iForest - Biogeosciences and Forestry

iForest - Biogeosciences and Forestry

Structure and management of beech (Fagus sylvatica L.) forests in Italy

iForest - Biogeosciences and Forestry, Volume 2, Issue 3, Pages 105-113 (2009)
doi: https://doi.org/10.3832/ifor0499-002
Published: Jun 10, 2009 - Copyright © 2009 SISEF

Review Papers

Collection/Special Issue: COST Action E52 Meeting 2008 - Florence (Italy)
Evaluation of beech genetic resources for sustainable forestry
Guest Editors: Georg von Wühlisch, Raffaello Giannini

Beech forests characterise the landscape of many mountain areas in Italy, from the Alps to the southern regions. This paper analyses the relationship between stand structure and the management history of beech in Italy. The aim is to outline possible strategies for the sustainable management of these forest formations. The present structure of beech forests in Italy is the result of many interacting factors. According to the National Forest Inventory, more than half the total area covered by beech has a long history of coppicing. High forests cover 34% of the total beech area and 13% have complex structures which have not been classified in regular types. Coppices are very widespread mainly because of the past, but also present importance of firewood and charcoal for mountain populations. A particular type of beech coppice, the selection coppice (or uneven aged coppice), was traditional in Tuscany and in some alpine areas. Starting from the fifties, following the widespread use of other low cost energy sources and the depopulation of mountain areas, many beech coppices have been progressively abandoned. Forest policies have been increasingly directed to favouring beech coppice conversion to high forests, which are considered more productive and ecologically more functional. Beech high forests have a very interesting management history which is a very good example of the separation between classical forest management, i.e., forest management systems defined by “scientific forestry”, described in text books and usually prescribed in forest regulation plans, and real life forest management, i.e., how forests have been, and mostly still are, actually managed. The analysis of the management history of beech high forests in Italy shows that management systems which favour simplified stand structure and composition according to rigid, predetermined models have been rarely applied. However, the traditional silviculture of beech stands in Southern Italy, based on the opening of very small gaps organized in time and space according to the different situations and to the reactions of the stand, can provide an example for a sustainable approach.

Sustainable forest management, Coppice, Gaps, Traditional silviculture, Continuous cover forestry


Beech forests (Fagus sylvatica L.) characterise the landscape of many mountain areas in Italy, from the Alps down to the southern regions of Campania, Basilicata, Calabria and Sicily in the Mediterranean area (Fig. 1). According to the National Forest Inventory ([47]), the total area covered by beech in Italy is 1 042 129 hectares, which corresponds to 9.4% of the country’s total forest area. This area includes 1 035 103 ha of beech forests and 7 023 ha of “other wooded land” (according to the FRA2000 definition - Tab. 1).

Fig. 1 - Distribution of beech forests in Italy. Data from CORINE Land Cover 2000 4th Level.

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Tab. 1 - Beech distribution in Italy. Data from [47].

Region Beech forests Other wooded land
Piedmont 115501 5.6 404 100
Valle d’Aosta 1156 57.3 0 -
Lombardy 65681 7.9 441 100
Alto Adige 3781 31.4 0 -
Trentino 62247 7.1 360 100
Veneto 67196 7.0 374 100
Friuli V.G. 88812 5.7 1115 57.5
Liguria 37004 9.4 733 70.2
Emilia Romagna 100863 5.6 368 100
Tuscany 72260 6.9 361 100
Umbria 15115 15.3 0 -
Marche 17837 14.1 0 -
Lazio 71710 6.8 0 -
Abruzzo 122402 4.8 1731 44.4
Molise 14836 15.5 390 99.8
Campania 55197 7.8 0 -
Apulia 4661 28.6 0 -
Basilicata 26448 11.5 373 99.9
Calabria 77237 6.6 373 99.9
Sicily 15162 15.6 0 -
Sardinia 0 - 0 -
Italy 1035103 1.8 7023 22.9

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Over the centuries wood from beech forests, mainly for firewood and charcoal as well as timber for building and furniture, has been a fundamental resource for people living in mountain areas. Thus intensive use has significantly the modified distribution, composition and structure of beech stands all over the country.

Economic and social changes in the last decades have brought about changes in the forestry sector in Italy, which, in turn, have impacted forests and forest management. Beech forests have not been immune to these changes and in some ways represent an interesting case study on the changing perspectives of forest management in the face of changing environmental and socio economic conditions.

This paper analyses the relationship between stand structure and the management history of beech forests in Italy. The aim is to outline possible strategies for the sustainable management of these forest formations.

  Distribution of beech forests in Italy 

Beech forests are present in all the regions except for Sardinia (Tab. 1). In the Alps, beech generally forms pure stands above 1000 m altitude in areas with relatively low rainfall, while it grows at around 600-700 m in more humid areas.

On the Apennine mountains beech usually grows above 900-1000 m. Beech forests are more widespread on the northern slopes and where rain and fog maintain moist air conditions. On the sunnier and warmer southern slopes, the lower vegetation limit for beech tends to move higher ([46], [65]). On the northern slope of the Mount Etna in Sicily beech reaches an altitude of 2000 m ([43], [31]).

Today, permanent pastures usually characterise the higher areas of the Apennine mountain range, which were once covered by beech forests ([19]). Big, isolated beech trees once used for shading livestock, can still be seen in these pastures, and in some cases beech stands grow up to the mountain ridge, usually along valleys and over saddles (Fig. 2).

Fig. 2 - Permanent pastures have usually replaced the original beech forests in the higher areas of the Apennine mountain range, but sometimes beech stands still grow up to the mountain ridge, usually along valleys and over saddles (Pollino National Park, photo Nocentini).

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In the central Apennines sporadic beech or beech stands can also be found at lower altitudes (< 700-800 m) in chestnut or mesophilous mixed oak forests; these are considered relict sites and proof of a much wider diffusion of beech in the area ([61], [6], [7], [71], [70]).

In the southern regions, in areas with high air moisture conditions, beech can descend to an altitude of 400-500 m, where it comes into contact with evergreen oak (Quercus ilex L.). In some valleys on the Aspromonte mountain range at the southernmost tip of Calabria, there is an inversion of the vegetation planes, with beech occurring at lower elevations compared to evergreen oak. In the Gargano peninsula (Puglia) beech grows at an altitude of 200-300 m a.s.l. ([44], [32], [65]).

