Abstract
Macroscopic superconducting components are an important building block of various quantum circuits. Since several of the envisioned applications require exposure to magnetic fields, it is of utmost importance to explore the impact of magnetic fields on their performance. Here we explore the complex pattern of magnetic field penetration and identify its impact on the resonance frequency of NbTiN superconducting resonators by combining magneto-optical imaging and high-frequency measurements. At temperatures below approximately half of the superconducting critical temperature, the development of magnetic flux avalanches manifests itself as a noisy response in the field-dependent resonance frequency. Magneto-optical imaging reveals different regimes and distinguishes the impact of avalanches in the ground plane and resonator. Our findings demonstrate that superconducting resonators represent a valuable tool to investigate magnetic flux dynamics. Moreover, the current blooming of niobium-based superconducting radio-frequency devices makes this report timely by unveiling the severe implications of magnetic flux dynamics.
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Introduction
Superconducting coplanar waveguide (CPW) resonators have become an essential component of quantum circuits due to their ability to readout different qubit systems. These CPW resonators combine a conventional fabrication method with superior quality factors needed to perform circuit quantum electrodynamics. During the last decade, careful design and material selection has resulted in quality factors reaching values up to 106â107â1,2. In order to obtain this high performance, the CPW resonators must be screened from external damping sources among which magnetic flux quanta play a particularly detrimental role. Although efficient magnetic screening can be achieved, this is not always a viable option since some qubit implementation schemes such as spin ensembles in solid-state systems3,4,5, phase-slip qubits6,7,8,9, and trapped electrons10,11, require inevitable exposure to a magnetic field. For these systems, it is crucial that the resonator characteristics remain unaffected under an external magnetic field. Unfortunately, previous studies have shown that increasing the magnetic field leads to a decrease in the quality factor as well as the resonance frequency of the resonator12,13,14,15,16,17. Consequently, the identification of new strategies and designs for increasing the magnetic field resilience of superconducting CPW resonators remains a subject of major technological significance.
The deleterious effect of magnetic field on the resonator characteristics can be attributed to the penetration of magnetic flux quanta or vortices18. Their interaction with the induced radio-frequency (RF) currents gives rise to the absorption of energy and consequently dissipation which translates into a decrease in the resonator performance. This indicates that not only the amount of vortices penetrating the CPW resonator is relevant but also their exact location. In particular, the presence of vortices should be avoided in regions of maximal RF currents and/or magnetic field19. Two approaches can be adopted with the aim to lessen vortex-induced losses: (i) hinder their movement, and (ii) decrease their number in the critical regions. Several works have focused on the first approach by creating artificial pinning sites13,14,15,17,20. Alternatively, it has been shown that reducing the ground plane21, or dividing the ground plane into fractal structures22,23 permits to decrease the demagnetization effects and decrease the field penetration.
In order to seize and quantify the impact of the aforementioned mitigation strategies, the complete sample surface should be taken into account. To that end, a macroscopic technique capable of visualizing the magnetic flux penetration and structural weak points is essential. Magneto-optical imaging (MOI) has proven to be an excellent tool for examining macroscopic structures such as superconducting CPW resonators with μm spatial resolution24,25. In order to make morphometric criteria-based decisions for field-resilient CPW resonators, the macroscopic image of a full device must be complemented and compared to high-frequency transmission measurements.
In this work, we investigate the effect of the magnetic field penetration on a superconducting CPW resonator. To that end, we designed a sample containing two λ/4 resonators able to be characterized by MOI and high-frequency measurements at several temperatures. Our results show that both observed resonances follow the expected temperature behavior determined by the kinetic inductance of the material. We analyzed the field dependence of the high-frequency measurements and observed several different regimes in the behavior of the resonance frequency. These regimes were directly correlated to the MOI observations, with a particular focus on the noisy behavior in the resonance frequency that can be attributed to the development of thermomagnetic instabilities precursors of abrupt flux avalanches. Based on our findings, we suggest several ways to optimize the field resilience of future CPW resonators.
