1. Introduction
Intense precipitation events in Italy can be divided into two broad categories: those caused by single storms, often supercells, such as the one that led to a flash flood in Tuscany in 1996 [
1], and those caused by synoptic systems. Miglietta and Davolio (2022) [
2] reviewed all types of systems leading to heavy precipitation and floods over Italy.
The synoptic systems can be divided into two categories: cyclones, both Atlantic and Mediterranean, and fronts. These weather systems collect and transport large amounts of water vapor, which, when uplifted in the atmosphere by the system itself or by orographic features, transforms into clouds and rain, sometimes leading to heavy precipitation. Occasionally, these systems produce intense rainfall locally due to their slow movement [
3].
While Atlantic cyclones, originating over the Atlantic Ocean, are associated with intense precipitation that can affect all regions of Italy, they predominantly impact the northern and central parts of the country [
3], but the southern region can be heavily affected [
4]. When cyclogenesis takes place in the Mediterranean region, another class of synoptic weather occurs: the Mediterranean cyclones, which usually cause intense precipitation over Italy. The most well-known of these is the Genoa cyclone, which forms in the lee of the Alps over the Gulf of Genoa [
5]. Once developed, these cyclones generally move eastward or southeastward. The specific location and persistence of a cyclone over a particular area can determine the likelihood of a flooding event. Even when a cyclone is located far north, for example, over the British Isles, and not directly over the Italian Peninsula, a prolonged trough drives the arrival of moist pre-frontal flows. These flows, when they encounter the orography of northern Italy, can produce very high rainfall rates over the Piedmont and Ligurian regions [
6].
Two main synoptic systems that facilitate significant precipitation in Central Italy have been identified [
2]. They are associated with precipitation systems affecting either the western or eastern regions, sustained by moist low-level currents flowing through the Tyrrhenian Sea or Adriatic Sea, respectively. The initial category encompasses an upper-level trough, sometimes associated with an orographic cyclone over the Gulf of Genoa, together with a cold front progressing across the Italian peninsula from the west. The second category pertains to a cut-off low situated over the Tyrrhenian Sea, which generates cyclonic circulation in the central Mediterranean, leading to a robust bora flow across the Adriatic Sea. This engagement with the Apennines results in significant precipitation. Despite being a relatively small and shallow basin, the Adriatic Sea plays a pivotal role during high-impact events that compromise critical infrastructure. This primarily occurs through air-sea interactions [
7], which can be especially intense during bora events. A low-pressure system located over the central Mediterranean produces cyclonic bora [
8] in the northern and central Adriatic basins, often leading to precipitation and high winds affecting the eastern portion of the Central Italy regions. For instance, on 14 September 2012, intense rainfall exceeding 150 mm within a few hours occurred primarily along the central Italian coastline, where convective systems in the middle Adriatic basin were triggered by low-level wind convergence between the cooler northeasterly bora and the moist, warm southeasterly sirocco, which were subsequently advected inland. Furthermore, orographic uplift on the eastern slopes of the Apennines produced stratiform precipitation, with its interaction with the mountains leading to intense rainfall.
A major and destructive flood affected the Marche region between 15 September and 16 September 2022. The Marche region is located between the Adriatic Sea to the east and bordered by the Apennine mountains to the west (
Figure A1). The heaviest rainfall occurred on the afternoon of September 15, and within 12 h, several stations, particularly inland, recorded accumulated rainfall exceeding 100 mm/12 h. The flood claimed the lives of 13 people and caused damages estimated in the billions of euros. Since the critical rainfall period lasted for more than 6 h and affected several river basins, the 2022 Marche flood cannot be classified as a flash flood.
The Marche region had experienced other intense precipitation and flood events prior to 15 September 2022, although not all the events have garnered much attention in the scientific literature. The geomorphology of the Marche region includes many west–east rivers with torrential characteristics, making them particularly sensitive to rainfall intensity. For example, in 2014, a flood affected Senigallia and other localities along the Misa River on May 3 (
https://emergency.copernicus.eu/mapping/list-of-components/EMSR083 (accessed on 30 October 2024)). That event was caused by intense rainfall associated with an isolated cyclone generated over the Gulf of Genoa, which moved over the central Italian regions.
The flood of 15 September 2022 also affected the Misa River area, but at that time, there was neither a cyclone nor a large-scale front driving water vapor over the region, and although an interaction with the orography was visible, the synoptic pattern does not fall in the two categories described by Miglietta and Davolio (2022) [
2]. The synoptic situation indicated a typically large-scale zonal flow, which is not usually associated with intense precipitation. The aim of this work was to study the meteorological ingredients that led to the intense precipitation in that area, investigate the possible reasons for inaccurate forecasts, and assess whether this event was unique from a meteorological point of view.