Beech forests also host other mountain hardwoods, such as helm, linden, cherry, sycamore and Norway maple ([65]). Silver fir (Abies alba Mill.) is found in beech forests along the Apennine mountains and, especially, in the Alps. Eight habitat types characterized by beech according to the Habitats Directive (92/43/EEC) have been identified in Natura 2000 sites in Italy (Tab. 2).

Tab. 2 - Natura 2000 habitat types with Fagus sylvatica L. in Italy.

9110 Luzulo-Fagetum beech forests
9130 Asperulo-Fagetum beech forests
9140 Medio-European subalpine beech woods with Acer and Rumex arifolius
9150 Medio-European limestone beech forests of the Cephalanthero-Fagion
9180 * Tilio-Acerion forests of slopes, screes and ravines
9210 * Apennine beech forests with Taxus and Ilex
9220 * Apennine beech forests with Abies alba and beech forests with Abies nebrodensis
9510 * Southern Apennine Abies alba forests

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  Composition and structure of beech forests in Italy 

The composition and structure of beech forests in Italy are the result of many interacting factors. One of the most significant has surely been the type of cultivation and management which has characterised the history of each stand. According to the National Forest Inventory ([47]), more than 53% of beech stands have a long history of coppicing. High forests cover 34% of the total beech area and 13% have complex structures which have not been classified in regular types. Property ownership has strongly influenced management history. Approximately 39% of beech forests grow on private properties; the remaining 61% is divided between State forests, regional forests and forests owned by provinces or townships (Tab. 3).

Tab. 3 - Beech forests in Italy area divided by type of property - data from [47]. (*): of total beech area in Italy; (**): of total public properties.

Region Private properties Public properties Total
Total State or Region Province or
Other public
Total public
(ha) %* (ha) %** (ha) %** (ha) %** (ha) %*
Piedmont 56563 49 2828 5 55301 94 808.0 1 58937 51 115501
Valle d’Aosta 385 33 0 0 771 100 0.0 0 771 67 1156
Lombardy 33942 52 882 3 28653 90 2204.0 7 31738 48 65681
Alto Adige 2647 70 0 0 1134 100 0.0 0 1134 30 3781
Trentino 19952 32 721 2 34367 81 7207.3 17 42295 68 62247
Veneto 39591 59 8556 31 18675 68 373.5 1 27605 41 67196
Friuli V.G. 32701 37 11520 21 41991 75 2601.2 5 56111 63 88812
Liguria 26013 70 2198 20 8427 77 366.4 3 10991 30 37004
Emilia Romagna 74381 74 10298 39 16183 61 0.0 0 26481 26 100863
Tuscany 41910 58 23485 77 2529 8 4335.8 14 30350 42 72260
Umbria 7373 49 369 5 1106 14 6267.1 81 7742 51 15115
Marche 11520 65 1486 24 4831 76 0.0 0 6317 35 17837
Lazio 7369 10 0 0 58446 91 5895.3 9 64341 90 71710
Abruzzo 9773 8 7629 7 100656 89 4343.6 4 112629 92 122402
Molise 390 3 781 5 13665 95 0.0 0 14445 97 14836
Campania 1803 3 368 1 52289 98 736.5 1 53394 97 55196
Apulia 0 0 3496 75 777 17 388.4 8 4661 100 4661
Basilicata 5195 20 373 2 19762 93 1118.6 5 21253 80 26448
Calabria 26865 35 14925 30 32462 64 2984.9 6 50372 65 77237
Sicily 4928 33 2274 22 7202 70 758.2 7 10234 67 15162
Sardinia 0 0 0 0 0 0 0.0 0 0 0 0
Italy 403300 39 92189 15 499224 79 40388.8 6 631802 61 1035102

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In many areas the presence of beech has been favoured by the type of cultivation. This is the case of beech forests where there had been spruce or silver fir and other hardwoods, and which have been transformed into pure beech stands by repeated coppicing. This phenomenon occurred mainly in private and collective properties in the Alps and in the Central and Northern Apennine range ([46]).

In many valleys in the north eastern Alps, beech coppicing started in the Middle Ages and became very intensive during the eighteenth century, when demographic pressure increased rapidly ([28]). During this long phase of intensive exploitation spruce, which was naturally present in the area, practically disappeared because clear felling and the subsequent rapid growth of beech sprouts created unfavourable ecological conditions for the regeneration and growth of spruce. Furthermore, spruce was repeatedly suppressed by local populations because of their greater need for firewood and charcoal ([4]).

In the northern Apennines exploitation of beech forests became very intensive in the second half of the eighteenth century when beech forests where extensively clear cut leaving only some seed trees (generally 30 per hectare - [37], [68]). Stands were thus transformed into coppices, which were repeatedly utilized until the second half of the twentieth century. This intensive exploitation caused the disappearance of silver fir from vast areas in the northern and central Apennines ([72], [41], [56]).

In many areas of southern Italy extensive felling in beech forests started in 1826, when the Kingdom of Two Sicilies passed the so-called Bourbon Law, which dictated that all public owned forests be managed according to “regular felling”, i.e. clear cut leaving 58 seed trees per hectare ([42], [14]). The law decreed that the forest should be divided into a number of sections equal to the rotation length for the main species (this law also applied to oak forests) and a section could be cut each year; in the cut section grazing was absolutely prohibited (difesa - [39]). This type of treatment caused the degradation of many beech forests on the warmer, southern slopes and where soil conditions where more difficult; in addition, notwithstanding the law, repeated grazing and fire contributed to the definitive transformation of many beech forests into degraded pastures ([42], [73]). On the northern slopes and where there were better moisture conditions, beech regenerated massively both from seed and from stumps, often excluding other species. According to Susmel ([73]) this is the main reason why the natural mixed beech and silver fir forest was reduced to small relict areas along the southern Apennine mountain range. Iovino & Menguzzato ([48]), analysing the presence and distribution of silver fir in Basilicata, reach the same conclusion, i.e. that the marked reduction of fir stands in this region was caused by extensive fellings in the past century which practically excluded fir regeneration and favoured massive beech regeneration.

From the middle of the nineteenth and throughout the first half of the twentieth century a contrasting phenomenon occurred in several forests in northern Italy, where many beech stands were gradually transformed into artificial conifer stands, mainly spruce in the Alps ([67], [62]).

