## 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 elastic-brittle failure to test the alternative view that successive episodes promote a long-term 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 most-populated 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 pre-eruptive and non-eruptive episodes.

With an unprecedented 2,000-year 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 deep-seated subsidence has to be confirmed, but the uplift is consistent with an elastic-brittle 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 micro-earthquakes, or volcano-tectonic (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, long-term evolutionary sequence of accumulating stress and crustal damage. We apply a new model of elastic-brittle 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 rock-physics 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 post-1950 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 VT-deformation 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 quasi-elastic, 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 quasi-elastic 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 Σ*N* of VT events is a natural proxy for total inelastic deformation (not only vertical deformation), whereas the ratio Δ*h*/*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 quasi-elastic regime becomes^{23,24}

where (Σ*N*)_{0} denotes the number of VT events at the start of quasi-elastic 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, Δ*h*/*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 caldera-wide uplift of 2.3 m near its centre occurred for 23 years before an intra-caldera eruption in 1994. The uplift changed from quasi-elastic to inelastic when Δ*h*/*λ*_{ch}=4 (Fig. 3), with the quasi-elastic 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 quasi-elastic 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 3-month 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 VT-uplift trends for different volcanoes is remarkable. It reveals a fundamental similarity in the process of damage accumulation in the crust, regardless of site-specific structures and order-of-magnitude 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 elastic-brittle sequence for deformation in extension (Fig. 5). The crust behaves elastically for Δ*h*<1.75 m and, after a short transition, becomes quasi-elastic for Δ*h*>2.3 m with *λ*_{ch}=1 m (Fig. 5). The current corrected uplift of about 4.2 m gives Δ*h*/*λ*_{ch}≈4.2, which suggests that the crust is now approaching the transition from quasi-elastic to inelastic deformation (Fig. 5). Virtually the same VT-uplift 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 VT-uplift trend is similar to that observed at Rabaul and supports our view that the entire sequence of unrest since 1950 reflects a long-term 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 30-month 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 re-stressed 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 d*N*/d*t*=[d(Δ*h*)/d*t*][d*N*/d(Δ*h*)]=[d(Δ*h*)/d*t*][Σ*N*/*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 Σ*N*/*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 uplift-rate 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 quasi-elastic^{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*(Δ*h*/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, Δ*h* is 2.4 m (for the interval 1950–1972) and Δ*h*/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 Δ*h* 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 quasi-elastic 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 pore-fluid 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 elastic-brittle shallow crust. This first quantitative interpretation of the caldera’s long-term behaviour shows that there is no need to require significant non-brittle 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 quasi-elastic and may now be close to the next transition from quasi-elastic to inelastic. The VT-uplift trend, in particular, is following that observed at Rabaul before its 1994 eruption and suggests that long-term 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 VT-deformation 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 long-term VT-deformation trend at Campi Flegrei may thus occur at uplift rates and VT event rates slower than observed during previous emergencies.

The indirect stress ratio Δ*h/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 quasi-elastic to inelastic deformation regimes. An increase in linkage among small-scale 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 long-term VT-deformation 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 quasi-elastic 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 quasi-elastic 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 Δ*h*/*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 caldera-wide 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 pre-1538 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 bedding-plane slip^{43,44}, become significant as deformation proceeds (to enable greater uplift for a given applied stress); that, at timescales of ∼10^{2} years, non-brittle (and seismically quiet) processes, such as viscous flow^{19}, also contribute to deformation (to permit greater uplift than from elastic-brittle 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 VT-deformation trends (Fig. 3) are generic and can be applied in the absence of historical information. The change from the quasi-elastic 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 long-term evolution in precursory behaviour is essential for moderating misplaced confidence in non-eruptive outcomes and for delivering improved warnings to the public.

## Methods

## Quantifying regimes of elastic-brittle 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, quasi-elastic deformation is associated with bulk-stress faulting and inelastic deformation with stress-transfer 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, d*ɛ*_{in}/d*S*_{sup}, is then^{23}

where the attempt frequency (d*ɛ*_{in}/d*S*_{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**=(3Φ*T*+*P*_{c}−*P*_{p})/3, where *T* is absolute temperature (K), *P*_{c} and *P*_{p} are the confining and pore-fluid 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 quasi-elastic 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, Σ*N*, of VT events is proportional to inelastic strain (Σ*N*=*C* d*ɛ*_{in}), integration of equation (2) yields

where *ɛ*_{st}*=S*_{st}/*Y*, *ɛ*_{ch}*=S*_{ch}/*Y* and Σ*N*_{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 (d*ɛ*_{in}/d*ɛ*≈1), for which

where Σ*N*_{in,0} (≥Σ*N*_{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 Δ*h* is the chosen parameter at Campi Flegrei, so that Δ*h*=*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).

