Abstract
High-resolution X-ray spectroscopy in the sub-nanosecond to femtosecond time range requires ultrashort X-ray pulses and a spectral X-ray flux considerably larger than that presently available. X-ray free-electron laser (XFEL) radiation from hard X-ray self-seeding (HXRSS) setups has been demonstrated in the past and offers the necessary peak flux properties. So far, these systems could not provide high repetition rates enabling a high average flux. We report the results for a cascaded HXRSS system installed at the European XFEL, currently the only operating high-repetition-rate hard X-ray XFEL facility worldwide. A high repetition rate, combined with HXRSS, allows the generation of millijoule-level pulses in the photon energy range of 6–14 keV with a bandwidth of around 1 eV (corresponding to about 1 mJ eV–1 peak spectral density) at the rate of ten trains per second, each train including hundreds of pulses arriving at a megahertz repetition rate. At 2.25 MHz repetition rate and photon energies in the 6–7 keV range, we observed and characterized the heat-load effects on the HXRSS crystals, substantially altering the spectra of subsequent X-ray pulses. We demonstrated that our cascaded self-seeding scheme reduces this detrimental effect to below the detection level. This opens up exciting new possibilities in a wide range of scientific fields employing ultrafast X-ray spectroscopy, scattering and imaging techniques.
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Main
Modern hard X-ray free-electron lasers (FELs) provide ultrabright pulses of X-ray radiation1,2,3,4. In this Article, we discuss a unique combination of a cascaded hard X-ray self-seeding (HXRSS) setup and a multimegahertz-repetition-rate accelerator at the European XFEL5 that allows delivering thousands of pulses of radiation per second, in 10 Hz bursts, with a spectral density up to 1 mJ eV–1 range, thus increasing the average spectral brightness of about two orders of magnitude compared with any other FEL facility. The combination of a high-repetition-rate FEL and an HXRSS setup is currently the only method of enabling new scientific applications requiring a large photon flux in a narrow spectral bandwidth across the hard X-ray spectral region.
Hard X-ray FEL pulses are usually generated by self-amplified spontaneous emission (SASE) starting from shot noise in the electron beam. SASE is characterized by a limited longitudinal coherence6,7,8, and it can be challenging to tailor it for experiments where a very narrow bandwidth and high spectral brightness are required9,10,11,12. Monochromators can passively filter SASE light, but only at the expense of the intensity reaching the sample8. Moreover, at a high-repetition-rate facility like the European XFEL, heat-load effects decrease the monochromator transmission even when applying cryo-cooling13.
Self-seeding14 is an active frequency-filtering process that overcomes many of these issues by increasing the peak brightness of SASE X-ray pulses and decreasing their spectral bandwidth. In a self-seeding scheme, the SASE FEL radiation generated in the first part of an FEL undulator is monochromatized and subsequently amplified to its final properties in the second part. Compared with seeding techniques based on external laser sources15,16,17,18,19,20,21,22, which limit the final output to nanometre wavelengths, the strength of HXRSS is providing radiation with wavelengths around 0.1 nm and below, enabling atomic-resolution experiments. During the past few years, several self-seeding experiments in the hard X-ray regime have demonstrated the robustness and flexibility of this method23,24,25.
However, similar to passive monochromatization at the high repetition rate available at the European XFEL, considerable heat can be deposited in the HXRSS crystal, resulting in intra-train spectral shifts and broadening26,27,28. In this Article, we experimentally study this effect for the first time, finding that below a photon energy of 8 keV, heat-load effects become important. To cope with these detrimental effects, a cascaded two-chicane HXRSS system has been designed and installed at the European XFEL. Here we demonstrate that the use of a cascaded HXRSS setup with two chicanes reduces crystal heat-load effects to below the detection level. Our HXRSS setup provides pulses with a spectral density up to 1 mJ eV–1 range. The unique combination with a multimegahertz-repetition-rate accelerator results in about two orders of magnitude increase in average brightness compared with any other HXRSS setup worldwide.
These results open up exciting possibilities in a wide range of scientific fields. An important class of applications is constituted by Mössbauer spectroscopy at X-ray FELs29,30, including—in particular—nuclear resonances with femto-electronvolt bandwidth for extreme metrology applications with ultraprecise atomic clocks and investigations of condensed-matter dynamics and phase transitions, an important case being the resonant excitation31 of the nuclear clock isomer 45Sc. Such applications require higher spectral brightness (peak and average) than available today at X-ray FELs with or without a monochromator (even at high repetition rates).
