Submitted:
02 October 2024
Posted:
04 October 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Area


2.2. Assessment of Ecosystem Services Provided in the Study Area
2.2.1. Carbon Storage and Sequestration (CSS)
2.2.2. Habitat Quality (HbQ)
2.2.3. Agricultural Production (AP)
2.2.4. Pollination (Pol)

2.3. Land Capability (LCap)

2.4. Normalization of Criteria
2.5. Multi-Criteria Analysis for The Assessment of Ecosystem Services and Identification of Valuable and Degraded Areas
- Equally important (1);
- Moderately more important (3);
- Strongly more important (5);
- Clearly more important (7);
- Extremely more important (9).
2.5.1. Weighted Sum of the Considered Criteria
2.5.2. Clustering of TESV Index: K-Means for Grids
2.6. Analysis of Changes in Terms of Landscape Fragmentation and Ecological Connectivity
2.6.1. Current Forest and Future Scenario
2.6.2. Landscape Metrics
3. Results
3.1. Processing of the Final Cartography (TESV Index)
3.2. Cartography of Valuable Areas
3.3. Cartography of Degraded Areas
3.4. Future Scenarios: Potential Forest
3.5. Analysis of Metrics
4. Discussion
4.1. Analysis Model
4.2. Distribution of Clusters
4.3. Connectivity
4.4. Which NbS?
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Salbitano, F.; Borelli, S.; Conigliaro, M.; Chen, Y.; Food and Agriculture Organization of the United Nations Guidelines on Urban and Peri-Urban Forestry; FAO, 2016; ISBN 9789251094426.
- Atelli, M.; Blasi, C.; Boldini, G.; Cignini, B.; Cosenza, G.; Emiliani, V.; Marchetti, M.; Maria Maggiore, A.; Pericoli, T.; Ricciardi, A.; et al. Strategia Nazionale Del Verde Urbano (Comitato Del Verde Pubblico); 2018;
- Baumeister, C.F.; Gerstenberg, T.; Plieninger, T.; Schraml, U. Exploring Cultural Ecosystem Service Hotspots: Linking Multiple Urban Forest Features with Public Participation Mapping Data. Urban For Urban Green 2020, 48, doi:10.1016/j.ufug.2019.126561. [CrossRef]
- Churkina, G. Modeling the Carbon Cycle of Urban Systems. Ecol Modell 2008, 216, 107–113, doi:10.1016/j.ecolmodel.2008.03.006. [CrossRef]
- World Health Organization. Regional Office for Europe Urban Green Spaces: A Brief for Action; 2017;
- Fusaro, L.; Salvatori, E.; Mereu, S.; Marando, F.; Scassellati, E.; Abbate, G.; Manes, F. Urban and Peri-Urban Forests in the Metropolitan Area of Rome: Ecophysiological Response of Quercus Ilex L. in Two Green Infrastructures in an Ecosystem Services Perspective. Urban For Urban Green 2015, 14, 1147–1156, doi:10.1016/j.ufug.2015.10.013. [CrossRef]
- Gilli; Handley; Ennos Adapting Cities for Climate Change: The Role of the Green Infrastructure. 2007.
- Pulighe, G.; Fava, F.; Lupia, F. Insights and Opportunities from Mapping Ecosystem Services of Urban Green Spaces and Potentials in Planning. Ecosyst Serv 2016, 22, 1–10, doi:10.1016/j.ecoser.2016.09.004. [CrossRef]
- Poe, M.R.; LeCompte, J.; McLain, R.; Hurley, P. Urban Foraging and the Relational Ecologies of Belonging. Soc Cult Geogr 2014, 15, 901–919, doi:10.1080/14649365.2014.908232. [CrossRef]
- Lee, A.C.K.; Maheswaran, R. The Health Benefits of Urban Green Spaces: A Review of the Evidence. J Public Health (Bangkok) 2011, 33, 212–222.