In the Apennines silver fir had often been preserved in small areas around monasteries, such as Vallombrosa and Camaldoli ([72]). In the Tuscan Apennines, from the end of the eighteenth century silver fir planting started in various forests, often with seeds imported from Germany ([37]). The trend increased during the nineteenth century, following ideas coming from Germany and the activity of Karl Siemon, a Bohemian forester who was in charge of the Grand Duke Leopold II’s forests in Casentino (Arezzo) from 1838 to 1876 ([36]). Forest regulation plans were regularly drafted with the aim of creating highly productive even-aged silver fir stands. With the transfer of several forests from both Religious Orders and private properties to the Italian State, this trend continued and was further implemented by forest regulation plans drawn up by professors of the Forestry School which was established in Vallombrosa in 1869.

For example, around 1800 the Camaldoli Forest in Casentino comprised pastures, chestnut groves, Turkey oak stands and beech stands in decreasing order; at that time silver fir probably covered less than 160 hectares ([38]). In 1872, when this forest was declared State property, the pure silver fir stands had increased to 365 hectares, and by 1916 they extended over more than 603 hectares ([33], in [37]).

The first forest regulation plan for the Vallombrosa State Forest (Florence) was drawn up by Giacomelli in 1876. At that time silver fir stands covered approximately 200 hectares around the Abbey. By 1960 this area extended over more than 680 hectares: thus in less than a century pure, even-aged fir stands had replaced natural beech and other hardwood stands in most of the Forest ([22]).

Since the end of the nineteenth century yet another phenomenon has contributed to changing the forest landscapes originally characterized by beech. From that period, and more intensively between 1920 and 1950, many degraded mountain pastures were reforested with conifers - usually Austrian pine (Pinus nigra Ar.) to halt soil erosion in the beech vegetation area.

  Management of beech forests in Italy 

Currently, the management situation of beech forests in Italy is very diversified. Beech forests have been abandoned in many areas. In general beech forests can be classified in the following management types: coppices, stands in transition from coppice to high forest, high forests.

Beech coppices

Beech stands originated from coppicing are found all over Italy, but the regions where coppices are more widespread are Piemonte, Lombardia and Veneto in the alpine area, Emilia Romagna, Toscana and Marche in the Apennines, whereas in Southern Italy only Sicily has more beech coppices than high forests (Tab. 4). Usually coppicing has been more common on private (almost 50% of beech coppices are on privately owned lands - [46]) and on municipally-owned properties.

Tab. 4 - Management types for beech forests in Italy. Data from [47].

Region Coppice Coppice stands in
conversion to high forest
High forests Not classified Total
(ha) % (ha) % (ha) % (ha) % (ha)
Piedmont 72020 62.5 2424 2.1 29898 25.8 11158 9.7 115500
Valle d’Aosta 0 0.0 0 0.0 771 66.7 385 33.3 1156
Lombardy 43199 65.8 882 1.3 13224 20.1 8376 12.8 65681
Alto Adige 1512 40.0 0 0.0 1890 50.0 378 10.0 3780
Trentino 27027 43.4 7568 12.2 17069 27.4 10582 17.0 62246
Veneto 39965 64.2 3735 4.9 16773 22.0 6723 10.0 67196
Friuli V.G. 10033 11.3 11891 13.4 34931 39.3 31958 36.0 88813
Liguria 24913 67.3 733 2.0 10625 28.7 733 2.0 37004
Emilia Romagna 78059 77.6 11034 10.9 5517 5.4 6252 6.2 100862
Tuscany 37215 55.1 11201 14.4 11201 14.4 12644 17.5 72261
Umbria 10322 68.3 369 2.4 2949 19.5 1475 9.8 15115
Marche 11520 65.3 0 0.0 2230 12.2 4087 22.9 17837
Lazio 33161 46.2 4053 5.7 28233 39.4 6264 8.7 71711
Abruzzo 50703 41.8 18822 15.3 41293 33.5 11584 9.5 122402
Molise 3904 26.3 0 0.0 9760 65.8 1171 7.9 14835
Campania 4380 7.9 2210 4.0 41609 75.4 6997 12.7 55196
Apulia 388 8.3 0 0.0 4273 91.7 0 0.0 4661
Basilicata 2983 11.3 373 1.4 18271 69.1 4822 18.2 26449
Calabria 14925 19.3 2985 3.9 57088 73.9 2239 2.9 77237
Sicily 10993 72.5 0 0.0 2274 15.0 1895 12.5 15162
Sardinia 0 0.0 0 0.0 0 0.0 0 0.0 0
Italy 477225 46.1 78280 7.6 349879 33.8 129723 12.5 1035107

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Beech coppices were generally clear felled leaving 60-80 standards per hectare. The rotation age traditionally varied between 16 and 24 years. Yields varied between 2-3 and 5-6 m3 ha-1 ([45], [50]). In the Northern Apennines, right after coppicing, it was customary to cultivate cereals and potatoes in the spaces between coppice stools; brushwood was usually burned to fertilize the soil. This intensive exploitation greatly reduced the density and fertility of many beech coppices ([69], [34]).

Starting from around 1960, following the development and widespread use of other low cost energy sources and the depopulation of mountain areas, many beech coppices have been progressively abandoned ([23]). In 1985, according to the first Italian Forest Inventory ([54]), < 6.3% of beech coppices in Italy were less than 5 years old, while over 45% were 30 years or older. In 2005 only 0.1% of the total beech coppice area was in the regeneration phase, 4.8% in the “young phase”, 55.4 in the “adult phase” and over 39% in the “old phase” ([47]). These data indicate that at the beginning of the eighties coppicing had stopped in most beech coppices and the trend is increasing (Tab. 5). The 1985 National Forest Inventory ([54]) estimated a mean standing volume of 151.5 m3 ha-1 for beech coppices. Volume data from the 2005 National Forest Inventory broken down by stand composition and management type are not yet available. It is probable that this average volume has increased due to increasing average age.

Tab. 5 - Beech coppices: area distribution by development phase for even aged coppices; uneven aged coppice distribution - data from [47]. (*): % of total even aged coppices; (**): % of total coppice.

