Gaussian noises with 〈ξN(t)〉 = 0 and 〈ξF(t)〉 = 0 which are characterized by their autocorrelation functions
ξN(t)ξN*(t+τ)=DNNδ(τ)
ξF(t)ξF*(t+τ)=DFFδ(τ),
where (DNN,DFF)+2 are respectively the diffusion coefficients of N and F. Moreover we will assume no correlation between the two processes [31,35]
ξN(t)ξF*(t+τ)=ξF(t)ξN*(t+τ)=0.
By identifying the terms in λ2 we obtain
{dδΔN(2)dt=ητrδΔN(2)2τphδF(2)2κδΔN(1)(t)δF(1)(t)dδF(2)dt=η12τrδΔN(2)+κδΔN(1)(t)δF(1)(t),
which shows that the nonlinear coupling between δΔN(1)(t) and δF(1)(t), usually neglected, gives rise to the second order of the fluctuations of δΔN(t) and δΔF(t). This effect is weighted by κ which is inversely proportional to the laser mode volume. For highly confining low mode volume WGM microcavities this effect is enhanced.

2.5. Fluctuation calculation

By taking the Fourier transform of (14) and (15) we obtain

{δΔN^(1)(ω)=1D(ω)[2τphξ^F(ω)+jωξ^N(ω)]δF^(1)(ω)=1D(ω)[(ητr+jω)ξ^F(ω)+(η12τr)ξ^N(ω)]
where we have defined
D(ω)=η1τrτphω2+jωητr.
We use the same method to obtain the second order terms
{δΔN^(2)(ω)=2κ1τph+jωD(ω)(δF^(1)(ω)*δΔN^(1)(ω))=KN(ω)(δF^(1)(ω)*δΔN^(1)(ω))δF^(2)(ω)=κ1τr+jωD(ω)(δF^(1)(ω)*δΔN^(1)(ω))=KF(ω)(δF^(1)(ω)*δΔN^(1)(ω)),
where * represents the convolution product.

2.6. RIN expression

The RIN is defined as the normalized Fourier transform of the photon number fluctuation autocorrelation function

RIN(ω)=FT[δF(t)δF*(t+τ)]F¯2.
By setting λ = 1 in Eq. (13) we have to calculate four autocorrelation function Fourier transforms. Among them, using the Wiener-Khintchine theorem [32] we first evaluate
FT[δF(1)(t)(δF(2)(t+τ))*]=δF^(1)(ω)(δF^(2)(ω))*
=KF*(ω)δF^(1)(ω)(δF^(1)(ω)*δΔN^(1)(ω))*.
Noting that
δF^(1)(ω)*δΔN^(1)(ω)=FT[δF(1)(t)δΔN(1)(t)]
and using one more time the Wiener-Khintchine theorem we obtain
FT[δF(1)(t)(δF(2)(t+τ))*]=KF*(ω)FT[δF(1)(t)(δF(1)(t+τ)δΔN(1)(t+τ))*].
Assuming that δF(1)(t) ans δΔN(1)(t) are Gaussian random processes, we can use the Wick-Isserlis theorem [32] which gives
δF(1)(t)(δF(1)(t+τ)δΔN(1)(t+τ))*=0,
leading to the following result
FT[δF(1)(t)(δF(2)(t+τ))*]=0.
Using the same approach we can show that
FT[δF(2)(t)(δF(1)(t+τ))*]=0.
Finally we obtain
RIN(ω)=FT[δF(1)(t)(δF(1)(t+τ))*]F¯2+FT[δF(2)(t)(δF(2)(t+τ))*]F¯2
=RIN(1)(ω)+RIN(2)(ω).
RIN(2)(ω) consists of terms in λ4. To be exhaustive, we should have developed δΔN(t) and δF(t) up to the third order in Eqs. (12) and (13). Nevertheless, as we will see later, third order terms mainly contribute to a third harmonic spiking resonance which we deliberately do not consider in this work.