Results and Discussion
Sample design
The superconducting resonators investigated in this work consist of a 100ânm thick NbTiN layer sputtered on a sapphire substrate, as schematically represented in Fig. 1a. A critical temperature of 16.5âK was obtained using SQUID magnetometry on a reference layer of 100ânm. Several identical samples were fabricated in order to allow comparison between the MOI and RF measurements. In order to fit the complete resonator structure in the field of view of the MOI setup a substrate size of (5âÃâ4)âmm2 with a superconducting region of interest of (2.5âÃâ2.5)âmm2 was chosen. In this superconducting region two overcoupled, hanger-type λ/4 resonators with length 4089âμm and 3953âμm were capacitively coupled to a central feedline. The central conductor has a width wâ=â20âμm with a separation from the groundplane of sâ=â10âμm resulting in a 50âΩ impedance.
Resonator characteristics
The resonance frequencies, fr, at 7.06âGHz and 7.44âGHz corresponding to each resonator manifest themselves as an absorption dip in the S21 transmission spectrum. The resonance dips showed a pronounced skewness likely due to an impedance mismatch caused by the lengthy wire bonds (â~âmm) required to fit the high-frequency setup26,27,28. In Fig. 1b the magnitude of the transmission is shown for different temperature values. As the temperature increases from lower (blue) to higher (red) values, the resonance frequency shifts to lower values and the full width at half maximum increases, indicating an increase in losses. Figure 1c displays the temperature-induced relative frequency shift \(\delta f=\left[f(0)-{f}_{r}\right]/f(0)\) of both resonance features. The resonance frequencies 7.06âGHz and 7.44âGHz with corresponding internal quality factors of ~2000 and ~800 were obtained following the fitting routine described in ref. 29.
In general, the resonance frequency of a λ/4 resonator is determined by the expression \({f}_{r}=1/(4l\sqrt{{L}^{{\prime} }{C}^{{\prime} }})\), whereâlâcorresponds to the resonator length, and \({L}^{{\prime} }\) and \({C}^{{\prime} }\) are the inductance and capacitance per unit length, respectively30. The resonance frequencies were originally designed based solely on a geometric inductance contribution of \({L}_{g}^{{\prime} }=4.19\cdot 1{0}^{-7}\,\)Hmâ1. However, it is essential to consider the contribution of the kinetic inductance, which is dependent on the superconducting energy gap. By utilizing an interpolation formula for the superconducting energy gap, \({{\Delta }}(T)\approx {{\Delta }}(0)\tanh (1.74\sqrt{{T}_{c}/T-1})\), the following expression for the temperature-dependent kinetic inductance is obtained31,32 :
whereby \({L}_{k}^{{\prime} }(0)\propto \frac{l}{w}\frac{{R} h}{2{\pi }^{2}{{\Delta }}(0)}\) with l and w corresponding to the length and width of the resonator, R the normal state sheet resistance, h and kB are Planckâs and Boltzmannâs constants, and T is the temperature31,32. By combining the general expression for the resonance frequency and Equation (1), the temperature-dependent resonance frequency can be fitted with fitting parameters \({L}_{k}^{{\prime} }(0),{T}_{c}\) and \({L}_{g}^{{\prime} }\). The fit for both resonators is indicated in dashed black lines in Fig. 1c, with parameters \({L}_{g}^{{\prime} }=(3.82\pm 0.005)\cdot 1{0}^{-7}\,\)Hmâ1, \({L}_{k}^{{\prime} }(0)=(3.73\pm 0.006)\cdot 1{0}^{-8}\,\)Hmâ1, Tcâ=â(17.27â±â0.02) K and \({L}_{g}^{{\prime} }=(3.89\pm 0.007)\cdot 1{0}^{-7}\,\)Hmâ1, \({L}_{k}^{{\prime} }(0)=(5.11\pm 0.009)\cdot 1{0}^{-8}\,\)Hmâ1, Tcâ=â(17.21â±â0.02) K for the shorter and longer resonator respectively. The excellent fit demonstrates that the resonance frequency serves as a very sensitive probe for any variation of the superconducting energy gap.
Magnetic field response of the resonators
Let us investigate the response of the resonators as a function of the applied out-of-plane magnetic field (μ0Ha). Figure 2a shows the resonance frequency of the longer resonator after a zero-field cooling process and subsequent sweeping of the magnetic field at the fixed temperature of 5âK. For the sake of clarity, we have unfolded the magnetic field cycle in such a way that the abscissa can be associated to the measurement chronology. Note that as magnetic field increases, the resonant frequency shifts down with an average rate smaller than the subsequent increase rate of fr when decreasing field. In other words, fr(μ0Ha) exhibits an irreversible response when cycling the applied magnetic field. This hysteric behavior of fr is a universal feature which has been shown for Nb15,33, NbN34, YBCO35, MgB236, and Al37 CPW resonators and can be linked to the inhomogeneous distribution of current, Irf, shaking an inhomogeneous magnetic flux distribution. As shown in Supplementary Note 1 the internal quality factor has a very similar magnetic field dependence. This demonstrates that the same interplay defines dissipation in these resonators.