Region Coppice with and without standards, compound coppice Uneven aged
Young phase Adult phase Old phase Regeneration phase Total
%* Surface
%* Surface
%* Surface
%* Surface
% Surface
%** Surface
Piedmont 4848 6.8 45355 63.3 21413 29.9 0 0.0 71616.2 100.0 404 0.6 72020
Valle d’Aosta 0 0.0 0 0.0 0 0.0 0 0.0 0.0 100.0 0 0.0 0
Lombardy 882 2.0 27330 63.3 14988 34.7 0 0.0 43199.3 100.0 0 0.0 43199
Alto Adige 0 0.0 378 25.0 1134 75.0 0 0.0 1512.4 100.0 0 0.0 1512
Trentino 360 1.3 15496 57.3 11171 41.3 0 0.0 27027.4 100.0 0 0.0 27027
Veneto 747 2.4 16808 54.2 13446 43.4 0 0.0 31000.9 100.0 8964 22.4 39965
Friuli V.G. 0 0.0 2601 25.9 7432 74.1 0 0.0 10033.2 100.0 0 0.0 10033
Liguria 733 2.9 19051 76.5 5129 20.6 0 0.0 24913.3 100.0 0 0.0 24913
Emilia Romagna 2575 3.3 44490 57.5 30259 39.1 0 0.0 77323.8 100.0 736 0.9 78059
Tuscany 0 0.0 13730 43.7 17704 56.3 0 0.0 31434.4 100.0 5781 15.5 37215
Umbria 0 0.0 2212 21.4 7742 75.0 369 3.6 10322.3 100.0 0 0.0 10322
Marche 0 0.0 7804 70.0 3344 30.0 0 0.0 11148.1 100.0 372 3.2 11520
Lazio 2579 7.8 13633 41.1 16949 51.1 0 0.0 33160.9 100.0 0 0.0 33161
Abruzzo 3982 8.0 20994 42.0 25003 50.0 0 0.0 49979.3 100.0 724 1.4 50703
Molise 390 10.0 2733 70.0 781 20.0 0 0.0 3904.1 100.0 0 0.0 3904
Campania 1066 24.3 2210 50.4 1105 25.2 0 0.0 4380.4 100.0 0 0.0 4380
Apulia 0 0.0 388 100.0 0 0.0 0 0.0 388.4 100.0 0 0.0 388
Basilicata 373 12.5 1864 62.5 746 25.0 0 0.0 2982.9 100.0 0 0.0 2983
Calabria 1119 7.5 10074 67.5 3731 25.0 0 0.0 14925.0 100.0 0 0.0 14925
Sicily 2274 20.7 7960 72.4 758 6.9 0 0.0 10992.5 100.0 0 0.0 10993
Sardinia 0 0.0 0 0.0 0 0.0 0 0.0 0.0 0.0 0 0.0 0
Italy 21928 4.8 255111 55.4 182836 39.7 369 0.1 460244.8 100.0 16980 3.6 477225

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A particular type of beech coppice is the selection coppice (or uneven aged coppice), where shoots of different ages (usually three age classes) grow on each stool. This type of coppice was traditional in Tuscany and in some areas of Piemonte, Lombardia, Veneto and Friuli ([55], [40], [51], [15], [60] - Fig. 3).

Fig. 3 - Beech selection coppice in the Foreste Casentinesi, Monte Falterona and Campigna National Park (photo Nocentini).

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With the coppice selection system, the biggest shoots are cut every 6-8 years and a light thinning of the smaller shoots is also done. According to Giannini & Piussi ([40]) selection coppices in Tuscany usually had circa 1300 stools per hectare; each stool had 1-2 (rarely 3) dominant shoots with heights of 9-10 m, 4-5 intermediate shoots (approx. 7 m high) and 10-15 shoots with heights of 2.5-3.0. With the selection coppice a continuous cover is maintained and good yields have been reported: Mannozzi-Torini ([55]) estimated annual yields of 7-7.5 m3ha-1 near Lake Como, and 9.5-10 m3ha-1 in the Tuscan Apennines. These good yields are explained by the fact that repeated, frequent thinning stimulates growth of the remaining shoots and favours new sprouting from the stool. The success of this system depends on the ability and experience of the woodsmen ([21]).

Selection coppices have been mostly abandoned except for very limited areas. Camia et al. ([15]) describe the history and present management system of a selection coppice (180 ha) in Piemonte which is still regularly utilized. The coppice is owned by the township. Rules for the use of the coppice by residents were set out at the middle of the nineteenth century and have remained practically unchanged. Selection cutting is allowed on each compartment every 9 years, all shoots with dbh>12 cm can be cut and the smaller shoots are thinned, at least 200 to 300 quintal ha-1 (approx. 20-30 m3 ha-1) must be left after cutting depending on site fertility. The current annual volume increment is estimated at 2.9 m3 ha-1 year-1.

Today there is a renewed scientific and operational interest in this management system because it can produce relatively high quantities of firewood in mountain areas where modern and efficient wood burning stoves are gradually gaining importance while guaranteeing continuous cover and adequate soil protection ([21], [27]).

Coppice conversion to high forest

Forest policies have been increasingly directed to favouring the conversion of beech coppices to high forests which are considered both more productive and ecologically more functional ([9]).

In general, conversion to high forest has been carried out by progressively reducing stand density with repeated thinning of the shoots ([21]). The aim is to favour growth of the best shoots and at the same time reduce resprouting ([40]; [9]). Conversion to high forest is completed with seedling establishment following regeneration felling. On the whole, it is quite a long process which, in mountain areas, can last up to 150 years, depending on site fertility ([21]).

Numerous experimental trials on beech coppice conversion to high forest have been conducted in several areas ([11], [2], [18], [5], [75], [3], [13], [1], [8], [35], [17], [20], [24], [25]). In general, results show that in coppices which have passed the normal rotation age, thinning increases stand stability, reduces shoot mortality, maintains a “regular” stand structure, increases growth both of individual shoots and total stand volume. Recently, conversion to high forest of beech coppices has also been examined in relation to the carbon cycle and the Kyoto Protocol ([66]).

In many public properties in the eastern Alps and in the Northern Apennines, beech stands are currently in the transition stage from coppice to high forest. Due to irregular application of conversion interventions (such as not removing standards, excessive or too light thinning of shoots, etc.) in practice these stands show very diversified structures which are not easily classified in regular structural models ([29], [12]). Usually, forest management plans for the older transition stands prescribe regeneration felling carried out according to the uniform shelterwood system, but the regeneration stage has rarely been reached in practice.