- Campagnaro, T.; Vecchiato, D.; Arnberger, A.; Celegato, R.; Da Re, R.; Rizzetto, R.; Semenzato, P.; Sitzia, T.; Tempesta, T.; Cattaneo, D. General, Stress Relief and Perceived Safety Preferences for Green Spaces in the Historic City of Padua (Italy). Urban For Urban Green 2020, 52, doi:10.1016/j.ufug.2020.126695. [CrossRef]
- Sacker, A.; Cable, N. Do Adolescent Leisure-Time Physical Activities Foster Health and Well-Being in Adulthood? Evidence from Two British Birth Cohorts. Eur J Public Health 2006, 16, 331–335, doi:10.1093/eurpub/cki189. [CrossRef]
- Takano, T.; Nakamura, K.; Watanabe, M. Urban Residential Environments and Senior Citizens’ Longevity in Megacity Areas: The Importance of Walkable Green Spaces. J Epidemiol Community Health (1978) 2002, 56, 913–918, doi:10.1136/jech.56.12.913. [CrossRef]
- Cueva, J.; Yakouchenkova, I.A.; Fröhlich, K.; Dermann, A.F.; Dermann, F.; Köhler, M.; Grossmann, J.; Meier, W.; Bauhus, J.; Schröder, D.; et al. Synergies and Trade-Offs in Ecosystem Services from Urban and Peri-urban Forests and Their Implication to Sustainable City Design and Planning. Sustain Cities Soc 2022, 82, doi:10.1016/j.scs.2022.103903. [CrossRef]
- ISPRA; SNPA Consumo Di Suolo, Dinamiche Territoriali e Servizi Ecosistemici Munafò Michele. ISPRA Istituto Superiore per La Protezione e La Ricerca Ambientale Consumo Di Suolo, Dinamiche Territoriali e Servizi Ecosistemici Edizione 2021 Rapporto ISPRA SNPA; 2022; ISBN 9788844811242.
- SNPA Consumo Di Suolo, Dinamiche Territoriali e Servizi Ecosistemici; 2022;
- European Union Building a Green Infrastructure for Europe; Publ. Office of the European Union, 2013; ISBN 9789279334283.
- Potschin, M.; Haines-Young, R.H. Nature-Based Solutions ESMERALDA-Enhancing Ecosystem Services Mapping for Policy and Decision Making View Project; 2015;
- Eisenberg, B. Nature Based Solutions-Technical Handbook INTERESS-I: Integrierte Strategien Zur Stärkung Urbaner Blau-Grüner Infrastrukturen View Project Space Syntax and Open Space Planning View Project. 2019, doi:10.13140/RG.2.2.24970.54726. [CrossRef]
- Price, R. Nature-Based Solutions (NbS)-What Are They and What Are the Barriers and Enablers to Their Use?; 2021;
- Di Pirro, E.; Sallustio, L.; Castellar, J.A.C.; Sgrigna, G.; Marchetti, M.; Lasserre, B. Facing Multiple Environmental Challenges through Maximizing the Co-Benefits of Nature-Based Solutions at a National Scale in Italy. Forests 2022, 13, doi:10.3390/f13040548. [CrossRef]
- European Commission FUTURE BRIEF: The Solution Is in Nature – Issue 24.
- Sowińska-Świerkosz, B.; García, J. What Are Nature-Based Solutions (NBS)? Setting Core Ideas for Concept Clarification. Nature-Based Solutions 2022, 2, 100009, doi:10.1016/j.nbsj.2022.100009. [CrossRef]
- Nesshöver, C.; Assmuth, T.; Irvine, K.N.; Rusch, G.M.; Waylen, K.A.; Delbaere, B.; Haase, D.; Jones-Walters, L.; Keune, H.; Kovacs, E.; et al. The Science, Policy and Practice of Nature-Based Solutions: An Interdisciplinary Perspective. Science of the Total Environment 2017, 579, 1215–1227.
- Seddon, N.; Chausson, A.; Berry, P.; Girardin, C.A.J.; Smith, A.; Turner, B. Understanding the Value and Limits of Nature-Based Solutions to Climate Change and Other Global Challenges. Philosophical Transactions of the Royal Society B: Biological Sciences 2020, 375, 20190120, doi:10.1098/rstb.2019.0120. [CrossRef]
- Frantzeskaki, N.; McPhearson, T.; Collier, M.J.; Kendal, D.; Bulkeley, H.; Dumitru, A.; Walsh, C.; Noble, K.; van Wyk, E.; Ordóñez, C.; et al. Nature-Based Solutions for Urban Climate Change Adaptation: Linking Science, Policy, and Practice Communities for Evidence-Based Decision-Making. Bioscience 2019, 69, 455–466, doi:10.1093/biosci/biz042. [CrossRef]
- Chausson, A.; Turner, B.; Seddon, D.; Chabaneix, N.; Girardin, C.A.J.; Kapos, V.; Key, I.; Roe, D.; Smith, A.; Woroniecki, S.; et al. Mapping the Effectiveness of Nature-based Solutions for Climate Change Adaptation. Glob Chang Biol 2020, 26, 6134–6155, doi:10.1111/gcb.15310. [CrossRef]
- European Commission 3 Billion Trees Pledge.