A close inspection of Fig. 2a allows us to identify several different features which should be associated with the peculiarities of the magnetic field penetration in the complete structure. As we will demonstrate below, in order to identify the non-local magnetic origin of these features it is essential to map the magnetic field distribution in the entire device (shown in Fig. 2d). Figure 2a shows that the resonance frequency maximizes at μ0Haâ=â0âmT, where little magnetic flux (mainly due to frozen earth magnetic field) remains trapped in the resonators. In the field range 0mTâ<âμ0Haâ<â0.4âmT, screening Meissner currents circulate in the ground plane (point (I) in Fig. 2a, d). Note that the ground plane and the resonators are capacitively coupled to the central excitation line. In other words, the ground plane and resonators are physically disconnected from the excitation line and surround it. Therefore, the structure can be regarded as topologically equivalent to a ring surrounding a disk. Due to demagnetization effects, the Meissner currents circulating clockwise in the ground plane (see grey arrows in image (I) of Fig. 2d), produce a magnetic field of opposite polarity than the applied field all along the inner border of the ground plane and a small positive field inside the central hole (where the feed line sits). As long as 0mTâ<âμ0Haâ<â0.4 mT the resonators are protected by the screening currents in the ground plane and fr gently decreases as magnetic field increases.
At μ0Haâ=â0.5âmT a peculiar event, known as magnetic perforation takes place. This event consists of a sudden breakdown of the screening currents in the ground plane with a simultaneous injection of magnetic flux inside the central hole38,39,40. This abrupt change of the magnetic field at the rim of the resonators marks the start of a steeper magnetic field dependence of fr. The injection of the magnetic field becomes more apparent in the differential image (i.e. subtraction of two images taken a two consecutive magnetic fields) shown in Fig. 2e corresponding to point (I) in which the nucleation point of the magnetic perforation has been indicated with a dotted circle.
As the magnetic field is progressively increased beyond the magnetic perforation point (0.5mTâ<âμ0Haâ<â5âmT), fr(μ0Ha) exhibits a noisy behavior with a global linear decrease as the magnetic field increases. This noisy regime is better seen in the derivative dfr/dμ0Ha shown in Fig. 2b. The origin of this jumpy behavior can be traced back to the development of magnetic flux avalanches caused by thermomagnetic instabilities41. A snapshot of the magnetic landscape after triggering some finger-shaped flux avalanches at the point labeled (II) is shown in Fig. 2d. These avalanches are neither fully reproducible42,43 nor totally random and could equally originate at border spots with high degree of perfection or defects40,44.
When decreasing the magnetic field from μ0Haâ=â5 mT, the local magnetic field inverts its polarity at the border of the sample even before the applied field changes polarity45,46,47. In this case, antivortices nucleate at the border of the sample and annihilate with the trapped vortices. At the beginning, this process takes place smoothly and leads to an effective removal of magnetic flux from the resonators. Since no flux avalanches occur in this regime, the fr(μ0Ha) curve does not exhibit any jumpy behavior (see point (III) in Fig. 2a, d). The fact that the flux is efficiently removed from the border of the resonators due to the pronounced decrease of the total magnetic field at the sampleâs borders gives rise to a lower density of vortices when decreasing field than for increasing field for the same applied field45,46,47. This irreversible behavior, in turn, leads to a steeper increase of fr(μ0Ha) as μ0Ha decreases as compared to the up sweep branch. Note that in this regime flux avalanches are no longer triggered although those created previously leave a frozen imprint on the magnetic landscape and may act as channels for the penetration of antivortices48. The differential imaging shown in Fig. 2e-(III) clearly demonstrates that no avalanches develop in this regime.