**Publisher’s note:** Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

## References

- 1.
Acocella, V., Di Lorenzo, R., Newhall, C. & Scandone, R. An overview of recent (1988-2014) caldera unrest: knowledge and perspectives.

*Rev. Geophys.***53**, 896–955 (2015). - 2.
Bellucci, F., Woo, J., Kilburn, C. R. J. & Rolandi, G. in

*Mechanisms of Activity and Unrest at Large Calderas*, Vol. 269 (eds Troise, C., De Natale, G., Kilburn, C. R. J.), 141–158 (The Geological Society of London, Special Publications, 2006). - 3.
Corrado, G., Guerra, I., Lo Bascio, A., Luongo, G. & Rampoldo, R. Inflation and microearthquake activity of Phlegraean Fields, Italy.

*Bull. Volcanol.***40**, 169–188 (1977). - 4.
Berrino, G., Corrado, G., Luongo, G. & Toro, B. Ground deformation and gravity changes accompanying the 1982 Pozzuoli uplift.

*Bull. Volcanol.***47**, 187–200 (1984). - 5.
Del Gaudio, C., Aquino, I., Ricciardi, G. P., Ricco, C. & Scandone, R. Unrest episodes at Campi Flegrei: a reconstruction of vertical ground movements during 1905-2009.

*J. Volcanol. Geotherm. Res.***195**, 48–56 (2010). - 6.
Di Vito, M. A.

*et al.*Magma transfer at Campi Flegrei caldera (Italy) before the 1538 AD eruption.*Sci. Rep.***6**, 32245 (2016). - 7.
De Martino, P., Tammaro, U. & Obrizzo, F. GPS time series at Campi Flegrei caldera (2000-2013).

*Ann. Geophys.***57**, S0213 (2014). - 8.
Bianchi, R.

*et al.*Modeling of surface deformation in volcanic areas: The 1970–1972 and 1982-1984 crises of Campi Flegrei, Italy.*J. Geophys. Res.***92**, 139–14,150 (1987). - 9.
Bonafede, M. Axi-symmetric deformation of a thermo-poro-elastic half-space: inflation of a magma chamber.

*Geophys. J. Int.***103**, 289–299 (1990). - 10.
Dvorak, J. & Berrino, G. Recent ground movement and seismic activity in Campi Flegrei, southern Italy: episodic growth of a resurgent dome.

*J. Geophys. Res.***96**, 2309–2323 (1991). - 11.
Battaglia, M., Troise, C., Obrizzo, F., Pingue, F. & De Natale, G. Evidence for fluid migration as the source of deformation at Campi Flegrei caldera (Italy).

*Geophys. Res. Lett.***33**, L01307 (2006). - 12.
Bodnar, R. J.

*et al.*Quantitative model for magma degassing and ground deformation (bradyseism) at Campi Flegrei, Italy: implications for future eruptions.*Geology***35**, 791–794 (2007). - 13.
Amoruso, A., Crescentini, L. & Berrino, G. Simultaneous inversion of deformation and gravity changes in a horizontally layered half-space: evidences for magma intrusion during the 1982-1984 unrest at Campi Flegrei caldrea (Italy).

*Earth Planet Sci. Lett.***272**, 181–188 (2008). - 14.
Lima, A.

*et al.*Thermodynamic model for uplift and deflation episodes (bradyseism) associated with magmatic-hydrothermal activity at the Campi Flegrei (Italy).*Earth Sci. Rev.***97**, 44–58 (2009). - 15.
Woo, J. Y. L. & Kilburn, C. R. J. Intrusion and deformation at Campi Flegrei, southern Italy: sills, dikes, and regional extension.

*J. Geophys. Res.***115**, B12210 (2010). - 16.
Troiano, A., Di Giuseppe, M. G., Petrillo, Z., Troise, C. & De Natale, G. Ground deformation at calderas driven by fluid injection: modelling unrest episodes at Campi Flegrei (Italy).

*Geophys. J. Int.***187**, 833–847 (2011). - 17.
Woo, J. Y. L.

*Ground Deformation at Campi Flegrei, Southern Italy: An Indicator for the Magmatic Feeding System*. (PhD thesis, Univ. College London, 313, 2007). - 18.
De Natale, G. & Zollo, A. Statistical analysis and clustering features of the Phlegraean Fields earthquake sequence (May 1983-May 1984).