Another promising application is constituted by inelastic X-ray scattering, which is also in need of large spectral density32,33. It is often preferable to perform inelastic X-ray scattering at lower photon energies, for instance, below 8 keV. For example, the High Energy Density scientific instrument at European XFEL operates an inelastic X-ray scattering spectrometer using Si(533), Si(333), Si(444) or Si(555) reflection. Working in the backscattering geometry, the angular acceptance is optimized and still maintains good energy resolution. The photon energies for the backscattering of these reflections are in the range around and below 8 keV.
The third important application is constituted by wide-angle X-ray photon correlation spectroscopy (XPCS)34,35. Since speckles and contrast from coherent scattering signals become smaller at higher photon energy, XPCS experiments are best performed at as low a photon energy as possible. The wide-angle scattering geometry also requires a much better defined bandwidth than for coherent small-angle X-ray scattering, typically on the order of 10−4. Many synchrotron beamlines operate such wide-angle XPCS experiments around a photon energy of 6–7 keV. We, therefore, foresee exciting HXRSS wide-angle megahertz-range XPCS applications at the European XFEL, similar to the recent small-angle X-ray scattering–XPCS work done at 9 keV (ref. 36) at the Materials Imaging and Dynamics instrument.
Cascaded HXRSS system
The European XFEL consists of two hard X-ray undulators, namely, SASE1 and SASE2, and one soft X-ray undulator, namely, SASE3 (ref. 5). The cascaded HXRSS system is integrated into the SASE2 undulator (Fig. 1 and Supplementary Section 1). This system can be used in different modes, including the SASE mode (no chicane is used), one-chicane mode (only one of the two chicanes is used) and two-chicane mode (both chicanes are used). For the two-chicane mode, the operation is set up in three subsequent steps, relying on the transmissive monochromator concept37. First, a notch is introduced in the SASE spectrum generated by the first part of undulator U1, by means of transmission through a thin diamond crystal X1, oriented to satisfy Bragg’s condition (Fig. 1a and Supplementary Section 3). In the time domain, this frequency notch corresponds to a trailing wake of monochromatic radiation—the seed—delayed with respect to the main SASE pulse (Fig. 1b). Second, the electron bunch is delayed by a magnetic chicane C1 (Supplementary Section 2) and overlapped with the seed. Since the longitudinal dispersion of the chicane (corresponding to a delay of a few tens of femtoseconds) is large enough to wash out the SASE microbunching and the power in the seed is much larger than the equivalent SASE shot-noise level, the seed can be amplified in a second undulator part U2. These first two steps are common for all the HXRSS systems based on the transmissive monochromator concept. However, unique to our setup, in the third step, the seeded pulse is incident on the second crystal X2 at the same angle as for X1 to further monochromatize the seed pulse and generate another seed. This is then overlapped again with the electron bunch after the second magnetic chicane C2 and further amplified in the last undulator part U3. Amplification of the pulse beyond saturation is enabled by a nonlinear variation in the undulator strength as a function of position. This process, known as tapering, maintains the resonance between electrons and the seeded pulse, and is enabled by the availability of a long hard X-ray undulator with a variable magnetic gap (a total of 35 undulator segments corresponding to 175 m of magnetic length).
Operation with a cascaded HXRSS system leads to clear advantages for X-ray FELs like the European XFEL5, the first hard X-ray facility worldwide driven by a superconducting linear accelerator and operating at a megahertz repetition rate. In contrast to X-ray FELs driven by normal conducting linear accelerators, typically delivering about hundred pulses per second, the European XFEL provides ten bursts of X-ray pulses every second, each burst typically consisting of several hundred pulses (up to 2,700) at an intra-train repetition rate of 4.5 MHz, or subharmonics thereof. Seeded operation at these repetition rates increases the average brightness of the X-ray pulses of up to two orders of magnitude, but at photon energies lower than about 8 keV, it also generates a considerable heat load on the HXRSS crystal, leading to intra-train spectral shifts and broadening26,27,28. In this Article, we report the first experimental results on how cascaded HXRSS can be used to compensate these detrimental effects. The working principle relies on the fact that although the FEL pulse incident on the first crystal X1 is only SASE, the FEL pulse incident on X2 is seeded. Therefore, for fixed and equal incident energies on X1 and X2, the spectrum of the signal incident on X2 has a higher spectral density (Fig. 1). Consequently, the final seed signal in U3 is larger in the case of a cascaded HXRSS monochromator26. In other words, cascading increases the signal-to-noise ratio between the incident seed and SASE background. We use this increased ratio to decrease the incident pulse energy on the crystals compared with what would be needed with a single HXRSS setup. This eases the heat load from FEL radiation, which is dominant at low photon energies, over the contribution of spontaneous radiation26. As a result, cascading two HXRSS setups reduces the heat load and enables HXRSS at megahertz repetition rates.