In private properties and in many small community forests, conversion to high forest has not been so widespread and there are vast areas where beech coppices have long been abandoned. Following the renewed interest in firewood as an energy source, the high standing volume which has accumulated in decades of abandonment and the availability of relatively low cost labour due to illegal exploitation of immigrant workers, there is increasing pressure for a return to coppicing, especially in the more accessible areas. This situation presents various risks which must be seriously taken into account. Widespread cutting of beech coppices which have not been utilized for several decades will quickly consume a natural capital which has built up during the years. This does not include only wood but also organic substances in the soil, a fundamental element for the functionality of these forests. Some Regions are setting stricter age and cutting area limits to stop the return to beech coppices.

Beech high forests

Almost 50% of all beech high forests in Italy are in the southern regions of Abruzzo, Molise, Puglia, Campania, Basilicata and Calabria (Tab. 4).

In the Southern Apennines beech high forests have a very interesting management situation which is a good example of the separation between classical forest management, developed with “scientific forestry” ([53], [52]) and based on regulation plans which aimed at ensuring sustained yield, and real life forest management, i.e. how forests have been, and mostly still are, managed in reality.

From the beginning of the twentieth century, Di Tella and then Patrone, founders of the Italian Forestry School, following the example of the German Forestry School, considered the uniform shelterwood system as the most rational form of management for beech stands. The belief that this was the only system that could be applied in good site conditions has endured for a long time ([42], [46], [59], [16], [10]).

There are several reasons for this: first of all beech was believed to have a natural tendency towards even-aged structures; second, even-aged structures were always considered better for the production of high quality timber, whereas selection cutting has always had a bad reputation because it is suspected of degenerating into the commercial selection of the best trees ([10]). Last, but not least, since the uniform shelterwood system is based on area regulation methods for determining prescribed yield, in theory the normal forest, i.e. the well regulated forest, is easier to attain. Thus the management model developed by the Forestry School of Florence prescribed rotation ages between 90 and 100 years, uniform shelterwood system and a regeneration period of 20 to 30 years ([64]).

As I have already mentioned, many beech high forests of Southern Italy are the result of extensive fellings carried out according to the 1826 Law. This type of felling was conducted well into the twentieth century, when it became customary to utilize beech stands with a very intensive cut leaving few seed trees (circa 50 per hectare).

Resulting stands today show different structures, ranging from even-aged pure beech stands with sparse old big trees, to stands with a light cover of big trees from the old cycle and with a lower plane formed by beech regeneration, originating both from seed or stool, to multi-stratified stands where felling of some of the big old seed trees has opened up space for new regeneration ([49], [26]). It is interesting to note that, according to the National Forest Inventory, beech forests have a relatively higher number of “monumental” trees as compared to other forest formations in Italy ([47]).

In the face of this extremely varied situation, forest management plans for beech high forests on public properties in the southern Apennines have systematically prescribed the shelterwood system, but this management type - with all its phases - has only been applied rarely ([14], [58], [26], [57] in press). Generally a very heavy cut is applied at rotation age utilizing 50% or more of standing volume, instead of 30% as prescribed by the shelterwood system for beech. Removal cuttings are usually indefinitely postponed because they are not considered financially profitable ([26]).

Instead, the traditional treatment for beech stands on private, and, rarely, on some public properties, was and still is a selection cut applied without precise written rules, but according to the needs of the owner and to the particular situation of each stand.

Susmel ([73]) reported on various areas between Campania and Basilicata where beech stands, from at least 1850, had been managed successfully with a “selection cut” and where wood production quality was very good. Fellings were carried out approximately every 14 years in the same stand. This type of management created an “irregular” small group structure. Putting together data from “irregular” beech forests in Corleto Monforte (Campania) with data from private forests in Muro Lucano, Susmel elaborated a theoretical “cultivation type” for uneven aged beech forests in the Southern Apennines (Tab. 6). The cultivation type refers to a stand structure with a balanced tree distribution in diameter classes according to the De Liocourt function ([30]). Compared to the traditional management system, the proposed “cultivation type” was based on a selection cut repeated every 10 years and the creation of groups varying between 277 and 417 m2. According to Susmel, the final aim of this management model was to favour the transformation of pure beech stands into mixed fir-beech stands with balanced uneven aged structures. Susmel ([74]) later prescribed this model in a management plan which had the aim of “creating order” in the beech forests in Corleto Monforte. But this model has not been applied in practice ([57]).

Tab. 6 - Number of trees in different size and age groups according to the “cultivation type” for uneven aged beech forests in Southern Apennines. From [73], modified.

Approx. tree age (years) DBH
n. trees per group
group size
277 m2
group size
416 m2
0-20 - - -
20-40 5-10 - -
40-60 10-20 33 50
60-80 25-30 13 20
80-100 35-40 8 11
100-120 45-55 5 7
120-140 55-70 2 3

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More recently, studies conducted in various privately owned beech forests in Calabria ([49], [26]) have described a similar form of treatment and the resulting stand structures. The traditional system consists of a selection cut which eliminates the biggest trees and which is repeated at short intervals (8-10 years). This type of felling creates small gaps - 40 to 100 m2 in size- where beech regeneration quickly sets in ([26]). Stands are formed by very small groups of trees that can be classified according to age as is shown in Tab. 7. Reductions in the number of trees in the groups with increasing age is due only to mortality from competition since traditionally no thinnings are carried out; this produces well shaped, regular boles. Data collected 5 years after a selection cut carried out by the owner according to the traditional system showed that vigorous regeneration had set in in the very small gaps (40-50 m2) created by cutting individual big trees, and an average of 25 young beech trees with DBH< 3 cm and height < 2 m were present in each gap ([26]).

Tab. 7 - Tree distribution in age class groups for small group selection beech stands in Calabria. From [26], modified.

Age of trees
n. trees
per group
<10 6-9 16 <10
10-20 12-15 11 13-14
20-30 18-24 10 16-18
30-40 27-36 9 18-21
40-50 38-45 3 21-22
> 50 >45 2 >22

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Comparison between the Susmel theoretical cultivation type and the Calabrian beech stands shows a lower number of trees, relatively higher average diameter and lower standing volume (Tab. 8).