2. Materials and Methods
The aim of this study is twofold. Firstly, the study wanted to investigate the ingredients that led to this exceptional event. The event led to the highest precipitation ever recorded in the region, according to available data from 1951. ERA5 reanalysis was used to focus on the synoptic patterns, and for dynamical downscaling, the Weather Research and Forecasting (WRF) model was employed to reproduce the rainfall pattern. It was set in two configurations: (1) a broad domain covering Europe with nested grids at 9 and 3 km resolutions, defined as WRF-CHAPTER, and (2) a high-resolution domain focused on the Marche region with a nested grid resolution of 9 km. Secondly, this study endeavored to investigate the uniqueness of this event compared to other synoptic situations, considering that its primary feature was a zonal flow, a feature typically not associated with high precipitation in the region. To achieve this, the ERA5 700 hPa geopotential of the event was used to compare all the events from 1951 to 2022, together with the rainfall recorded in the region. To compare the 700 geopotential height patterns, three metrics described below were used.
ERA5 [
9] is a cutting-edge global climate reanalysis dataset generated by the ECMWF as part of the Copernicus Climate Change Service. This dataset represents the fifth generation of ECMWF reanalysis products, succeeding ERA-Interim. ERA5 improves on its predecessor with better horizontal spatial and temporal resolutions (0.25° and 1 h, respectively). ERA5 incorporates additional observational data, including ozone-sensitive infrared radiance and reprocessed datasets not previously used. In 2017, ERA5 released its data assimilation system, which operates in 12 h time windows and provides extensive coverage from 1940 to the present. It is continually updated with a two-month delay. ERA5 releases its initial evaluation, known as ERA5T, five days in advance of real time. The real ERA5 products (i.e., validated) are usually released after three months with respect to real time.
ERA5 was also used to run the WRF model in two configuration simulations, one with two nested domains at 9 and 3 km (WRF-CHAPTER), used to create a 42-year dataset available at the Leibniz Supercomputing Center [
10], and another focused on the Marche region having a 0.55 km horizontal resolution for the innermost domain.
Figure A2 shows the domains of these WRF simulations.
The WRF-CHAPTER version, with a 9 and 3 km horizontal resolution, had a large domain covering almost all of Europe [
10], and its version was 4.1.1. The model has a finer grid spacing (3 km) that is well-suited for dynamical downscaling, covering a much greater area than earlier efforts [
11,
12]. The Yonsei University scheme [
13] was used for planetary boundary layer turbulence closure, while the RRTMG shortwave and longwave radiation schemes [
14,
15] and the Rapid Update Cycle scheme for a multi-level soil model (six levels) with higher resolution in the upper soil layer (0, 5, 20, 40, 160, and 300) were employed. The grid spacing in the innermost domains (with a horizontal resolution of 3 km) allowed for the resolution of convection dynamics, so no cumulus scheme was used. The outer domain (with a grid spacing of 9 km) used the New Simplified Arakawa-Schubert (NewSAS) convection strategy [
16]. The NewSAS mass flux scheme is based on the Pan and Wu model [
17]. It has new entrainment and detrainment formulas that are based on simulations of large eddies. To enhance deep convection, the maximum permissible mass flux at the cloud base was increased.
The other WRF simulation focused on the Marche region with three nested domains (see
Figure A2), starting from 8800 m horizontal resolution for the outermost domain to the finest grid resolution of 0.55 m for the innermost domain. The WRF version was 4.4.1. The microphysics scheme used was the WRF Single-Moment 3-class and 5-class Schemes [
18], along with the Yonsei University Scheme for the Planetary Boundary Layer [
13]. The outermost domain used the Tiedtke Scheme for convection parameterization [
19,
20]. As in the higher-resolution version described earlier, the RRTMG Shortwave and Longwave Schemes [
14] were employed for radiation. The surface scheme was the Noah-MP Land Surface Model [
21].
To determine the uniqueness of the event, the ERA5 700 hPa geopotential height was used to compare it with other events that shared similar patterns in the 700 hPa geopotential height. Additionally, we recorded the precipitation values in three localities, Arcevia, Frontone, and Cantiano, which have the longest time series. This allowed us to compare past events with the September 15 event. The time series considered ranged from 1959 to 2022.