2.7. First order RIN

To obtain the expression of the RIN at first order we apply the Wiener-Khintchine theorem

RIN(1)(ω)=FT[δF(1)(t)(δF(1)(t+τ))*]F¯2=|δF^(1)(ω)|2F¯2
using Eq. (22) this gives
RIN(1)(ω)=1F¯2|D(ω)|2[(η12τr)2DFF+[(ητr)2+ω2]DNN],
where we used Eqs. (16), (17) and (18) and the generalized Wiener-Khintchine theorem [32] to write 〈|ξ̂F(ω)|2〉 = DFF, 〈|ξ̂N(ω)|2〉 = DNN and
ξ^F(ω)ξ^N*(ω)=ξ^N(ω)ξ^F*(ω)=0.
Equation (37) is similar to the usual expression for the RIN of a class-B laser above threshold [29,30].

2.8. Second order RIN

Following the same method we obtain the second order RIN

RIN(2)(ω)=FT[δF(2)(t)(δF(2)(t+τ))*]F¯2=|δF^(2)(ω)|2F¯2,
using Eq. (25) this gives:
RIN(2)(ω)=|KF(ω)|2F¯2|δF^(1)(ω)*δΔN^(1)(ω)|2,
which cannot be evaluated straightforwardly because it involves correlations of more complex products than those given in Eqs. (16), (17) and (18). We now introduce the function A2(t) = δF(1)(t)δN(1)(t) and thus
RIN(2)(ω)=|KF(ω)|2F¯2|A^2(ω)|2=|KF(ω)|2F¯2FT[A2(t)A2*(t+τ)].
where
A2(t)A2*(t+τ)=δF(1)(t)δN(1)(t)(δF(1)(t+τ)δN(1)(t+τ))*
which can be calculated using the Wick-Isserlis theorem
A2(t)A2*(t+τ)=δF(1)(t)δN(1)(t)(δF(1)(t+τ)δN(1)(t+τ))*+δF(1)(t)(δF(1)(t+τ))*(δN(1)(t)δN(1)(t+τ))*+δF(1)(t)(δN(1)(t+τ))*δN(1)(t)(δF(1)(t+τ))*
The first term on the right of Eq. (43) is constant and thus we will note its Fourier transform (ω) with C ∈ ℝ+. We now calculate the Fourier transform of A2(t)A2*(t+τ)
|A^2(ω)|2=Cδ(ω)+(FT[δF(1)(t)(δF(1)(t+τ))*])*(FT[δN(1)(t)(δN(1)(t+τ))*])+(FT[δF(1)(t)(δN(1)(t+τ))*])*(FT[δN(1)(t)(δF(1)(t+τ))*])
which can also be written
|A^2(ω)|2=Cδ(ω)+|δF^(1)(ω)|2*|δN^(1)(ω)|2+δF^(1)(ω)(δN^(1)(ω))**δN^(1)(ω)(δF^(1)(ω))*.
Using the same rules as those used to established Eq. (37) we have
|A^2(ω)|2=Cδ(ω)+U1(ω)[(η1τrτph)2DNNDFF+2(ητr)2(2τph)2DFF2]+U2(ω)[(η12τr)DNN+(2τph)DFF]2+U3(ω)[(η12τr)2DNN2+(2τph)2DFF2+(ητr)2DNNDFF]+U4(ω)DNNDFF,
where functions Ui(ω) with i ∈ {1, 2, 3, 4} are defined by
U1(ω)=(|D(ω)|2)*(|D(ω)|2)
U2(ω)=(ω|D(ω)|2)*(ω|D(ω)|2)
U3(ω)=(|D(ω)|2)*(ω2|D(ω)|2)
U4(ω)=(ω2|D(ω)|2)*(ω2|D(ω)|2).
In conclusion, using Eqs. (47)(50) and (25), the second order RIN can be evaluated which finally gives the total RIN including this contribution in Eq. (35). Note that in the experiments, the DC contribution giving (ω) will be filtered out and will not be taken into account in the modelling. We would like to underline that this model is not the juxtaposition of two Lorentzian fits. The second order calculations are directly derived from the first order calculations reducing the number of free parameters. In particular, when the level of the first order RIN is set via coefficients DNN and DFF, the mode volume through the value of κ unambiguously gives the height of the harmonic peak.