Tab. 8 - Stand parameters for small group selection beech forests in Calabria and uneven aged structural model for beech forests in Southern Apennines. (*): data from Ciancio et al. ([26]), (**): data from Susmel ([73]).

Stand Parameters Number
trees ha-1
Average DBH (cm) Basal area
(m2 ha-1)
(m3 ha-1)
Small group selection system in
Calabria (*)
461-467 27.3-31.4 27.40-35.65 368-403
Selection forest model for beech forests in southern Apennines (**) 370 34.7 35.00 289

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Beech forests in Italy are a very important and characterizing element of many mountain areas, especially in the Mediterranean regions. Their management history is the result of complex interrelations between social and economic phenomena which have characterized at least the last two centuries. A less evident but indeed fundamental role has also been played by changing cultural and scientific reference systems.

Surely the trend of coppice abandonment will continue in the remotest and more difficult zones. In areas where coppicing is again financially convenient, felling must be accurately controlled. Conversion to high forest should continue, but here too stand structure diversification should be favoured. At the landscape scale, appropriate planning of beech coppice conversion to high forest can provide for a pattern of patches with different ages and structures with significant value in terms of biodiversity conservation ([63]).

In the future beech will increasingly spread into neighbouring artificial conifer stands where site conditions are favourable. Here it is necessary to help natural processes and management should sustain evolution towards more complex and efficient forest systems.

The analysis of the management history of beech high forests in the Apennines shows that management systems which favour simplified stand structure and composition according to rigid, predetermined models, have rarely if ever been applied because they do not take into account both the real structure of beech stands and local traditions.

For beech high forests, the management approach which has been described for private properties in Southern Italy, based on the opening of very small gaps organized in time and space according to the actual structure of the stand, can instead provide an interesting example for sustainable use of these forest formations. Although no specific study has as yet been carried out to evaluate the economic return of this type of management, the fact that it has been applied with constancy and often for well over a century in private properties would indicate that economic sustainability is self-implied. Examples of similar silvicultural treatment, based on selection cut and very small group stand structures, have been described for other forest types in Southern Italy, such as Pinus nigra var. laricio ([24]) and Pinus halepensis Mill. ([26]).

This type of forest management, carried out outside regular management plans, but according to un-written rules passed on by owners and woodsmen, is based on an adaptive approach that maintains a continuous forest cover. Therefore it can offer an important contribution to the definition of a sustainable way for managing beech forests.


I am grateful to an anonymous reviewer for very useful comments on an earlier version of the manuscript.