For photon energies above 8 keV, with an incident pulse energy below 50 μJ, the heat-load impact on the crystal was found to be negligible in our experiments. Therefore, at these photon energies, the cascaded HXRSS system can also be operated in the single-chicane mode. In this case, the second chicane (C2) is chosen to obtain a higher incident pulse energy on the crystal and to simplify the setup procedure.
Table 1 summarizes the performance and main achievements at three photon energies for SASE and cascaded HXRSS. Only the first pulses in each pulse train were considered in this table. At the European XFEL, the seeded mode is requested by users at a high repetition rate at different photon energies currently ranging from 6 to 14 keV. The seeded beam is delivered to users on a regular basis with considerably increased spectral density compared with SASE.
In the following sections, we will report on the best performance in terms of spectral density, on the delivery of high-repetition-rate pulses at 9.0 keV and on the impact of heat load at low photon energies (6.0 and 7.5 keV), which can be minimized by cascaded seeding employing both chicanes (Supplementary Section 9 provides more details concerning the 13.0 keV case). In all of the following illustrations, the electron bunch charge used was 250 pC and the electron-beam energy was 14 GeV.
High spectral density
The highest spectral density achieved at the European XFEL in the single-chicane (C2) mode was obtained by operating with a single bunch per train, that is, at a rate of 10 Hz, at around 9 keV photon energy. Figure 2a shows the seeded performance, with an average pulse energy of 1.2 mJ and a full-width at half-maximum (FWHM) of 0.8 eV, compared with the SASE performance of about 2.2 mJ and FWHM of 20.0 eV. Both spectra are averaged over 1,000 pulses. The background was measured by extracting the crystal and amounted to 400 μJ (Supplementary Section 5). Here the C*(004) reflection was used and the optimum chicane delay was found to be 45 fs.
The seeded pulses reach an average of 1 mJ eV–1 peak spectral density, which is the maximum of the single-shot averaged spectrum shown in Fig. 2a, and hence exceed SASE by a factor of ten. Figure 2b shows the photon fraction within a given bandwidth as a function of that bandwidth. More than 50% of the seeded pulse is enclosed within ±0.5 eV from the central photon energy, compared with less than 2% of the SASE pulse (Supplementary Section 4 discusses the impact of the electron-beam phase-space characteristics on the HXRSS performance). Figure 2c shows a statistical analysis of the seeded data. The peak intensity in each spectrum is represented in a scatter plot, the lowest peaks corresponding to the lowest total pulse energy. Here the FEL pulses were recorded after saturation and undulator tapering was applied. The resolution of the spectrometer was 0.2 eV per pixel (a bent silicon crystal was used as the dispersive element; Methods) and approximately 500 pulses out of the ensemble (1,000 pulses) was within one pixel. The central-energy r.m.s. jitter was 0.17 eV and the FWHM-bandwidth r.m.s. jitter was 0.18 eV. Note that there are almost no pulses with an FWHM bandwidth narrower than 0.5 eV. This is not limited by the spectrometer resolution, which is 0.2 eV. The peak-intensity r.m.s. jitter was about 40% (Supplementary Section 7).
High repetition rate
The high-repetition-rate performance of HXRSS at a central photon energy of Ec = 8,996 eV is reported in Fig. 3. The data were taken in a different operation mode for users, providing 400 pulses per train at 2.25 MHz that amount to 4,000 pulses per second. As discussed earlier, the setup relies on the second chicane (C2) only, and operates with the symmetric C*(004) reflection. However, the optimum chicane delay was found to be 19 fs, much shorter than in the previous section, due to an effectively shorter bunch length of the electron beam.