3. Experimental method

3.1. Experimental setup

The experimental part is devoted to the consistency checking of our model. For this purpose we used low mode volume WGM microcavities. The WGM lasers studied in this paper consist of ZBLALiP-fluoride glass microspheres doped with erbium ions. The microspheres are made by melting glass powders in a plasma torch, details on the manufacturing process can be found in [36]. For the present experiments, we used a doping rate of 0.1mol% and microspheres with diameters in the range 85 – 90 μm. The refractive index of ZBLALiP is n0 = 1.49. The laser operation is obtained around 1.56 μm using the 4I13/24 I15/2 transition of erbium. In our case, due to the melting process the excited state lifetime of this transition can be considered such as T1 ≈ 10 ms [37] and the emission cross section will be taken equal to 3 × 10−25 m2 [38]. The ions are resonantly pumped using WGM around 1.48 μm. Figure 1 is a sketched of the two setups used in our experiments. In the first setup shown in Fig. 1(a), the pump is injected and the laser signal is extracted by a tapered fiber whose diameter is reduced to about 1 μm. In the second setup the pump is inserted using an half tapered fiber with a diameter reduced to less than 2 μm. The laser signal is collected in the counter-propagating mode using the same fiber as sketched in Fig. 1(b). The latter configuration is used to obtain dual emission operation for microwave applications [8]. We have tested both single-mode or multi-mode pumping regime using laser diodes emitting up to 100 mW around 1480 nm. The single-mode pumping is achieved thanks to a narrow linewidth (< 10 kHz) single-mode laser diode whereas for multi-mode pumping we use an usual broadband Fabry-Perot laser diode. The laser emission is measured using an InGaAs photodiode with a responsivity of 1 A/W at 1550 nm and a bandwidth of 1.2 GHz. The electrical signal is amplified using a transimpedance amplifier (TIA) with a maximal gain of 106 V/A and a bandwidth of 1.2 MHz. The DC component giving the laser emitting power measured with a voltmeter (V) and filtered out using a DC block (cut-off frequency of 1 Hz).

 figure: Fig. 1

Fig. 1 Experimental setups. a) tapered fiber setup, b) half tapered fiber setup. ISO : optical isolator, AV : variable attenuator, PC : polarization controller, WDM : wavelength multiplexer, PhD : InGaAs photodiode, TIA : transimpedance amplifier, V : voltmeter, ESA : electrical spectrum amplifier. i is the generated photo-current at the output of the photodiode.

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3.2. RIN measurement method

From an experimental point of view, the ESA enables us to measure the power spectral density (PSD) Ntot of the photo-current i after amplification which is characterized by a transfer function H(ω). This is related to the thermal noise NkT, shot-noise Nsn and RIN NRIN PSD by:

Ntot=NkT+Nsn+NRIN.
The experimental thermal noise PSD NkT is measured with no signal at the photodiode (i = 0). The shot noise PSD reads
Nsn=2|H(ω)|2Riq
where q is the elementary charge and R the load resistance. This value can also be experimentally obtained using a reference source without RIN giving the same photo-current i at the photodiode output. By noticing that
NRIN=R|H(ω)|2i2×RIN,
we obtain the experimental value of the RIN by
RIN=2qi(NtotNkTNsn1),
where we deduce the photo-current i from the voltage V obtain thanks to the voltmeter V by i = V/G where G is the transimpedance gain.