Observed rainfall data used in this paper were extracted from SCIA, the Italian “National System for Climate Data Collection, Processing, and Dissemination”, at the Italian Institute for Environmental Protection and Research (ISPRA) [
22], available at
https://scia.isprambiente.it/servertsdailyutm/serietemporalidaily400.php (accessed on 30 October 2024), and from the rain gauges at Civil Protection of Marche, which are available at
http://app.protezionecivile.marche.it/sol/indexjs.sol?lang=en (accessed on 30 October 2024). This dataset was used to show the amount of rainfall recorded during the event and to investigate whether similar synoptic situations led to high precipitation values.
The approach of comparing similarities between two events involves defining a few metrics. This task is as those defined in Tartaglione et al. (2009) [
23] and Sato and Kusaka (2021) [
24]. Specifically, three metrics related to the Euclidean norm, correlation, and the S1 score [
25] were used to measure similarity of the geopotential heights at 700 hPa, of all events with the same field observed at 12 UTC on 15 September 2022.
As in Tartaglione et al. (2009) [
23], the first metric, based on the Euclidean norm, is defined as
where
denotes the value of the geopotential at 700 hPa for the n-th day from 1 January 1959 at the grid point j, where e is the event of 15 September 2022; the metric was computed over a domain shown in
Figure A2.
It was transformed using a logarithmic scale with the following equation:
Finally, a normalization between 0 and 1 was applied. In this way, the score could be divided into ten classes, with values in the first class representing the events most similar to the 15 September event.
It has been demonstrated that among many metrics used to show similarity between two baric configurations, the S1 score is one of the most effective [
24]. Therefore, the following equation defines the S1 score:
It was treated analogously to the metric M1. A logarithm was first applied:
followed by normalization to obtain the M2 metrics. The values lower than 0.1 define the events that are more similar to the target event of 15 September.
The Pearson correlation is the basis for the third metric:
Where
is the 700 hPa geopotential average over the comparison domain
Figure A2. Then, the correlation value is transformed using the following equation:
This transformation converts the range of −1 to 1 into a range of 0.1 to 1. Finally, this metric underwent normalization within the range of 0–1.
This approach has a limit, defined from the fact that it is needed to set a threshold in the metrics to define a number of similar events to that observed in September 2022. Thus, intense precipitation can occur with a similar configuration to that of September 2022 but not chosen by this method. Therefore, to show the converse relationship, i.e., that intense precipitation events are not associated with these configurations, the first twenty events where the rain gauge of Cantiano recorded more than 95 mm in 24 h were taken. The choice of 95 mm was due to the necessity to set a threshold in precipitation, considering that the highest value of rainfall recorded in Cantiano was 419 mm on 15 September 2022, a value that is three times the second highest value. The choice of 100 mm would have led to selecting less than 20 events, so the decision to have 20 events led to setting the threshold at 95 mm.
4. Searching for Similar Events
The Marche region has experienced some floods in the past. For instance, other flood events occurred in the Marche region in 2011 and in 2014. In both cases, distinct cyclones caused the flood. This time, the synoptic picture reveals an apparent zonal flow, which typically does not trigger such intense and destructive rainfall events over the Marche region, to the best of the author’s knowledge. This is due to the typically humid westerly flow, which usually results in intense rainfall in the western regions, but that downstream the Apennines becomes drier, with an absence of precipitation over the region. Actually, that day the rainfall was forecast over the regions that are to the west of the Apennines [
30]. However, the intense precipitation primarily affected the eastern part. This raises the question of whether similar baric configurations caused previous heavy rains in the region. The geopotential height at 700 hPa at 12 UTC was selected over a region encompassing the Marche region between 1959 and 2021, and the metrics described in
Section 2 were used to identify the events that are more similar to the event described here. It is known from the lesson of Lorenz (1969) [
32] that finding similar configurations, or analogs, when using more variables and more than one level is practically impossible. Hence, the analysis was limited to a single level, also called soft analogs [
23]. The area where the comparison was performed is represented by the pink polygon in
Figure A2.
Table 1 shows the results using the metric defined by Equations (2) and (4) and using values that are lower than 0.1. The metric M1 has four events, and all of them appear in the results of M2, which has five. The events that are similar following the metric M3, which is related to correlation, are fourteen (
Table 2). There is one event that appears in all the metrics; it occurred on 23 May 2021. The event that occurred on 6 July 1966 was among those selected by the metrics M2 and M3. Most of the events lacked rainfall, and when it did occur, the recorded amount was only a few millimeters.