Amorini E, Fabbio G (1991). Ricerche sull’“invecchiamento” dei cedui: riflessi sul trattamento di conversione. L’Italia Forestale e Montana 46 (3): 193-204.
Amorini E, Gambi G (1977). Il metodo dell’invecchiamento nella conversione dei cedui di faggio. Annali dell’Istituto Sperimentale per la Selvicoltura 8: 21-42.
Amorini E, Fabbio G, Frattegiani M, Manetti MC (1988). L’affrancamento dei polloni. Studio sugli apparato radicali in un soprassuolo avviato ad altofusto di faggio. Annali dell’Istituto Sperimentale per la Selvicoltura 19: 199-261.
Andreatta G (2008). La diffusione dell’abete rosso negli ex-cedui di faggio del Parco delle Dolomiti Bellunesi. Forest@ 5: 265-268.
Andriollo R, Azzalini A, Ceschel F, Darra A, Gogliani P, Piussi P, Stiavelli S (1987). Tagli di avviamento all’altofusto in cedui di faggio del Friuli occidentale. Annali Accademia Italiana di Scienze Forestali 36: 221-262.
Anzalone B (1961). Sul limite altimetrico inferiore del faggio nella regione laziale. Ann. Bot. 27: 80-109.
Anzalone B (1980). Escursione ai Monti Cimini. Atti e Resoconti Sociali. Informatore Botanico Italiano 12: 32-39.
Avolio S, Ciancio O (1991). Prove di avviamento ad alto fusto di cedui di faggio in Sila. Annali dell’Istituto Sperimentale per la Selvicoltura 22: 191-226.
Bagnaresi U, Giannini R (1999). La selvicoltura delle faggete: sintesi dello stato dell’arte. In: “Ecologia strutturale e funzionale di faggete italiane” (Scarascia Mugnozza G ed). Edagricole, Bologna, Italy, pp. 187-199.
Bernetti G (1995). Selvicoltura speciale. UTET, Torino, Italy.
Bianchi M (1976). Esperienze di conversione dei cedui di faggio nell’alta valle del Serchio. L’Italia Forestale e Montana 31 (6): 231-240.
Bianchi M (1981). Le fustaie di faggio di origine agamica della Toscana: tavole di produzione per i boschi coetanei. Annali Accademia Italiana di Scienze Forestali 30: 247-283.
Bianchi M, Hermanin L (1988). Stato delle ricerche sperimentali sulla conversione in alto fusto dei cedui di faggio. Quaderni dell’Istituto di Assestamento e Tecnologia forestale, fasc. 2.
Bianucci V (1982). Ricerche sull’accrescimento dei novelleti e delle spessine di faggio dell’Irpinia. L’Italia Forestale e Montana 36 (5): 217-241
Camia A, Bovio G, De Ferrari F (2002). Il ceduo a sterzo di Valmala (CN). In: “Il bosco ceduo in Italia” (Ciancio O, Nocentini S eds). Accademia Italiana di Scienze Forestali, Firenze, Italy, pp. 249-276.
Cantiani MG (1983). Alcune osservazioni sulla tipologia delle faggete dei Monti Picentini con particolare riguardo ai gruppi del Cervialto, Terminio e Acellica. L’Italia Forestale e Montana 38 (4): 184-199.
Cantiani MG, Cantiani P (1994). Conversione ad alto fusto di un ceduo “composto” di faggio nell’Appennino toscano. Cellulosa e Carta 45 (3): 36-46.
Cappelli M (1981). Conversioni di cedui di faggio nel comune di Valstagna (Vicenza). In: “La conversione dei boschi cedui in alto fusto”. UNIF - Unione Istituti Italiani di Ricerche Forestali, pp. 42-44.
Carpaneto G, Cutini M, Di Pietro R (2006). Aspetti di conservazione e gestione. In: “Le faggete appenniniche. Avanguardie e relitti di foresta contionentale” (Minselli A ed). Quaderni Habitat, Ministero dell’Ambiente e della tutela del Territorio, Museo Friulano di Storia Naturale, Udine, Italy.
Cesaro G, Colpi C (2002). Conversione a fustaia e “invecchiamento naturale”: il caso di un ceduo di faggio sulle Prealpi venete. In: “Il bosco ceduo in Italia” (Ciancio O, Nocentini S eds). Accademia Italiana di Scienze Forestali, Firenze, pp. 305-324.
Ciancio O, Nocentini S (2004). The coppice forest. Silviculture, regulation, management. In: “Il bosco ceduo. Selvicoltura, assestamento, gestione”. Accademia Italiana di Scienze Forestali, Firenze, pp. 679-701.
Ciancio O, Nocentini S (2006). The conservation of cultural forest landscapes: the Vallombrosa Silvomuseum. In: Proceedings of the Conference: “Cultural heritage and sustainable forest management: the role of traditional knowledge” (Parrotta J, Agnoletti M, Johann E eds). Ministerial Conference on the Protection of Forests in Europe, Liason Unit Warsaw 1: 237-242.
Ciancio O, Corona P, Lamonaca A, Portoghesi L, Travaglini D (2006a). From coppicing to continuous cover forestry: a case study in Central Italy. Forest Ecology and Management 224: 235-240.
CrossRef | Gscholar
Ciancio O, Iovino F, Menguzzato G, Nicolaci A, Nocentini S (2006b). Structure and growth of a small group selection forest of Calabrian pine in southern Italy: a hypothesis for continuous cover forestry based on traditional silviculture. Forest Ecology and Management 224: 229-234.
CrossRef | Gscholar
Ciancio O, Iovino F, Menguzzato G, Nicolaci A (2007). Interventi selvicolturali in cedui di faggio che hanno superato il turno consuetudinario e valutazione della biomassa legnosa ritraibile. L’Italia Forestale e Montana 62 (5/6): 339-353.
CrossRef | Gscholar
Ciancio O, Iovino F, Mendicino V, Menguzzato G, Nicolaci A, Nocentini S (2008). Structure and management of Aleppo pine forests. Options Méditerranéennes, series A, 75: 61-72.
Coppini M, Hermanin L (2007). Restoration of selective beech coppices: a case study in the Apennines (Italy). Forest Ecology and Management 249: 18-27.
CrossRef | Gscholar
Crivellari D (1955). Conversione e miglioramento delle faggete alpine ed appenniniche. In: Proceedings of the: “Congresso Nazionale di Selvicoltura per il miglioramento e la conservazione dei boschi italiani”, Florence (Italy), March 14-18 1954. Accademia Italiana di Scienze Forestali 1: 237-284.
Cucchi C (1976). Ricerche sui tipi colturali di una faggeta appenninica. Annali Accademia Italiana di Scienze Forestali 25: 75-143.
De Liocourt F (1898). De l’Aménagements des Sapinières. Bulletin Société Franche Comté et Belfort.
Del Favero R (2008). I boschi delle regioni meridionali e insulari d’Italia. Tipologia, funzionamento, selvicoltura. CLEUP Padova, Italy.
Fenaroli L (1966). Il Gargano, suoi aspetti vegetazionali e floristici. Annali Accademia Italiana di Scienze Forestali 15: 107-135.
Ferrari E (1916). La foresta di Camaldoli. Firenze, pp. 8-9.
Ferrari C, Pirola A, Ubaldi D (1979). I faggeti e gli abieti-faggeti delle foreste demaniali casentinesi in provincia di Forlì. Not. Fitosoc. 14: 41-58.
Fratello G, Minotta G, Pinzauti S (1993). Indagini sulla struttura e la rinnovazione di boschi di faggio (Fagus sylvatica L.) dell’Appennino settentrionale. Annali dell’Accademia Italiana di Scienze Forestali 42: 215-226.
Gabbrielli A (1978). L’opera rinnovatrice di Carlo Siemoni selvicoltore granducale (nel centenario della morte). Annali dell’Accademia Italiana di Scienze Forestali 27: 173-193.
Gabbrielli A (1991a). Quattro secoli di storia della foresta demaniale dell’Abetone. L’Italia forestale e montana 46 (5): 329-340.
Gabbrielli A (1991b). Le Foreste Casentinesi in una stima del 1870. Cellulosa e Carta 6: 31-36.