4. Results

We used the same methodology for all the results presented in this section. We compare several experimental configurations and different microspheres with comparable diameters. The RIN spectra are all recorded for the maximal laser power obtained with a single-mode operation. This is checked using a spectral analyser (confocal cavity) with a spectral resolution of 100 MHz (not shown on Fig. 1). Note that the single-mode operation can also be checked by making sure that only one fundamental relaxation oscillation frequency is present in the RIN spectrum. In Fig. 2, RIN measurements are reported in the case of broadband pump laser a) in the half tapered fiber configuration and b) in the tapered fiber configuration. The RIN spectra show resonances (relaxation peak) which are the signature of a class-B laser operation. Harmonics of this relaxation oscillation frequency are also clearly visible on both spectra. Up to three harmonics (326, 488, 640 kHz) of the relaxation oscillation frequency (163 kHz) are present on Fig. 2(a). Note that on both spectra a broad weak peak at 34 kHz on Fig. 2(a) and 41 kHz on Fig. 2(b) can be attributed to a second laser mode near threshold which has no influence on our analysis. The experimental data are manually fitted using several free parameters: i) the pumping rate r and the photon lifetime τph which give the position, the width and the amplitude of the fundamental resonance ii) the values of DNN and DFF influencing the global noise level and iii) the value of κ which unambiguously sets the ratio between the fundamental and first harmonic peaks. Our second order development is in good agreement for the RIN levels both at the spiking frequency and its first harmonic. To obtain a third peak in the simulation we would have developed δN(t) an δF(t) to the third order. In this case, the products of first and third order terms would give contributions at the first harmonic with amplitude similar to the third peak which should be neglected. Numerical values of the fitting parameters are given in Table 1. Error bars on the fitting parameters are set using the following method. Variations of r of about 1 % gives a change of 1 kHz. 10 % error on τph induces variations of 1.5 dB on the relaxation peak height. Variations of DNN up to 30 % gives only 1 dB variation in the low frequency white noise. DFF influences the value of the amplitude of the relaxation peak, a 20 % variation induces 1 dB variation of the peak. Finally, a change in κ of 10 % gives a variation of 1 dB in the relative amplitude of the fundamental and harmonic resonances. The external Q-factor Qe can be obtained from the operation wavelength λ0 and the photon lifetime by Qe = 2πcτph0 and is also given in Table 1. These values are in the range of 105 – 109 which can be achieved with our experimental setup [37,39]. WGM are labelled using three quantum numbers (n, , m). n is the radial order of the mode, is the orbital number and the azimuthal number m is such that − |m| + 1 gives the number of maxima of the field in the polar direction. The volume of the WGM is deduced from κ (see Table 1) using Eq. (5). By comparing this value to numerical calculations carried out from the theoretical model [40]

Vm=3w(r)d3rmax[w(r)]
where w(r) is the electromagnetic energy density deduced from the MIE theory [41], we can deduce the quantum numbers associated with the laser WGM. For the microsphere corresponding to Fig. 2(a), two sets of quantum numbers (n, − |m|) are found: (1, 5) or (2, 1), whereas for Fig. 2(b) we obtain the pair (1, 2). These quantum numbers are typical values of what can be characterized with our experimental setup [42]. Since the tapered fiber configuration seems to produce less noise at low frequencies, we tested it with a narrow linewidth pump laser. The results are given in Fig. 3. The fit gives an external Q-factor Qe = 5.7 × 107 and a WGM with n = 2 and − |m| = 1. Again, these values are totally consistent with what is usually observed with this kind of WGM microcavity. Finally, in this pumping configuration, the noise at low frequencies is reduced by one order of magnitude in comparison with the broadband pumping. This effect could come from the fact that, for a narrow pump laser, less non-efficient WGM pump modes are excited resulting in a lower excess noise. This assumption could also been done for the reduction of the low frequency noise when using a tapered fiber which allows a more transverse-mode selective pumping. As a remark, the RIN measured in WGM lasers at low frequency is 3 orders of magnitude higher than that of fiber lasers [43]; at the spiking frequency, the RIN can be even 6 orders of magnitude greater.

 figure: Fig. 2

Fig. 2 RIN measurement for a broadband pumping. a) Half tapered fiber configuration and b) tapered fiber configuration. The physical and fit parameters are given in Table 1.

