Abstract
Unrest at large calderas rarely ends in eruption, encouraging vulnerable communities to perceive emergency warnings of volcanic activity as false alarms. A classic example is the Campi Flegrei caldera in southern Italy, where three episodes of major uplift since 1950 have raised its central district by about 3 m without an eruption. Individual episodes have conventionally been treated as independent events, so that only data from an ongoing episode are considered pertinent to evaluating eruptive potential. An implicit assumption is that the crust relaxes accumulated stress after each episode. Here we apply a new model of elasticbrittle failure to test the alternative view that successive episodes promote a longterm accumulation of stress in the crust. The results provide the first quantitative evidence that Campi Flegrei is evolving towards conditions more favourable to eruption and identify field tests for predictions on how the caldera will behave during future unrest.
Introduction
Large calderas with areas of 100 km^{2} or more are among the mostpopulated active volcanoes on Earth. They commonly show episodes of unrest at intervals of ∼10–10^{2} years^{1} and, although the minority end in eruption, each raises concern that volcanic activity might be imminent. An outstanding goal therefore remains to distinguish between preeruptive and noneruptive episodes.
With an unprecedented 2,000year record of historical unrest and eruption^{2}, Campi Flegrei provides key insights for understanding the dynamic evolution of large calderas. Three episodes of major unrest have occurred since 1950, in April 1950–May 1952, July 1969–July 1972 and June 1982–December 1984 (refs 3, 4, 5). The last occasion of such behaviour occurred during the century before the caldera’s only historical eruption in 1538 (refs 2, 6). The current unrest is consistent with a reactivation of the magmatic system after 412 years and, hence, with an increase in the threat from volcanic activity to the caldera’s population of almost 360,000 people, as well as to the three million residents of Naples immediately outside its eastern margin.
The largest ground movements recorded since Roman times have been concentrated near the modern coastal town of Pozzuoli at the centre of the caldera (Fig. 1). They have been dominated by a secular subsidence of c. 1.7 m a century^{2} that has been interrupted by at least two extended intervals of net uplift, by about 17 m in c. 1430–1538 (ref. 2) and about 3 m since 1950 (refs 5, 7). The pattern of recent uplifts has been radially symmetric, decaying to negligible movements at distances of about 5 km from the centre in Pozzuoli^{3,4,8}. The cause of deepseated subsidence has to be confirmed, but the uplift is consistent with an elasticbrittle crust being pressurized at depths of about 2.5–3 km, near the base of the geothermal system (Fig. 1). Pressurization has been attributed to intrusions of magma, fed from a primary magma reservoir 7–9 km below the surface, and to disturbances of the geothermal system^{8,9,10,11,12,13,14,15,16}. A sill geometry is preferred for the magma intrusions, because it requires the least overpressure to drive the observed magnitudes of uplift^{15}, and inversions of geodetic data for the 1970–1972 and 1982–1984 uplifts yield intruded volumes of 0.02–0.04 km^{3}, sill diameters of 4–6 km and mean thicknesses on the order of metres (Fig. 1)^{15,17}.
Some 26,000 microearthquakes, or volcanotectonic (VT) events, have been recorded across the central zone of the caldera during the current unrest (Fig. 1), about 80% of which have been located at depths between 1 and 3 km, and <3% at depths of 4 km or more^{3,18,19,20,21}. More than 98% have had magnitudes of 2.5 or less^{18}, indicating the predominance of slip along faults ∼0.01–0.1 km across, or ten to a hundred times smaller than the dimensions of the deforming crust. The crust therefore contains a distributed population of faults that are much smaller than the dimensions over which deformation has occurred.
To evaluate the potential for eruption, conventional studies have focussed on interpreting the major unrest of 1982–1984 (refs 4, 8, 9, 10, 11, 12, 13, 14, 15, 16). Implicit assumptions have been that the next unrest will resemble its predecessor and, hence, that the shallow crust and magmatic system at Campi Flegrei has returned to conditions similar to those before 1982. A necessary implication is that the potential for eruption will also be similar to that during 1982–1984. However, recent measurements from a pilot borehole for the Campi Flegrei Deep Drilling Project suggest that stress has instead been accumulating in the crust^{22}. Successive episodes of uplift may thus be driving the crust towards a critical stress for bulk failure and, hence, to a greater potential for eruption than previously assumed.