The spectral analysis made on a single train (Fig. 3a) showed neither deviation from the central photon energy along a train nor changes in the spectral bandwidth. The FWHM, averaged over 100 pulses, is around 1.3 eV. For Fig. 3a,b, we estimated a spectrometer resolution of 0.3 eV per pixel (a bent diamond crystal was used as the dispersive element; Methods). Even for the case here, this confirmed that there was no visible degradation in the seeding quality and stability caused by the heat load of the crystal. Therefore, the pulse energy could be taken as the relevant figure of merit and the X-ray gas monitor (XGM) detector was used as a diagnostics device throughout the run38,39. Figure 3c shows the distribution of pulse energies recorded by the XGM as a function of the intra-train pulse number after orbit correction. The first pulses in the train are systematically underperforming due to a slightly different orbit, ascribed to imperfect correction (Supplementary Section 6). The non-perfect orbit correction also resulted in a reduced average peak spectral density (Fig. 3b) compared with the best performance reported in Fig. 2a. HXRSS still increased the peak spectral density by about 4.5 times compared with the best SASE performance reached on the same day (Fig. 3b). On average, the seeded pulse carried about 800 μJ energy, compared with about 3 mJ for the SASE case. The SASE background was estimated by extracting the crystal and amounted to less than 250 μJ.
Mitigation of heat load by cascaded HXRSS
At lower photon energies, namely, 6.0 and 7.5 keV, the energy absorbed by the seeding crystal increases, and heat-load effects in the single-chicane setup become measurable and detrimental. For a 100 μm crystal, we estimate40 the absorbed FEL pulse energy at 6.0 keV to be about 31% of the total and at 7.5 keV, to be about 17%; at 9.0 keV, it drops to 10%. For an incident pulse energy on the crystal of 40 μJ, this results in 12.4, 6.8 and 4.0 μJ of absorbed energy, respectively. It should be noted that the HXRSS system at the European XFEL does not rely on cooling of the crystals. As discussed in another work26, the heat does not have time to diffuse to the crystal edges between pulses in a pulse train, leading to a situation where steady state cannot be reached.
The performance of HXRSS at 6 keV was studied by seeding with the second chicane C2 for different amounts of incident SASE energies on the crystal. During this experiment, the chicane delay was 30 fs and the crystal reflection used was C*(111). The results are illustrated in Fig. 4, where we show the colour-coded spectra for different pulses along the train averaged over 900 trains. Here ΔE is defined as the photon energy difference with respect to the central energy. The accelerator was running at a repetition rate of 2.25 MHz with 100 pulses per train. However, the high-resolution hard X-ray (HIREX) spectrometer was only recording one spectrum out of every four pulses. Therefore, for a total of 100 pulses, only 25 pulses are shown on the horizontal axis (Fig. 4). The study was performed with the undulator part after C2 (responsible for amplification) open (Fig. 4a,c,d, where the effect of the notch on the spectrum is visible) and closed (Fig. 4b, where the seeded signal after amplification is shown).
In the case of an average incident SASE energy of 50 μJ, a change in the shape of the spectral notch along the train can be observed (Fig. 4a): within 100 pulses, it becomes wider, with a central shift of about 0.8 eV. The width of the spectral notch increases from 0.7 to 1.8 eV, which is comparable with the HXRSS bandwidth, namely, 1.0 eV FWHM. The corresponding amplified signal is shown in Fig. 4b: the effect of the 0.8 eV shift in the notch is reflected in an analogous shift in the spectral peak of the self-seeded signal. When incident with about 10 μJ (Fig. 4c), there are no heat-load effects on the notch. However, the incident energy is too small for signal amplification. Finally, in the case of about 200 μJ incident average SASE energy (Fig. 4d), one can observe a much stronger influence of the heat load, and the seed could not be amplified anymore. This is attributed to a combined effect of poor seed signal due to the widening notch bandwidth and a spoiled electron beam.
Similar studies have been performed at 7.5 keV, using the same crystal reflection C*(111). In this case, the optimal incident SASE energy level was found to be 35–40 μJ, as recorded by the XGM (Supplementary Section 8). Once the optimal incident SASE FEL pulse energy was found, working at 2.25 MHz repetition rate but with 400 pulses per train, we observed a change in the notch shape, and a shift in the central energy of 1.6 eV, qualitatively similar to the 6.0 keV case (Fig. 5a).