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 figure: Fig. 3

Fig. 3 RIN measurement in the case of a narrow linewidth pump laser and a tapered fiber configuration. The physical and fit parameters are given in Table 1.

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Tables Icon

Table 1. Physical and fit parameters for the WGM laser shown in the three previous figures. a : radius of the sphere, PL : WGM laser power. We also give the deduced parameters Qe and Vm. The mode volume is calculated in TE since the theoretical resonance wavelength values match well with experimental data in this polarization.

5. Conclusion

We developed a RIN model for class-B lasers including nonlinear coupling of population inversion and photon number fluctuations. This model is well suited for the description of low mode volume WGM lasers for which this coupling is not negligible. The model has been checked by characterizing noise properties of erbium-doped glass microspheres under several pumping configuration. We found that single-mode pumping using a tapered fiber is the most promising configuration for getting small low frequency intensity noise. The parameters obtained from the comparison between experiments and our model are consistent. In particular we have shown that the mode volume and the quantum numbers of the WGM laser could be deduced from the RIN spectrum analysis. This can be useful in the case of strongly multimode WGM microcavities for which dedicated experiments must be implemented to obtain a full spatial mode characterization. Furthermore, the fitting process could be improved by developing it to higher orders. Our approach could be extended to WGM laser frequency noise and exploited in the analysis of the whole noise properties of micro-lasers used in sensor applications.

Funding

Centre National d’Études Spatiales (CNES); Région Bretagne (ARED).

Acknowledgments

J.-B. Ceppe acknowledges support from the Centre National d’Études Spatiales (CNES) and Région Bretagne (ARED). Y. Dumeige is member of the Institut Universitaire de France. The authors acknowledge fruitful discussions with T. Chartier and S. Trebaol.

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Figures (3)

Fig. 1
Fig. 1 Experimental setups. a) tapered fiber setup, b) half tapered fiber setup. ISO : optical isolator, AV : variable attenuator, PC : polarization controller, WDM : wavelength multiplexer, PhD : InGaAs photodiode, TIA : transimpedance amplifier, V : voltmeter, ESA : electrical spectrum amplifier. i is the generated photo-current at the output of the photodiode.
Fig. 2
Fig. 2 RIN measurement for a broadband pumping. a) Half tapered fiber configuration and b) tapered fiber configuration. The physical and fit parameters are given in Table 1.
Fig. 3
Fig. 3 RIN measurement in the case of a narrow linewidth pump laser and a tapered fiber configuration. The physical and fit parameters are given in Table 1.

Tables (1)

Tables Icon

Table 1 Physical and fit parameters for the WGM laser shown in the three previous figures. a : radius of the sphere, PL : WGM laser power. We also give the deduced parameters Qe and Vm. The mode volume is calculated in TE since the theoretical resonance wavelength values match well with experimental data in this polarization.

Equations (50)