We here propose that the whole sequence of unrest since 1950 belongs to a single, longterm evolutionary sequence of accumulating stress and crustal damage. We apply a new model of elasticbrittle rock behaviour^{23,24} to demonstrate that the increasing levels of VT seismicity associated with successive uplifts reflect changes in how the crust accommodates the strain energy supplied by magmatic intrusions. In particular, the behaviour follows the trend expected as the dominant factor controlling deformation changes from the elastic storage of strain energy to the release of that energy by faulting. Continuation of the trend will favour bulk failure in the crust and, hence, a greater potential for eruption than during previous emergencies. The results emphasize the importance of incorporating rockphysics criteria into strategies for evaluating the potential for eruption, especially at volcanoes that have yet to establish an open pathway for magma to reach the surface. They also highlight the need to raise awareness among vulnerable communities that a lack of eruption during recent emergencies cannot be used to infer that an eruption is also unlikely during a future crisis.
Results
Unifying episodes of unrest
After correction for secular subsidence^{2,15}, the three major unrests at Campi Flegrei since 1950 have been characterized by initial uplifts for 2–3 years at mean rates of 0.3–0.6 m per year at the Serapeo in Pozzuoli, followed by minor corrected subsidence and subsequent recovery over 10–33 years (Fig. 2). The total corrected uplift at Serapeo has been c. 4 m (Fig. 2).
Rapid uplift occurs when the crust is extended over a newly intruded sill. We thus view the post1950 unrest as equivalent to a total of 6–7 years of rapid uplift under increasing differential stress during intrusions, interrupted by decadal intervals of approximate stasis (Fig. 2). As a result, we expect the combined episodes of uplift to show the VTdeformation behaviour of an elastic crust with a large number of small faults^{23,24} (Fig. 2).
Regimes of deformation
The ideal sequence of behaviour starts from lithostatic equilibrium. Initial deformation is elastic, for which strain is accommodated by deformation of unbroken rock around faults (Fig. 3). As the total strain increases, the crust’s behaviour becomes quasielastic, for which most deformation is elastic, but a small proportion is accommodated inelastically by fault movement (which is recorded as VT seismicity). The proportion of faulting increases until it becomes the only mechanism for accommodating additional strain. At this stage, the strain stored elastically remains constant and additional deformation is controlled inelastically by fault movement alone^{23,24} (Fig. 3; see equations (2)–(4), in the Methods section). In addition, the rock between faults is expected to become increasingly damaged, with a greater linkage in the inelastic regime among cracks much smaller than the faults themselves^{25}. The sequence finishes with bulk failure and the potential escape of magma through a newly propagating fracture. The stored strain can then be released as the crust relaxes elastically around the newly opened fracture, as well as around the pressure source^{26} that caused the precursory deformation.
The quasielastic and inelastic regimes are described by exponential and linear trends between inelastic and total deformation^{23,24} (see equations (3) and (4) in the Methods section). The total number ΣN of VT events is a natural proxy for total inelastic deformation (not only vertical deformation), whereas the ratio Δh/R of maximum uplift to the horizontal radius of ground uplift is a field measure proportional to total deformation. In terms of field parameters, the exponential trend for the quasielastic regime becomes^{23,24}
where (ΣN)_{0} denotes the number of VT events at the start of quasielastic behaviour and λ_{ch} is a characteristic displacement. Equation (1) uses the number of VT events to measure the amount of damage in the crust caused by an increase in differential stress, regardless of the source of stress.
In extension, Δh/λ_{ch}=S_{d}/σ_{T}, the ratio of differential stress to tensile strength, which has a maximum value of 4 or 5.6 for eventual bulk failure in tension or in mixed tension and shear^{27,28,29}. Here S_{d} refers to the accumulated differential stress in the crust after stress relaxation due to fault movement has been taken into account. Among large calderas, equation (1) has been tested^{24} at Rabaul, in Papua New Guinea, where a calderawide uplift of 2.3 m near its centre occurred for 23 years before an intracaldera eruption in 1994. The uplift changed from quasielastic to inelastic when Δh/λ_{ch}=4 (Fig. 3), with the quasielastic regime accounting for about 80% of the total sequence^{24}. Similar behaviour has been observed at stratovolcanoes, but over shorter timescales of ∼0.1–1 year. For example, the quasielastic regime has continued for 80% or more of total sequences with durations of several months before flank eruptions at the frequently erupting volcanoes Kilauea^{23,30} and Etna^{31}, but for as little as 40% of the total 3month sequences before the 2011 eruption of El Hierro in the Canary Islands^{32,33}, which occurred after a repose interval of more than 200 years (Fig. 4).