To mitigate the heat-load effect on the crystal, simultaneously seeding with both HXRSS systems (C1 + C2) was performed, with delays set to 24 and 16 fs, respectively. In the case of C1 + C2, the energy level incident on the first and second crystals was estimated to be in the few microjoules level. However, since it was already seeded by the first crystal (Fig. 5b), a higher signal-to-noise ratio could be achieved, the signal being the incident seed and the noise being the incident SASE. Note that in Fig. 5b, both SASE background and seed signal from the first chicane are visible at the same energy (7.5 keV in this case). If the first crystal is removed, the second crystal would be hit by a small and relatively broadband SASE pulse around the main peak (Fig. 5b). By inserting the first crystal, instead, we seed with the peak at Eph = Ec. This peak is about a factor of five higher than the SASE maximum, and this factor of five is the signal-to-noise increase in the incident peak spectral density. The higher spectral density available for the generation of the seed signal after the second chicane resulted in a spectrum with about 0.9 eV FWHM bandwidth, and with central energy changes along the train smaller than the spectrometer resolution (Fig. 5c).
Different performances obtained for seeding with C1 only, or with C1 + C2, are summarized in Fig. 5d. Data refer to a single pulse in the train, averaged over 1,000 trains, and correspond to the best performances achieved (on different days). In the case of seeding with C1 only, the central photon energy Ec is 7,440.7 eV with 270 μJ eV–1 spectral density and 0.8 eV FWHM bandwidth. Note the presence of side bands around the main peak, which we ascribe to an insufficient seeding power. Using both first and second chicanes C1 + C2, we were able to seed at Ec = 7,440.1 eV, with 600 μJ eV–1 spectral density and 0.8 eV FWHM bandwidth, without any heat-load effects (the data in Fig. 5c are with the same level of incident energy) and no visible side bands.
Discussion and conclusion
Cascaded hard X-ray self-seeding has been demonstrated at the European XFEL in the burst-mode operation at 2.25 MHz, with up to 4,000 pulses per second. The photon energy range currently explored spans from 6 to 14 keV. At low photon energies of 6.0 and 7.5 keV, heat load on the crystal was confirmed for the first time, to the best of our knowledge, to affect the spectral properties of radiation at a megahertz repetition rate, by a shift in the central lasing wavelength along the pulse train. The cascaded setup with two chicanes can be used to mitigate heat-load effects by increasing the spectral density of the seed, at the price of a slightly more complicated tuning and energy scan procedure. The latter, however, is straightforward to be automated.
For photon energies above 8 keV, the heat-load effect is proven to be negligible; therefore, one can use a single chicane (C2) to obtain a higher incident pulse energy on the crystal and to simplify the setup procedure. With this setup, we have achieved a maximum spectral density of about 1 mJ eV–1 at 9 keV, corresponding to about 4 W eV–1 of X-ray average power density with 4,000 bunches per second. At 13 keV, we observed a factor of eight increase in the spectral density with respect to SASE (Table 1) in terms of spectral brightness. A mildly amplified seeded signal was also observed at 18 keV, which we believe can be further optimized by the investigation of machine settings. There is no sharp theoretical limit for HXRSS towards higher photon energies. However, the equivalent shot-noise SASE level becomes larger with increasing photon energy, and the gain length becomes longer, leading to an effective decrease in the seed and undulator length available for amplification. We plan to study the amplification at higher photon energies in the future and to compare with alternative methods for reaching higher photon energies that are currently under investigation, for example, by relying on harmonics of the fundamental wavelength.
The HXRSS system at the European XFEL is in operation and highly demanded by users. In the first year, it already enabled more than ten different user groups to perform experiments (that is, about 35% of the scheduled delivery time). Future work on the HXRSS setup will, therefore, include developments for fast setup tuning and routine operation and—at the same time—performance improvements in terms of spectral reach, stability and spectral density, as well as advanced techniques (for example, two-colour seeding41 and harmonics-based methods).