The smooth regime finishes at a certain field μ0H*âââ2.5âmT. Further decreasing the applied field beyond this point, triggers avalanches of flux with opposite polarity to the applied field. This is naturally accompanied by a jumpy fr(μ0Ha) response all the way down to μ0Haâ=ââ5âmT. Snapshots of the actual magnetic landscape and the differential imaging for point (IV) within this regime are shown in Fig. 2d, e. A zoom of the transition from smooth to jumpy evolution of fr(μ0Ha) is shown in the inset of Fig. 2a, corresponding to the framed area. Note here that abrupt jumps which tend to increase fr are followed by smooth linear regions where fr decreases. This behavior can be explained as follows: after the event of a flux avalanche, the magnetic field and current at the border of the resonator are relaxed, and therefore fr increases. As μ0Ha increases further, the system builds up magnetic pressure (local field and current increases at the border of the resonator), and therefore fr slowly decreases.
It is interesting to note the presence of a kink in the vicinity of the middle zone of the noisy regime in panel (a), indicated by a red arrow. In order to identify the origin of this feature, we have measured the local magnetic field B in different regions of the device and computed the perpendicular component of the induced field Bindâ=âBâââμ0Ha. The resulting induced field Bind as a function of the applied field is shown in Fig. 2c for the resonator (blue dots), the gap separating the resonator from the ground-plane (red downwards triangles), and the ground plane in between the meander shape resonator (grey upwards triangles). These regions are indicated with the same color code in the inset of Fig. 2c. This figure shows that the kink in the fr(H) curve arises at the same moment when the local induced field in the ground plane starts to increase as a consequence of the development of magnetic flux avalanches in the ground plane. These events relieve the magnetic pressure everywhere in the resonator and tend to slow down the decrease of the resonance frequency. A selection of MOI images of the resonator meander showing the point avalanches is available in Supplementary Note 2.
The magnetic and induced field profiles over the magnetic sweep of the region indicated in the inset of Fig. 2c can be found in Supplementary Movie 1. Similarly, the evolution of the Bind(μ0Ha) curve as a function of the measurement location along the same region can be found in Supplementary Movie 2.
Temperature response of the resonators
As shown in the previous section, flux avalanches have a critical impact on the overall performance of the CPW resonators. In Fig. 3 we identify the transition from the flux avalanche regime to smooth magnetic penetration using both the magnetic field dependent resonance frequency and the MOI images. Figure 3a shows the magnetic flux penetration after zero-field cooling for three different temperatures (5, 9, and 12âK) at the same applied field μ0Haâ=â1.1âmT. Finger-like avalanches clearly visible at 5âK are no longer present at 9 and 12âK. Indeed, it is well known that the occurrence of thermomagnetic instabilities is restricted to low temperatures (roughly for Tâ<âTc/2). At Tâ=â9âK, it is observed that border defects act as magnetic faucets from where magnetic flux is injected into the ground plane, a phenomenon which has been described in detail in ref. 44. At Tâ=â12âK, the sample has been largely penetrated by the magnetic field and as the magnetic field increases, non-penetrated white regions shrink and converge to form discontinuity lines where the supercurrents change direction49.
As we have pointed out above, the magnetic flux avalanche activity becomes more apparent when decreasing the applied field below a certain threshold value μ0H* after reaching full penetration. This effect is a direct consequence of the high energy release produced by the vortex-antivortex annihilation which facilitates the development of avalanches with opposite polarity than the applied field. The threshold field μ0H* at which anti-avalanches are triggered can be identified either as the onset of jumpy fr(μ0Ha) response (shadowed region in Fig. 3b) or can be directly obtained from the MOI measurements. Figure 3c shows the threshold field μ0H* as a function of temperature obtained by these two independent methods for the decreasing (â½) and increasing (â³) branches of the hysteresis loops. To ensure consistency, we repeated the experiment during a second cooldown at 5âK and 9âK. As a result, Fig. 3c displays multiple data points for these temperatures. As T increases μ0H* progressively diminishes showing no magnetic flux avalanche activity above 10âK. Figure 3d shows MOI images acquired in the decreasing branch of the hysteresis loop at μ0Haâ=â0.2âmT which corresponds to the dotted line shown in panel (c) and illustrating the presence of antiflux avalanches at 5 and 9âK and their absence at 12âK.
A complete animation of the evolution of the magnetic landscape during the magnetic loop can be found in Supplementary Movie 3.