The repeated similarity of VTuplift trends for different volcanoes is remarkable. It reveals a fundamental similarity in the process of damage accumulation in the crust, regardless of sitespecific structures and orderofmagnitude differences in dimensions and process timescales, and supports our hypothesis that bulk deformation at volcanoes can be approximated to that of a crust with a large and distributed population of small discontinuities.
Regimes of deformation at Campi Flegrei
The combined corrected uplift at Campi Flegrei (with intervals of stasis removed) also follows the classic elasticbrittle sequence for deformation in extension (Fig. 5). The crust behaves elastically for Δh<1.75 m and, after a short transition, becomes quasielastic for Δh>2.3 m with λ_{ch}=1 m (Fig. 5). The current corrected uplift of about 4.2 m gives Δh/λ_{ch}≈4.2, which suggests that the crust is now approaching the transition from quasielastic to inelastic deformation (Fig. 5). Virtually the same VTuplift trend appears when using uplift uncorrected for secular subsidence (Fig. 5). Background subsidence since 1950 has thus not had a significant effect on events differential stress accumulation in the shallow crust.
The VTuplift trend is similar to that observed at Rabaul and supports our view that the entire sequence of unrest since 1950 reflects a longterm accumulation of stress in the crust (Fig. 5). This interpretation is reinforced by the remaining interval of significant VT seismicity between 1972 and 1982 (Fig. 2), which was characterized by a gradual decay in VT event rate from 200 to 300 events per month and a minor corrected, ground subsidence and recovery of about 5% of the total uplift. This was followed by a new 30month episode of corrected uplift that, for its first 8 months until March 1983, raised the ground at Pozzuoli by 0.4 m without significant seismicity. When VT events again occurred, they accelerated to rates of about 300–500 events per month in <3 months (Fig. 2).
The VT decay with minor ground movement resembles an extended aftershock sequence, in which fracturing and fault slip relax stresses in the surrounding rock under a constant bulk strain^{34}. Before faulting can resume, the surrounding rock must be restressed elastically until the local stresses have returned to their values before relaxation^{35}. Renewed uplift will thus occur without VT events until the stress necessary for continued faulting has been regained. From equation (1) the mean VT event rate dN/dt=[d(Δh)/dt][dN/d(Δh)]=[d(Δh)/dt][ΣN/h_{ch}]. If the same seismic sequence is maintained across uplifts, the final VT event rate in 1972 and the starting rate in 1982 will be characterized by the same value of ΣN/h_{ch}. Hence, the ratio of their respective event rates should be similar to the corresponding ratio of their mean rates of uplift. Such similarity is indeed observed: the ratio of VT event rates lies in the range 0.7±0.3, which embraces the upliftrate ratio of 0.8 for mean uplift rates of 0.57 m per year in 1969–1972 and 0.72 m per year in 1982–1984.
The increase in differential stress during elastic recovery is proportional to the accompanying uplift; it is also numerically equivalent to the stress previously lost by seismic relaxation. To a first approximation, stress and uplift change in proportion when behaviour is quasielastic^{23}, so that the fraction of total stress lost during relaxation is approximately the ratio of uplift during elastic recovery to total uplift before relaxation, that is 0.4 out of 2.5 m or 16%. This value is consistent with independent estimates of the proportion of energy lost by seismicity during 1972–1982. The proportion of total stress relaxed by seismicity is ∼(E_{s}/E_{T})^{1/2}, where E_{s} and E_{T} are the seismic energy released and total energy supplied^{36}. Extrapolating the analysis of the 1982–1984 unrest^{19,20}, the seismic energy lost during 1972–1982 is ∼10^{13} J, whereas the total energy supplied until 1972 is ∼πR^{2}Zρg(Δh/3) ∼10^{15} J, where the radius R and thickness Z of the deforming crust are 5 and 3 km, respectively, the mean crustal density ρ is 2,200 kg m^{−3}, g is gravity, Δh is 2.4 m (for the interval 1950–1972) and Δh/3 is the mean uplift across the crust approximated to a cone. The estimated stress relaxation is thus ∼(10^{13}/10^{15})^{1/2} or 10%.