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f ( t ) = lim T + 1 T T / 2 T / 2 f ( t ) d t .
f ^ ( ω ) g ^ * ( ω ) = lim T + 1 T 𝔼 [ f ^ T ( ω ) g ^ T * ( ω ) ]
{ d Δ N d t = Δ N 0 Δ N τ r 2 κ F Δ N d F d t = F τ ph + κ F Δ N
κ = c σ e n 0 V m ,
Δ N 0 = N W P A W P + A ,
Δ N ¯ = Δ N th = 1 κ τ ph ,
F ¯ = η 1 2 κ τ r ,
W P , th = A N + Δ N th N Δ N th ,
Δ N ( t ) = Δ N ¯ + δ Δ N ( t )
F ( t ) = F ¯ + δ F ( t ) .
δ Δ N ( t ) = λ δ Δ N ( 1 ) ( t ) + λ 2 δ Δ N ( 2 ) ( t )
δ F ( t ) = λ δ F ( 1 ) ( t ) + λ 2 δ F ( 2 ) ( t ) ,
{ d δ Δ N ( 1 ) d t = η τ r δ Δ N ( 1 ) 2 τ ph δ F ( 1 ) + ξ N ( t ) d δ F ( 1 ) d t = η 1 2 τ r δ Δ N ( 1 ) + ξ F ( t ) ,
ξ N ( t ) ξ N * ( t + τ ) = D NN δ ( τ )
ξ F ( t ) ξ F * ( t + τ ) = D FF δ ( τ ) ,
ξ N ( t ) ξ F * ( t + τ ) = ξ F ( t ) ξ N * ( t + τ ) = 0 .
{ d δ Δ N ( 2 ) d t = η τ r δ Δ N ( 2 ) 2 τ ph δ F ( 2 ) 2 κ δ Δ N ( 1 ) ( t ) δ F ( 1 ) ( t ) d δ F ( 2 ) d t = η 1 2 τ r δ Δ N ( 2 ) + κ δ Δ N ( 1 ) ( t ) δ F ( 1 ) ( t ) ,
{ δ Δ N ^ ( 1 ) ( ω ) = 1 D ( ω ) [ 2 τ ph ξ ^ F ( ω ) + j ω ξ ^ N ( ω ) ] δ F ^ ( 1 ) ( ω ) = 1 D ( ω ) [ ( η τ r + j ω ) ξ ^ F ( ω ) + ( η 1 2 τ r ) ξ ^ N ( ω ) ]
D ( ω ) = η 1 τ r τ ph ω 2 + j ω η τ r .
{ δ Δ N ^ ( 2 ) ( ω ) = 2 κ 1 τ ph + j ω D ( ω ) ( δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) ) = K N ( ω ) ( δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) ) δ F ^ ( 2 ) ( ω ) = κ 1 τ r + j ω D ( ω ) ( δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) ) = K F ( ω ) ( δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) ) ,
RIN ( ω ) = FT [ δ F ( t ) δ F * ( t + τ ) ] F ¯ 2 .
FT [ δ F ( 1 ) ( t ) ( δ F ( 2 ) ( t + τ ) ) * ] = δ F ^ ( 1 ) ( ω ) ( δ F ^ ( 2 ) ( ω ) ) *
= K F * ( ω ) δ F ^ ( 1 ) ( ω ) ( δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) ) * .
δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) = FT [ δ F ( 1 ) ( t ) δ Δ N ( 1 ) ( t ) ]
FT [ δ F ( 1 ) ( t ) ( δ F ( 2 ) ( t + τ ) ) * ] = K F * ( ω ) FT [ δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) δ Δ N ( 1 ) ( t + τ ) ) * ] .
δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) δ Δ N ( 1 ) ( t + τ ) ) * = 0 ,
FT [ δ F ( 1 ) ( t ) ( δ F ( 2 ) ( t + τ ) ) * ] = 0 .
FT [ δ F ( 2 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ] = 0 .