Conclusion
We explored NbTiN CPW resonator structures using both magneto-optical imaging and RF transmission experiments. A clear and unambiguous correspondence is demonstrated between both independent methods. This allows us to directly link the complex magnetic field penetration to the changes in the resonance frequency in an applied magnetic field. Major attention is drawn to magnetic flux avalanches, which drastically impact the resonance frequency of the device when triggered. Based on the measurements and analysis presented above, we can devise a roadmap for design optimization of the superconducting resonators with the goal of improving their resilience and performance under perpendicular magnetic fields.
In order to increase the threshold field needed for magnetic perforation, it is essential to decrease the local field at the outer rim of the ground plane. In the Meissner state this local field can be approximated as \(\approx \sqrt{W/t}{\mu }_{0}{H}_{a}\)50, where W is the width of the ground plane and t is the thickness of the superconducting film. Therefore, the desired effect can be achieved by reducing the lateral dimension W of the ground plane.
If flux avalanche-induced noise needs to be suppressed, a possible solution consists in reducing the pitch of the meanders. Indeed, it has been shown in ref. 51 that thermomagnetic instabilities are progressively suppressed as the width of the superconductor decreases and are fully absent below certain threshold value. This is similarly exemplified in the field resilience of nanowire NbTiN resonators52. Alternatively, by introducing artificial roughness along the borders of the superconducting device it should be possible to shrink the HâââT region where avalanches occur44,53.
It has been demonstrated that the introduction of periodic pinning such as through holes can be beneficial for reducing the losses caused by the flux shaking. However, this may only hold at high enough temperatures where flux avalanches do not take place. Indeed, it is known that this kind of pinning may actually favor the triggering of magnetic flux avalanches and deteriorate the performance of the device at low temperatures54,55. Another interesting approach consists in adding pinning centers in the resonator there where the RF local field maximizes, as proposed in ref. 56.
It may be worth exploring the possibility to keep the magnetic flux at bay by introducing asymmetric pinning landscapes forming flux lenses57. Although the efficiency of this sort of ratchet potentials have been demonstrated at relatively low frequencies, their performance at GHz seem to be less promising58.
Even though the investigated maximum applied magnetic field of 5âmT may seem significant, the required field intensities for various applications can exceed the range explored in this work. For instance, in solid-state systems the required field typically falls within the range of 15â200âmT3,4,5, for phase-slip qubits the range is around 0.3âmT6,7, whereas it lies in the tesla range for trapped electrons10,11. It is worth noting that while the magnetic field is applied in-plane in some of these systems, a slight misalignment can introduce a significant perpendicular field component.
It is interesting to mention that some high-Tc superconductors such as YBa2Cu3O7 do not exhibit much flux avalanche activity, at least at field rates normally used in the laboratory. However, the possibility exists that the rapidly oscillating RF field and the associated huge rate of change stimulate the otherwise absent flux avalanches in these materials. Therefore, it would be interesting to extend the present work to perform MOI and frequency measurements simultaneously. This endeavour risks to be highly non-trivial since the proximity of the Al mirror and the magnetic indicator needed for MOI measurements may substantially distort the performance of the resonators. If nevertheless one succeeds in this task, it will be possible to discern if the RF excitation itself promotes or stimulates magnetic flux avalanches59.
Methods
Sample fabrication
The resonators were fabricated on a double side polished (430â±â25)âμm thick C-plane Al2O3 wafer. First, the wafer was cleaned using a standard 5:1:1 RCA process of deionized water, ammonia water, and H2O2 respectively and heated to 80â°C for 10âmin60. Subsequently, one side of the wafer was covered by 100ânm NbTiN by sputtering on a target of Nb81.9Ti18.1N61 in a near-UHV sputter system, under an Ar:N2 partial gas pressure ratio of 60:37. Prior to, and during deposition the wafer was annealed at 660â°C for 30âmin. Subsequently, the coplanar waveguide resonators are patterned on the sample side using a PMMA A4 mask, pre-baked at 180â°C. An e-spacer 300Z conduction layer is applied to mitigate charging issues that may arise. After development in IPA:H2O 4:1, an Ar/Cl (4:50 sccm) ICP plasma etches the metal62,63. Finally, the remainder of the resist was removed by heated acetone.