For comparison, the seismic energy released since 1982 is c. 5 × 10^{13} J (Fig. 6) or about 5% of the energy supplied during the additional increase in Δh by c. 1.8 m. The corresponding reduction in stress is c. 20%. The estimated proportion of seismic stress release has thus increased with time since the onset of unrest in 1950. Nevertheless, some 80% of the stress applied has remained accumulated in the crust and is the amount represented by S_{d}. The result confirms that the uplift at Campi Flegrei to date has been determined primarily by elastic deformation, rather than by fault movement.
Unlike the 1969–1972 unrest, the uplifts of 1950–1952 and 1982–1984 were not followed by decays in VT event rate. This is expected for the earlier episode of elastic deformation. The 1982–1984 sequence, in contrast, continued the quasielastic response that had been established in 1969–1972, but, instead of a decreasing VT event rate, uplift was followed by an abrupt cessation in seismicity and, in 33 years with fewer than 2,000 VT events, a corrected subsidence of c. 0.62 m by 2000 and its almost complete recovery by 2017 (Figs 2 and 6).
Corrected subsidence without seismicity is favoured by a contemporaneous decrease in either or both the differential stress applied to the crust and the porefluid pressure within the crust. Differential stress is generated by magma overpressure, which can be decreased by reducing the volume of magma by gas loss on vesiculation or by thermal contraction on solidification. At Campi Flegrei, the magmatic sills causing each episode of unrest have thicknesses of metres. These solidify within years^{15} and so are not able to accommodate movements over 16 years. Reductions in differential stress through magmatic action are thus unlikely controls on the corrected subsidence since 1984. The corrected movement, however, can be accommodated by the relaxation of pore pressure in the geothermal system by the diffusion of pressurized fluids^{9,16,19,37}. Diffusion is suggested also for the uplift since 2000, because both uplift and subsidence have occurred at similar rates and lengths of time, with variations in the influx of magmatic fluids from depth being a preferred control on the geothermally driven ground movement^{37,38,39,40,41,42}.
Viewed as a single sequence, therefore, unrest at Campi Flegrei can be explained by the evolving deformation of an elasticbrittle shallow crust. This first quantitative interpretation of the caldera’s longterm behaviour shows that there is no need to require significant nonbrittle flow due to viscous^{19} or plastic^{43} movements at timescales of ∼10 years. Thus, during the 1969–1972 uplift, the bulk behaviour evolved from elastic to quasielastic and may now be close to the next transition from quasielastic to inelastic. The VTuplift trend, in particular, is following that observed at Rabaul before its 1994 eruption and suggests that longterm stress accumulation may be a general feature of unrest at large calderas.
Discussion
Our interpretation predicts that if the current uplift continues to a corrected value of about 4.5 m at Pozzuoli, the crust in Campi Flegrei will have returned to the stress conditions that prevailed in 1984 at the end of the last major uplift (Fig. 6). We would then expect any additional uplift to continue the VTdeformation trend interrupted in 1984 and, hence, to be accompanied by a significant increase in VT seismicity, regardless of the specific mechanism that is increasing the applied differential stress. Should the rate of uplift also return to the rapid values of 1982–1984, we would further expect the onset of VT event rates as high as 800–1,000 per month. Rapid uplift, however, is not essential. At Rabaul, for example, the approach to eruption was preceded by 2 years at a maximum recorded uplift rate of about 0.15 m per year, which was about three times smaller than the peak rates that had been registered 10 years previously^{24}. A return to the longterm VTdeformation trend at Campi Flegrei may thus occur at uplift rates and VT event rates slower than observed during previous emergencies.
The indirect stress ratio Δh/λ_{ch} suggests that the differential stress accumulated in Campi Flegrei’s crust is about four times its tensile strength (Fig. 5) and so is approaching the transition from quasielastic to inelastic deformation regimes. An increase in linkage among smallscale cracks between faults is also expected to occur at the transition to inelastic behaviour. This would favour an increase in bulk permeability and, hence, a faster escape of fluids from the geothermal system, which is consistent with the onset of corrected subsidence in 1984. A return to the longterm VTdeformation trend may therefore be characterized by inelastic behaviour under a constant maintained stress, for which increases in total deformation are determined by additional fault movement (Fig. 3). Such a transition would be associated with VT event rates increasing in proportion to the rate of uplift.