Methods
Photon diagnostics
The X-ray spectra shown in this Article were collected with the high-resolution hard X-ray single-shot spectrometer II (HIREX-II spectrometer) installed in the XTD6 tunnel of the SASE2 undulator. HIREX-II is identical to the HIREX spectrometer installed at the SASE1 undulator42, with the difference that it does not include gratings that can be used as a beamsplitter. Thus, the spectrometer crystal has to be placed in the direct beam to collect the energy spectra. For the spectral measurements at a high repetition rate (that is, in the megahertz mode with multiple pulses per train; Fig. 3), a bent diamond (110)-cut crystal using the C*(220) reflection was employed as the dispersive element and a Gotthard detector43 was used. This has a resolution of 0.3 eV per pixel. However, in the case of the data shown in Fig. 2, a bent silicon (110)-cut crystal using the Si(440) reflection as the dispersive element was exploited to obtain a higher resolution of 0.2 eV per pixel. This is only possible at low repetition rates (that is, in the 10 Hz mode with a single pulse per train), because silicon crystals are more prone to radiation damage compared with diamond crystals.
XGMs parasitically measure absolutely calibrated single-shot pulse energies and average beam positions38,39. The basic mechanism of the XGM is the photoionization of rare gas atoms. In the present study, the XGM was operated with xenon. The uncertainty in the pulse energy measurement is 7–10% and the beam position is measured with an uncertainty of ±10 μm. Note that when the energy goes below the XGM accuracy level (at the standard SASE optimized XGM setup, that is, <20 μJ), the intensity was estimated by cross-calibrating XGM and HIREX spectrometer readings at higher pulse energies.
Data availability
The datasets generated during and/or analysed during the current study together with the scripts used to generate the figures are available from the corresponding author on reasonable request.
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Acknowledgements
We would like to thank A. Lutman for many fruitful discussions and for providing his crystal software tool. We would also like to thank S. Ackermann, E. Allaria, M. Altarelli, K. Appel, H.-S. Kang, B. Faatz, B. Liu, S. Molodtsov, G. Paraskaki, E. Schneidmiller, J. Wu and M. Yurkov for their interest in this work and many fruitful discussions. The numerical simulations and data analysis were supported by the Maxwell computational resources operated at Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany. We would also like to thank the CHILFEL collaboration for their interest and for remotely participating in some of our commissioning shifts.
Funding
Open access funding provided by Deutsches Elektronen-Synchrotron (DESY).
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G.G., V.K. and E.S. proposed the transmissive monochromator scheme and the double-chicane setup. W.D., C.G., G.G., M.G., V.K., C.L., S.L., T.L., E.S., H.S., L.S., S.S. and S. Tomin developed the software, control-room scripts/graphical user interfaces and simulations for the design and commissioning phases. D.S., J.A. and S. Kearney designed the monochromator chamber. V.B., L.S. and S. Terentiev produced and mounted the crystals on the holders. X.D., S. Karabekyan, D.L.C., M.V., T.W. and M.Y. engineered and installed the HXRSS system and related diagnostics. F.B., G.G., M.G., S. Karabekyan, N.K., D.L.C., S.L., T.M., L.S., H.S., M.S., A.R.-F., S.S., V.S., T. Tanikawa, S. Terentiev, S. Tomin and M.Y. commissioned the HXRSS system. G.G., S.L., M.G. and S.S. designed the experiments discussed in this Article. S.L., C.G., G.G. M.G., S. Karabekyan, V.K., N.K., C.L., T.L., N.M., W.Q., S.S., S. Tomin and J.Y. tuned the HXRSS setup and took data during the experiments. U.B., Y.C., C.G., G.G., M.G., V.K., N.K., S. Karabekyan, C.L., J.Y., S.L., A.M., N.M., T.M., W.Q., L.S., H.S., M.S., S.S., V.S., S. Tomin, T. Tanikawa, A.T. and M.Y. conducted the experiments. C.L., S.L., T.L., V.S., S.S. and J.Y. analysed the data. S.A., W.D., S. Karabekyan, T. Tschentscher, T.W. and M.Y. supported the operations during commissioning and experiments. W.D. and H.S. managed the project. A.M., G.G., C.L., S.L., T.L., T. Tschentscher and J.Y. wrote the manuscript with input from all co-authors.
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Liu, S., Grech, C., Guetg, M. et al. Cascaded hard X-ray self-seeded free-electron laser at megahertz repetition rate. Nat. Photon. 17, 984–991 (2023). https://doi.org/10.1038/s41566-023-01305-x
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DOI: https://doi.org/10.1038/s41566-023-01305-x
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