RIN ( ω ) = FT [ δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ] F ¯ 2 + FT [ δ F ( 2 ) ( t ) ( δ F ( 2 ) ( t + τ ) ) * ] F ¯ 2
= RIN ( 1 ) ( ω ) + RIN ( 2 ) ( ω ) .
RIN ( 1 ) ( ω ) = FT [ δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ] F ¯ 2 = | δ F ^ ( 1 ) ( ω ) | 2 F ¯ 2
RIN ( 1 ) ( ω ) = 1 F ¯ 2 | D ( ω ) | 2 [ ( η 1 2 τ r ) 2 D FF + [ ( η τ r ) 2 + ω 2 ] D NN ] ,
ξ ^ F ( ω ) ξ ^ N * ( ω ) = ξ ^ N ( ω ) ξ ^ F * ( ω ) = 0 .
RIN ( 2 ) ( ω ) = FT [ δ F ( 2 ) ( t ) ( δ F ( 2 ) ( t + τ ) ) * ] F ¯ 2 = | δ F ^ ( 2 ) ( ω ) | 2 F ¯ 2 ,
RIN ( 2 ) ( ω ) = | K F ( ω ) | 2 F ¯ 2 | δ F ^ ( 1 ) ( ω ) * δ Δ N ^ ( 1 ) ( ω ) | 2 ,
RIN ( 2 ) ( ω ) = | K F ( ω ) | 2 F ¯ 2 | A ^ 2 ( ω ) | 2 = | K F ( ω ) | 2 F ¯ 2 FT [ A 2 ( t ) A 2 * ( t + τ ) ] .
A 2 ( t ) A 2 * ( t + τ ) = δ F ( 1 ) ( t ) δ N ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) δ N ( 1 ) ( t + τ ) ) *
A 2 ( t ) A 2 * ( t + τ ) = δ F ( 1 ) ( t ) δ N ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) δ N ( 1 ) ( t + τ ) ) * + δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ( δ N ( 1 ) ( t ) δ N ( 1 ) ( t + τ ) ) * + δ F ( 1 ) ( t ) ( δ N ( 1 ) ( t + τ ) ) * δ N ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) *
| A ^ 2 ( ω ) | 2 = C δ ( ω ) + ( FT [ δ F ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ] ) * ( FT [ δ N ( 1 ) ( t ) ( δ N ( 1 ) ( t + τ ) ) * ] ) + ( FT [ δ F ( 1 ) ( t ) ( δ N ( 1 ) ( t + τ ) ) * ] ) * ( FT [ δ N ( 1 ) ( t ) ( δ F ( 1 ) ( t + τ ) ) * ] )
| A ^ 2 ( ω ) | 2 = C δ ( ω ) + | δ F ^ ( 1 ) ( ω ) | 2 * | δ N ^ ( 1 ) ( ω ) | 2 + δ F ^ ( 1 ) ( ω ) ( δ N ^ ( 1 ) ( ω ) ) * * δ N ^ ( 1 ) ( ω ) ( δ F ^ ( 1 ) ( ω ) ) * .
| A ^ 2 ( ω ) | 2 = C δ ( ω ) + U 1 ( ω ) [ ( η 1 τ r τ ph ) 2 D NN D FF + 2 ( η τ r ) 2 ( 2 τ ph ) 2 D FF 2 ] + U 2 ( ω ) [ ( η 1 2 τ r ) D NN + ( 2 τ ph ) D FF ] 2 + U 3 ( ω ) [ ( η 1 2 τ r ) 2 D NN 2 + ( 2 τ ph ) 2 D FF 2 + ( η τ r ) 2 D NN D FF ] + U 4 ( ω ) D NN D FF ,
U 1 ( ω ) = ( | D ( ω ) | 2 ) * ( | D ( ω ) | 2 )
U 2 ( ω ) = ( ω | D ( ω ) | 2 ) * ( ω | D ( ω ) | 2 )
U 3 ( ω ) = ( | D ( ω ) | 2 ) * ( ω 2 | D ( ω ) | 2 )
U 4 ( ω ) = ( ω 2 | D ( ω ) | 2 ) * ( ω 2 | D ( ω ) | 2 ) .
N tot = N kT + N sn + N RIN .
N sn = 2 | H ( ω ) | 2 Riq
N RIN = R | H ( ω ) | 2 i 2 × RIN ,
RIN = 2 q i ( N tot N kT N sn 1 ) ,
V m = 3 w ( r ) d 3 r max [ w ( r ) ]
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