RF measurements
High-frequency measurements were performed using a Keysight P5003B Streamline Vector Network Analyzer in a Janis 3He cryostat. The input line was attenuated with 60dB, which was distributed across different temperature stages within the cryostat. The sample was pasted onto an oxygen-free copper holder and connected via wire bonding to an RF holder with a sample space of (7âÃâ4)âmm2. A 4â8âGHz circulator/isolator and 4â8âGHz high-electron-mobility transistor (LNF-LNC4_8C) were connected at the 4âK stage (cooling powerâ~â100âmW) after the output line of the sample, amplifying the signal back to the second port of the VNA. The magnetic field was applied perpendicular to the sample using a superconducting magnet with a sweep rate ofâ~â184 Oe/s, as illustrated in Fig. 1a. To compensate for the remanent field, the sample was field cooled (ââ0.2âmT) before every measurement cycle. A measurement cycle consists of sweeping the magnetic field as follows : 0âââ5ââââ5âââ5âââ0 mT completing a full loop. Initial field cycles were executed with a driving power of â40âdBm and compared to a higher driving power of 0 dBm. As there was no significant difference all measurements were executed at 0 dBm.
MOI technique
Direct visualization of the magnetic flux landscape was obtained by magneto-optical imaging. This technique is based on the Faraday rotation of linearly polarized light in a 3âμm-thick Bi-doped yttrium iron garnet (indicator) with in-plane magnetic domains, placed on top of the investigated sample64. Since the rotation of polarization is proportional to the local magnetic field Bz at the indicator, the use of an analyzer oriented perpendicularly to the initial direction of polarization results in images where the intensity is proportional to Bz. The images are acquired with a CCD camera and have a pixel size of 1.468âÃâ1.468âμm2. Post-image processing was done to remove the inhomogeneous illumination and field-independent background, using the ImageJ software. More information about the MOI setup can be found in ref. 65. Low temperature MOI measurements are performed in a closed-cycle cryostat with an estimated cooling power ofâ~â100âmW at 4âK. The external magnetic field was applied through a copper coil with an experimentally determined sweep rate ofâ~440âOe/s. MOI allows to record spatial maps of the magnetic flux and thus obtain direct information on the location and size of each event.
SQUID magnetometry
Magnetic measurements were carried out in a superconducting quantum interference device magnetometer (Quantum Design SQUID VSM MPMS3). The DC magnetization versus temperature was measured in a parallel applied field upon heating the sample from 1.8 to 300âK under a remanent magnetic field in the order of 0.01 mT. The critical temperature Tc was defined as the highest temperature with a measurable diamagnetic magnetization contribution on top of the linear background. A demagnetization procedure was conducted at 300âK prior to the measurement by oscillating the field from -7 Tesla to near zero to minimize the remanent magnetic field from the superconducting magnet66.
Data availability
The data that support the plots of this paper and other findings within this study are available from the corresponding author upon reasonable request.
Code availability
The codes used for this study are available from the corresponding author upon reasonable request.
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Acknowledgements
The authors acknowledge support from the EU COST action SUPERQUMAP CA21144, the Fonds de la Recherche Scientifique - FNRS under the grants Weave-PDR T.0208.23 and CDR J.0176.22, the Research Foundation Flanders (FWO, Belgium), Grants No. G0D7723N and 11K6523N, and the KU Leuven C1 program  C14/21/083. N.L. acknowledges support from FRS-FNRS (Research Fellowships FRIA) and S.M. acknowledges support from FRS-FNRS (Research Fellowships ASP). I.C. and A.G. acknowledge support by the European Unionâs H2020 research and innovation program, grant no. 804988 (SiMS) and 828948 (AndQC). The authors thank Christian Haffner for his valuable support regarding the experimental development of the high-frequency setup.
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L.N. and B.R. designed the devices, I.C. and A.G. fabricated the devices, N.L. and S.M. executed MOI measurements, L.N., J.C. and H.D. executed RF measurements, S.B. executed SQUID magnetometry. The manuscript was written by L.N., N.L., A.V.S., and J.V.V. with the help from all other authors. All authors discussed the results and reviewed the manuscript. J.V.V., M.J.V.B., B.R., and A.S. initiated and supervised the research.
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Nulens, L., Lejeune, N., Caeyers, J. et al. Catastrophic magnetic flux avalanches in NbTiN superconducting resonators. Commun Phys 6, 267 (2023). https://doi.org/10.1038/s42005-023-01386-8
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DOI: https://doi.org/10.1038/s42005-023-01386-8