The few field data available for large calderas and stratovolcanoes suggest that the quasielastic regime contributes between 40 and 80% of the total precursory deformation (Fig. 4). Assuming this range, a corrected uplift of 4.2 m at the end of quasielastic behaviour at Campi Flegrei (Fig. 5) indicates that the inelastic regime may continue until reaching a total corrected uplift of between 5 and 10 m before an eruption can be expected. A transitional value of 4 for Δh/λ_{ch} assumes that bulk failure occurs in tension. The value increases towards 5.6 as the failure mechanism involves tension with an increasing component of shear^{27,28,29}. Increasing shear could thus raise the transitional uplift by some 25% and, hence, yield a total corrected uplift of between 6.25 and 12.5 m before an eruption.
The estimated limits on total uplift are smaller than the 17 m of calderawide uplift inferred to have occurred during the century before the caldera’s last eruption in 1538 (refs 2, 6). A greater total uplift would be favoured by a larger uplift before the transition to inelastic behaviour, without necessarily changing the proportion of uplift in the two deformation regimes, or by a greater proportion of uplift in the inelastic regime alone. A larger transitional uplift would be favoured if the pre1538 intrusions had been required to break connected horizons of rock stronger than those providing resistance today (to increase the uplift required before tensile failure). Otherwise, the difference may indicate that mechanisms for reducing effective bulk rigidity, such as beddingplane slip^{43,44}, become significant as deformation proceeds (to enable greater uplift for a given applied stress); that, at timescales of ∼10^{2} years, nonbrittle (and seismically quiet) processes, such as viscous flow^{19}, also contribute to deformation (to permit greater uplift than from elasticbrittle behaviour); that additional intervals of fault slip under constant strain reduce the accumulated stress (to enable a greater total uplift before the failure stress is eventually achieved); or that fluid pressure in the hydrothermal system has become large enough to contribute significant uplift.
Although these mechanisms would favour a greater proportion of inelastic deformation at Campi Flegrei than has been recorded elsewhere, none of them guarantees that an uplift of 17 m needs to occur before eruption. The onset of inelastic behaviour thus represents a significant increase in the potential for volcanic activity and provides a new criterion for defining levels of alert. In common with other volcanoes for which few or no precursory data are available from previous eruptions^{45,46,47}, expert elicitation is a favoured method for evaluating unrest at Campi Flegrei^{48}. The method estimates the probability of an eruption given the occurrence of selected precursory criteria, such as critical rates or amounts of ground uplift. By necessity, the critical values are determined empirically from volcanoes elsewhere and so are not well constrained^{49}. However, the VTdeformation trends (Fig. 3) are generic and can be applied in the absence of historical information. The change from the quasielastic to inelastic regime therefore complements probabilistic evaluations by providing an objective criterion for increasing alert levels.
At Campi Flegrei itself, an additional obstacle to effective warning is a low public awareness of volcanic hazard compared with the perceived threat from microseismicity^{50,51}. The persistent VT seismicity in 1983–1984 damaged buildings throughout Pozzuoli and triggered the evacuation of some 40,000 people^{52}. Compared with emergencies since 1950, therefore, a new episode of rapid uplift is likely to present a greater hazard from persistent ground shaking, as well as a significant increase in the potential for eruption. Past experience of rapid uplifts is thus unreliable for perceiving the level of risk during a future emergency. The residents of Campi Flegrei have experienced three episodes of rapid uplift over seven decades without an eruption. This favours the view that rapid uplifts are poor indicators of imminent volcanic activity. Recognizing the longterm evolution in precursory behaviour is essential for moderating misplaced confidence in noneruptive outcomes and for delivering improved warnings to the public.
Methods
Quantifying regimes of elasticbrittle deformation
The VT event rate is controlled by stresses around the peripheries of faults, where damage zones develop with dimensions much smaller than the faults themselves^{23}. The mean differential stress across damage zones S_{dz}=S_{d}+S_{tf}, where S_{d} is the net applied differential stress and S_{tf} is the mean difference between the stress gained by transfer from adjacent crust relaxing during faulting and the stress lost by creating and opening discontinuities in the damage zones. Increases in S_{dz} are thus limited by increases in either S_{d} or in S_{tf}, corresponding to rates of faulting limited by increases in bulk stress or in local stress transfer. By inspection, therefore, quasielastic deformation is associated with bulkstress faulting and inelastic deformation with stresstransfer faulting.