*Bull. Seism. Soc. Am.***76**, 801–814 (1986). - 19.
De Natale, G., Pingue, F., Allard, P. & Zollo, A. Geophysical and geochemical modelling of the 1982-1984 unrest phenomena at Campi Flegrei caldera (southern Italy).

*J. Volcanol. Geotherm. Res.***48**, 199–222 (1991). - 20.
Troise, C., De Natale, G. & Pingue, F. A model for earthquake generation during unrest episodes at Campi Flegrei and Rabaul calderas.

*Geophys. Res. Lett.***24**, 575–1,578 (1997). - 21.
Orsi, G.

*et al.*Short-term ground deformations and seismicity in the resurgent Campi Flegrei Caldera (Italy): an example of active block-resurgence in a densely populated area.*J. Volcanol. Geotherm. Res.***91**, 415–451 (1999). - 22.
Carlino, S.

*et al.*Tectonic stress and renewed uplift at Campi Flegrei caldera, southern Italy: new insights from caldera drilling.*Earth Planet Sci. Lett.***420**, 23–29 (2016). - 23.
Kilburn, C. R. J. Precursory deformation and fracture before brittle rock failure and potential application to volcanic unrest.

*J. Geophys. Res.***117**, B02211 (2012). - 24.
Robertson, R. M. & Kilburn, C. R. J. Deformation regime and long-term precursors to eruption at large calderas: Rabaul, Papua New Guinea.

*Earth Planet. Sci. Lett,.***438**, 86–94 (2016). - 25.
Main, I. G. Applicability of time-to-failure analysis to accelerated strain before earthquakes and volcanic eruptions.

*Geophys. J. Int.***139**, F1–F6 (1999). - 26.
Gudmundsson, A. Strengths and strain energies of volcanic edifices: implications for eruptions, collapse calderas, and landslides.

*Nat. Hazards Earth Syst. Sci.***12**, 2241–2258 (2012). - 27.
Secor, D. T. Role of fluid pressure in jointing.

*Am. J. Sci.***263**, 633–646 (1965). - 28.
Sibson, R. H. Brittle failure mode plots for compressional and extensional tectonic regimes.

*J. Struct. Geol.***20**, 655–660 (1998). - 29.
Shaw, H. R. The fracture mechanisms of magma transport from the mantle to the surface. in

*Physics of Magmatic Processes*ed. Hargreaves R. B. 201–264Princeton Univ. Press (1980). - 30.
Bell, A. & Kilburn, C. R. J. Precursors to dyke-fed eruptions at basaltic volcanoes: insights from the spatiotemporal patterns of volcano-tectonic seismicity at Kilauea volcano, Hawaii.

*Bull. Volcanol.***74**, 325–339 (2011). - 31.
Wall, R. J.

*Precursors to volcanic eruptions in extensional stress fields*. (PhD thesis, 404, Univ. College London, 2014). - 32.
IGN (Istituto Geográfica Nacional, Spain) Serie El Hierro. Available at http://www.ign.es/ign/resources/volcanologia/HIERRO.html (2011).

- 33.
Sagiya, T. GPS Network in Canary Islands and Fogo, Cape Verde. Available at http://www.seis.nagoya-u.ac.jp/sagiya/Sagiyas_Page/Canary.html (2011).

- 34.
Mogi, K.

*Experimental Rock Mechanics*Taylor & Francis (2007). - 35.
Kaiser, J. Erkenntnisse und Folgerungen aus der Messung von Geräuschen bei Zugbeanspruchung von Metallischen Werkstoffen.

*Arch. Eisenhüttenw.***24**, 43–45 (1953). - 36.
Jaeger, J. C.

*Elasticity, Fracture and Flow*3rd edn Chapman & Hall (1969). - 37.
Todesco, M., Chiodini, G. & Macedonio, G. Monitoring and modelling hydrothermal fluid emission at La Solfatara (Phlegrean Fields, Italy). An interdisciplinary approach to the study of diffuse degassing.

*J. Volcanol. Geotherm. Res.***125**, 57–79 (2003). - 38.
Moretti, R., De Natale, G. & Troise, C. A geochemical and geophysical reappraisal of the significance of the recent unrest at Campi Flegrei caldera (Southern Italy).

*Geochem. Geophys. Geosyst.***18**, 1244–1269 (2017). - 39.
Chiodini, G., Caliro, S., De Martino, P., Avino, R. & Gherardi, F. Early signals of new volcanic unrest at Campi Flegrei caldera? Insights from geochemical data and physical simulations.

*Geology***40**, 943–946 (2012). - 40.
Chiodini, G.

*et al.*Magmas near the critical degassing pressure drive volcanic unrest towards a critical state.*Nat. Commun.***7**, 13712 (2016). - 41.
Amoruso, A.