Gabbrielli A (2004). Le faggete di Pietracamela e Fano Adriano nel gruppo del Gran Sasso d’Italia: un’indagine storica. Annali dell’Accademia Italiana di Scienze Forestali 63: 119-142.
Giannini R, Piussi P (1976). La conversion des taillis en futaie: l’expérience italienne. Proceedings of XVI IUFRO Word Congress, Norway, pp. 388-396.
Gori Montanelli (1939). La rinnovazione naturale dell’abete bianco nell’Appennino emiliano. Rivista forestale italiana, pp. 153.
Hofmann A (1956). L’utilizzazione delle faggete nel meridione. L’Italia Forestale e Montana 11 (2): 69-96.
Hofmann A (1960). Il faggio in Sicilia. Flora et vegetatio italica, Memoria n. 2, Gianasso Ed., Sondrio, Italy.
Hofmann A (1961). La faggeta depressa del Gargano. Delpinoa 3: 375-406.
Hofmann A (1963). La conversione dei cedui di faggio. Annali Accademia Italiana di Scienze Forestali 12: 145-164.
Hofmann A (1991). Il faggio e le faggete in Italia. MAF CFS, Collana Verde no. 81.
INFC (2005). Inventario Nazionale delle Foreste e dei Serbatoi Forestali di Carbonio. Ministero delle Politiche Agricole Alimentari e Forestali, Ispettorato Generale - Corpo Forestale dello Stato, CRA - Istituto Sperimentale per l’Assestamento Forestale e per l’Alpicoltura.
Online | Gscholar
Iovino F, Menguzzato G (1993). L’abete bianco sull’Appennino lucano. Annali Accademia Italiana di Scienze Forestali 52: 186-213.
Iovino F, Menguzzato G (2004). Gestione sostenibile dei boschi in ambiente mediterraneo. In: Atti del Convegno “Selvicoltura: a che punto siamo?”, Vallombrosa (FI - Italy), Oct 23-24 2003. Edizioni Vallombrosa, Italy.
IPLA (1976). Inventario dei cedui di castagno e faggio in Provincia di Cuneo nella Valli Stura, Grana, Maira. Atti dell’Assessorato regionale dell’Agricoltura e Foreste: “Esperienze ed indagine per una selvicoltura moderna”, Regione Piemonte 2: 177-236.
IPLA (1981). I boschi e la carta forestale del Piemonte. Regione Piemonte, Guida Editori, Napoli, pp. 177.
Johann E (2007). Traditional forest management under the influence of science and industry: The story of the alpine cultural landscapes. Forest Ecology and Management 249: 54-62.
CrossRef | Gscholar
Lowood HE (1990). The calculating forester: quantification, cameral science, and the emergence of scientific forestry management in Germany. In: “The quantifying spirit of the XVIIIth century”. (Frangsmyr T, Heilbron JL, Rider R E eds). University of California Press, Berkeley and Los Angeles, USA, pp. 315-342.
MAF/ISAFA (1988). Inventario Forestale Nazionale. Sintesi metodologica e risultati. Ministero dell’Agricoltura e delle Foreste. Istituto Sperimentale per l’Assestamento forestale e per l’Alpicoltura, Trento, Italy.
Mannozzi-Torini L (1949). Il trattamento a sterzo nei cedui di faggio. L’eco della montagna.
Marchesoni V (1959). Importanza del fattore storico-climatico e dell’azione antropica nella evoluzione della vegetazione forestale dell’Appennino umbro marchigiano. Annali Accademia Italiana di Scienze Forestali 8: 327-343.
Marone E, Nocentini S, Ciancio O (2009). Definizione di sistemi compensativi e di indennizzo per le attività forestali nei parchi nazionali. In: Proceedings of the Third Italian National Congress of Silviculture, Taormina (ME - Italy), Oct 25-26 2008. In press.
Masci A, Papi R, Scarascia-Mugnozza G (1999). Struttura selvicolturale di faggete appenniniche e rapporti con la biodiversità. In: “Ecologia strutturale e funzionale di faggete italiane” (Scarascia Mugnozza G ed). Edagricole, Bologna, Italy, pp. 201-219.
Mayer H (1977). Waldbau auf sozioloegische-oekologischen Grundlagen. Gustav Fischer Verlag, Stuttgart, New York, pp. 482
Menicacci M (2002). Il taglio a sterzo nell’Appennino pistoiese. In: “Il bosco ceduo in Italia” (Ciancio O, Nocentini S eds) Accademia Italiana di Scienze Forestali, Firenze, Italy, pp. 277-291.
Montelucci G (1956). Aspetti della faggeta depressa del monte Fogliano. Nuovo Giornale Botanico Italiano 63: 507-530.
Morandini R (1959). Le abetine del Trentino. Aspetti forestali della regione Trentino Alto Adige. Monti e Boschi (78): 316.
Nocentini S (2005). Conservazione della complessità e della diversità biologica dei sistemi forestali. L’Italia forestale e montana 60 (8): 341-349.
Patrone G (1957). Piano di assestamento del comune di Roccamandolfi per il decennio 1955-1964. Piani di assestamento forestale. Accademia Italiana di Scienze Forestali, Firenze, Italy, pp. 165-216.
Pignatti S (1998). I boschi d’Italia. UTET, Torino, Italy.
Pilli R, Dalla Valle E, Anfodillo T, Penzo D, Fontanella F (2008). Fissazione di carbonio in una fustaia transitoria di faggio sottoposta a tagli colturali. Forest@ 5: 57-67.
CrossRef | Gscholar
Poldemengo O (1950). La scomparsa del faggio in alto Cadore. L’Italia Forestale e Montana 5 (5): 188-190.
Rovelli E (2000). Appunti e considerazioni sulle faggete dell’Appennino centro-meridionale. Monti e boschi 5: 5-24.
Sanesi G (1962). Osservazioni sulle caratteristiche e l’evoluzione dei suoli della foresta di Campigna (Forlì). Relazioni con la vegetazione forestale. Annali Accademia Italiana di Scienze Forestali 11: 97-137.
Scoppola A (1999). Tipologie vegetazionali di faggete appenniniche. In: “Ecologia strutturale e funzionale di faggete italiane” (Scarascia Mugnozza G ed). Edagricole, Bologna, Italy, pp. 21.31.
Scoppola A, Caporali C (1997). I boschi caducifogli mesofili con faggio della Provincia di Viterbo: aggiornamento sulla distribuzione. Annali Accademia Italiana di Scienze Forestali 45: 167-188.
Senni L (1955). L’Abete bianco sull’Appennino italiano. In: Atti Congresso Nazionale di “Selvicoltura per il Miglioramento e la Conservazione dei Boschi Italiani”, Accademia Italiana di Scienze Forestali 1: 225-236.
Susmel L (1957). Tipo colturale per le faggete meridionali. Monti e Boschi 4: 161-175.
Susmel L (1959). Riordino su basi bio-ecologiche delle faggete di Corleto Monforte. Pubblicazioni della Stazione Sperimentale di Selvicoltura, pp. 174.
Tagliaferro F (1987). Esperienze di conversione dei cedui di faggio del Piemonte. In: La conversione dei boschi cedui in alto fusto. UNIF - Unione Istituti Italiani di Ricerche Forestali, pp. 5-13.

Authors’ Affiliation

Susanna Nocentini
Dept. of Forest Environmental Sciences and Technologies (DISTAF), University of Florence, v. S. Bonaventura 13, I-50143 Florence (Italy)

Corresponding author

Susanna Nocentini


Nocentini S (2009). Structure and management of beech (Fagus sylvatica L.) forests in Italy. iForest 2: 105-113. - doi: 10.3832/ifor0499-002

Academic Editor

Marco Borghetti

Paper history

Received: Feb 04, 2009
Accepted: Apr 02, 2009

First online: Jun 10, 2009
Publication Date: Jun 10, 2009
Publication Time: 2.30 months

© SISEF - The Italian Society of Silviculture and Forest Ecology 2009

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