From thermodynamics, the probability that damage zones fracture is given by exp [−(S_{st}−S_{dz})/S_{ch}], where S_{st} is mean rock strength, S_{st}−S_{dz} is the additional stress required for bulk fracture and the characteristic stress S_{ch} is the maximum equivalent stress available from stochastic fluctuations in atomic configuration. The mean rate of inelastic deformation with supplied differential stress, dɛ_{in}/dS_{sup}, is then^{23}
where the attempt frequency (dɛ_{in}/dS_{sup})_{af} is the frequency with which the stochastic fluctuations in stress attempt to break the damage zones. S_{sup} is the differential stress supplied before taking account of stress drops due to fault movement, whereas S_{d} is the maintained stress after the seismic stress drops have been removed. The value for S_{ch} depends on the style of deformation. Failure in compression is limited by shearing between atoms, but in extension by the tearing of bonds. As reflected by macroscopic properties, S_{ch} in compression depends on temperature and effective confining pressure, for which S_{ch}≡S*=(3ΦT+P_{c}−P_{p})/3, where T is absolute temperature (K), P_{c} and P_{p} are the confining and porefluid pressures, and Φ is the molecular energy per unit volume per temperature^{23}. In extension S_{ch} defines the tensile strength σ_{T} of unbroken rock and is effectively constant for the pressures and temperatures in the crust beneath volcanoes.
Equation (2) shows that the rate of inelastic deformation with stress depends on the difference between S_{d}+S_{tf} and S_{st}. Initial implementations^{53} of the model considered the limiting condition for which the stress difference is controlled by a reduction in S_{st}, through processes such as chemically enhanced stress corrosion. These were subsequently generalized^{23} to conditions for which the rate of stress drop by faulting balanced the rate of applied stress increase without the need to invoke chemical rock weakening; in this case, the rate of inelastic deformation is determined by increases in S_{tf}.
In the quasielastic limit, S_{d}≈S_{sup}=Yɛ, where Y is Young’s modulus, and S_{tf} is negligible. Assuming that the stress distribution about the mean is constant and that the total number, ΣN, of VT events is proportional to inelastic strain (ΣN=C dɛ_{in}), integration of equation (2) yields
where ɛ_{st}=S_{st}/Y, ɛ_{ch}=S_{ch}/Y and ΣN_{st} is the number of VT events when S_{d}≈S_{st} at the start of the inelastic regime. In this example, the failure strain ɛ_{st} is assumed to be constant, which implies that any weaking processes affect both failure strength and Young’s modulus in the same proportion.
In the inelastic limit, S_{d} is held approximately constant, because the mean rate of stress drop by faulting balances the mean rate of stress supplied by the pressure source. Additional increases in total strain are controlled by inelastic deformation alone (dɛ_{in}/dɛ≈1), for which
where ΣN_{in,0} (≥ΣN_{st}) is the number of VT events before the start of the inelastic regime.
Field proxies for bulk deformation
Assuming a constant geometry of deformation, common field measures of bulk strain include ground tilt, uplift and horizontal displacement. The preferred choice depends on the form of monitoring network and on which parameter yields the largest variation. Maximum uplift Δh is the chosen parameter at Campi Flegrei, so that Δh=K ɛ and λ_{ch}=K ɛ_{ch}, where K is a constant of proportionality. With these substitutions, equation (3) yields equation (1) in the main text.
Data availability
All relevant data are available from the authors.
Additional information
How to cite this article: Kilburn, C. R. J. et al. Progressive approach to eruption at Campi Flegrei caldera in southern Italy. Nat. Commun. 8, 15312 doi: 10.1038/ncomms15312 (2017).
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Acknowledgements
We are grateful to Giovanna Berrino (INGVOV) for providing geodetic databases, Alexander Steele (UCL) for database integration and Danielle Charlton (UCL) for cartographic design. We also thank Agust Gudmundsson and an anonymous reviewer for constructive comments that improved our initial manuscript.
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C.R.J.K. developed the elasticbrittle model and wrote the manuscript. All authors contributed to the interpretation of seismic and geodetic data.
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Part of the work by C.R.J.K. was funded through the CITYVOLC Project, sponsored by Aon Benfield Reinsurers (). The remaining authors declare no competing financial interests.
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Kilburn, C., De Natale, G. & Carlino, S. Progressive approach to eruption at Campi Flegrei caldera in southern Italy. Nat Commun 8, 15312 (2017). https://doi.org/10.1038/ncomms15312
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