*et al.*Clues to the cause of the 2011-2013 Campi Flegrei caldera unrest, Italy, from continuous GPS data.*Geophys. Res. Lett.***41**, 081–3,088 (2014). - 42.
D’Auria, L.

*et al.*Magma injection beneath the urban area of Naples: a new mechanism for the 2012–2013 volcanic unrest at Campi Flegrei caldera.*Sci. Rep.***5**, 13100 (2015). - 43.
Di Luccio, F., Pino, N. A., Piscini, A. & Ventura, G. Significance of the 1982-2014 Campi Flegrei seismicity: pre-existing structures, hydrothermal, processes and hazard assessment.

*Geophys. Res. Lett.***42**, 498*-*–7,506 (2015). - 44.
Pollard, D. D. & Johnson, A. M. Mechanics of growth of some laccolithic intrusions in the Henry Mountains, Utah, II.

*Tectonophysics***18**, 311–354 (1973). - 45.
Sobradelo, R., Bartolini, S. & Martí, J. HASSET: a probability event tree tool to evaluate future eruptive scenarios using Bayesian Inference. Presented as a plugin for QGIS.

*Bull. Volcanol.***76**, 770 (2013). - 46.
Sobradelo, R., Martí, J., Kilburn, C. R. J. & López, C. Probabilistic approach to decision-making under uncertainty during volcanic crises: retrospective application to the El Hierro (Spain) 2011 volcanic crisis.

*Nat. Hazards***76**, 979–998 (2015). - 47.
Marzocchi, W. & Bebbington, M. S. Probabilistic eruption forecasting at short and long time scales.

*Bull. Volcanol.***74**, 777–1805 (2012). - 48.
Selva, J., Marzocchi, W., Papale, P. & Sandri, L. Operational eruption forecasting at high-risk volcanoes: the case of Campi Flegrei, Naples.

*J. Appl. Volcanol.***1**, 5 (2012). - 49.
Steele, A., Kilburn, C. R. J. & Gudmundsson, A. in

*Cities on Volcanoes 9. Understanding Volcanoes and**Society: The Key for Risk Mitigation*, 55 (Puerto Varas, Chile, 2016). - 50.
Ricci, T., Barberi, F., Davis, M. S., Isaia, R. & Nave, R. Volcanic risk perception in the Campi Flegrei area.

*J. Volcanol. Geotherm. Res.***254**, 118–130 (2013). - 51.
Kilburn, C. R. J., Michnowicz, S. A. K., Smale, L. & Solana, C. in

*Cities on Volcanoes 9. Understanding Volcanoes and Society: The Key for Risk Mitigation*32Puerto Varas, Chile (2016). - 52.
Barberi, F., Corrado, G., Innocenti, F. & Luongo, G. Phlegraean Fields 1982-1984: brief chronicle of a volcano emergency in a densely populated area.

*Bull. Volcanol.***47**, 175–185 (1984). - 53.
Kilburn, C. R. J. Multiscale fracturing as a key to forecasting volcanic eruptions.

*J. Volcanol. Geotherm. Res.***125**, 271–289 (2013). - 54.
Piochi, M.

*et al.*The volcanic and geothermally active Campi Flegrei caldera: an integrated multidisciplinary image of its buried structure.*Int. J. Earth Sci. (Geol. Rundsch.)***103**, 401–421 (2014). - 55.
Rosi, M., Sbrana, A. & Principe, C. The Phlegraean Fields: evolution, volcanic history and eruptive mechanisms.

*J. Volcanol. Geotherm. Res.***17**, 273–288 (1983). - 56.
Rosi M., Sbrana A. (eds). Phlegraean Fields.

*Quad. Ricerca Scientifica***114**, 1–175 (1987). - 57.
INGV-OV (Instituto Nazionale di Geofisica e Vulcanologia—Osservatorio Vesuviano). Available at http://www.ov.ingv.it/ov (2016).

## Acknowledgements

We are grateful to Giovanna Berrino (INGV-OV) 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.

## Author information

## Affiliations

### UCL Hazard Centre, Department of Earth Sciences, UCL, Gower Street, London WC1E 6BT, UK

- Christopher R.J. Kilburn

### INGV-Osservatorio Vesuviano, Via Diocleziano 328, Napoli 80124, Italy

- Giuseppe De Natale
- & Stefano Carlino

## Authors

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## Contributions

C.R.J.K. developed the elastic-brittle model and wrote the manuscript. All authors contributed to the interpretation of seismic and geodetic data.

## Competing interests

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.

## Corresponding author

Correspondence to Christopher R.J. Kilburn.

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