In contrast to
Table 1, which displays events with a metric value less than 0.1,
Table 2 displays results with a metric value greater than 0.98. This choice was made to compare a limited number of cases with our reference event. Using a lower value, such as 0.9, would result in an excessive number of events (631). As it can be seen, many of the events in
Table 1 and
Table 2 occurred during the summer season, like that on 15 September 2022. This indicates that zonal flow is a common feature of the summer season in that region. However, based on the available data, these baric configurations, which bear a striking resemblance to the event under investigation in this paper, did not result in intense rainfall.
Figure 10 shows the 700 hPa geopotential height for all nineteen events, which have a more similar configuration to the event that occurred on 15 September 2022, together with the event itself, which is the first panel. The event from 6 July 1966 appears twice in
Figure 10 for visual purposes. All the events clearly display a zonal flow. Not all the events present high values of specific humidity. The events that occurred on 31 January 2002 and 19 October 2011 had very low values of specific humidity at 850 hPa. Using an eyeball comparison, the event that occurred on 6 July 1966 exhibited a similar configuration of specific humidity to that of 15 September 2022, with the specific humidity filament extending from the southwest corner of North Africa toward Italy; however, the rainfall recorded at Arcevia, Frontone, and Cantiano was limited to 6.6 mm in 24 h. On 16 August 1963, there was another instance of zonal flow and water vapor transport. Arcevia, Frontone, and Cantiano recorded a rainfall of less than 5 mm in 24 h.
Therefore, a zonal flow is not normally associated with heavy precipitation in the region. However, cyclonic structures are associated with all heavy precipitation events. The 700 hPa geopotential height and specific humidity at 850 hPa of the twenty events with the highest rainfall values recorded by the rain gauges of Cantiano are shown in
Figure 11. The first panel of
Figure 11 shows the 15 September 2022 event, which was the event with the most rainfall in absolute terms. None of the 19 events with rainfall exceeding 95 mm exhibits a 700 hPa geopotential height similar to that of 15 September 2022.
5. Discussion
While Atlantic and Mediterranean cyclones are known to trigger intense precipitation events in the Marche region, the 15 September event was unusual due to the predominance of a zonal flow at the synoptic scale across the region. Despite zonal flows generally being associated with minimal or no rainfall, this event produced over 100 mm of rainfall in less than 12 h, concentrated over the Central Apennines and along the Misa and Esino Rivers (
Figure 1 and
Figure 2).
This significant precipitation resulted from the convergence of several factors. The affected area lay at the boundary of a thermal ridge to the south, bringing warm air from North Africa, and a thermal trough to the north, drawing in colder air from Northern Europe. A zonal flow then transported additional humid air from the southwest sector of the Mediterranean Sea. Observing the narrow, localized pattern of rainfall suggests that an atmospheric river acted as a primary moisture source. The American Meteorological Society defines an atmospheric river as a long, narrow corridor of strong horizontal water vapor transport; in this case, moisture from the southwest Mediterranean supplied the atmospheric river with water vapor necessary for sustained precipitation.
The presence of the Apennines, which are perpendicular to the zonal flow, distorted the flow, resulting in frontogenesis, a phenomenon that modified the thermal configuration. This interaction generated a warm air tongue in the lower atmosphere and a cold air tongue aloft, establishing conditions for significant instability in the region. However, as illustrated in
Figure 6, frontogenesis alone was inadequate to initiate the observed precipitation; the arrival of humid air in the early afternoon was necessary to achieve the event’s full intensity.
Comparing similar events with the 700 hPa geopotential height reveals that these types of geopotential patterns typically do not result in heavy rainfall over the Marche region. This highlights the exceptional nature of this event from a meteorological perspective.
6. Conclusions
This study presents an investigation of a significant precipitation event that transpired in the Marche region on 15 September 2022. This event was characterized by a few key ingredients, culminating in a catastrophic occurrence that resulted in the loss of life and damage to the environment, property, and infrastructure.
In summary, three primary elements contributed to the extreme rainfall in the Marche region. First, the thermal structure of the atmosphere featured warm air to the south and cold air to the north, creating a pronounced temperature gradient. Second, the zonal flow’s interaction with regional topography produced frontogenesis, which altered the boundary layer’s thermal structure. Third, humid air from the western Mediterranean, likely channeled through an atmospheric river, provided the moisture supply essential for intense precipitation.
The event was unique because a zonal flow usually does not produce intense precipitation, or even no rain at all. Except for September 2022, all events with intense precipitation (i.e., with rainfall higher than 95 mm) involved a cyclonic structure.