- Goffner, D.; Sinare, H.; Gordon, L.J. The Great Green Wall for the Sahara and the Sahel Initiative as an Opportunity to Enhance Resilience in Sahelian Landscapes and Livelihoods. Reg Environ Change 2019, 19, 1417–1428, doi:10.1007/s10113-019-01481-z. [CrossRef]
- Seddon, N.; Smith, A.; Smith, P.; Key, I.; Chausson, A.; Girardin, C.; House, J.; Srivastava, S.; Turner, B. Getting the Message Right on Nature-based Solutions to Climate Change. Glob Chang Biol 2021, 27, 1518–1546, doi:10.1111/gcb.15513. [CrossRef]
- Bregje, K.; Van Wesenbeeck ; Deltares, ); Rahman, F.; Wynne, G.; Blackwood ; Kapos, K.; Wicander, V.; Salvaterra, S.; Dawkins, T.; Hicks, K. Sander Carpaij (Wetlands International), Shaun Martin (WWF US), Susanna Tol (Wetlands International), Tefera Mengistu Woldie (Ministry of Environment; IUCN, 2019;
- Di Pirro, E.; Mendes, R.; Fidélis, T.; Sallustio, L.; Roebeling, P.; Marchetti, M.; Lasserre, B. The Embeddedness of Nature-Based Solutions in the Recovery and Resilience Plans as Multifunctional Approaches to Foster the Climate Transition: The Cases of Italy and Portugal. Land (Basel) 2022, 11, doi:10.3390/land11081254. [CrossRef]
- Mendonça, R.; Roebeling, P.; Fidélis, T.; Saraiva, M. Policy Instruments to Encourage the Adoption of Nature-Based Solutions in Urban Landscapes. Resources 2021, 10, 81, doi:10.3390/resources10080081. [CrossRef]
- Dorst, H.; van der Jagt, A.; Raven, R.; Runhaar, H. Urban Greening through Nature-Based Solutions – Key Characteristics of an Emerging Concept. Sustain Cities Soc 2019, 49, 101620, doi:10.1016/j.scs.2019.101620. [CrossRef]
- Voskamp, I.M.; de Luca, C.; Polo-Ballinas, M.B.; Hulsman, H.; Brolsma, R. Nature-Based Solutions Tools for Planning Urban Climate Adaptation: State of the Art. Sustainability 2021, 13, 6381, doi:10.3390/su13116381. [CrossRef]
- European Commission Mapping Guide Urban Atlas; 2023;
- Amadei, M.; Bagnaia, R.; Di Bucci, D.; Laureti, L.; Lugeri, F.R.; Nisio, S.; Salvucci, R. Carta Della Natura Alla Scala 1:250.000: Carta Dei Tipi e Delle Unità Fisiografiche Di Paesaggio d’Italia ; 2003rd ed.; 2000;
- ISPRA Carta Di Copertura Del Suolo 2018 Basata Su Dati Copernicus e Su Dati ISPRA; 2018;
- Stanford University; University of Minnesota; Chinese Academy of Sciences; The Nature Conservancy; World Wildlife Fund; Stockholm Resilience Centre; Royal Swedish Academy of Sciences Natural Capital Project, InVEST 0.0. 2024.
- MEA Millennium Ecosystem Assessment.
- Sallustio, L.; Quatrini, V.; Geneletti, D.; Corona, P.; Marchetti, M. Assessing Land Take by Urban Development and Its Impact on Carbon Storage: Findings from Two Case Studies in Italy. Environ Impact Assess Rev 2015, 54, 80–90, doi:10.1016/j.eiar.2015.05.006. [CrossRef]
- ISPRA Consumo Di Suolo, Dinamiche Territoriali e Servizi Ecosistemici; 2016; ISBN 9788844807764.
- European Environment Agency High Resolution Layers; 2023;
- EEA CORINE Land Cover 2012 (Vector/Raster 100 m), Europe, 6-Yearly; 2012;
- Sallustio, L.; De Toni, A.; Strollo, A.; Di Febbraro, M.; Gissi, E.; Casella, L.; Geneletti, D.; Munafò, M.; Vizzarri, M.; Marchetti, M. Assessing Habitat Quality in Relation to the Spatial Distribution of Protected Areas in Italy. J Environ Manage 2017, 201, 129–137, doi:10.1016/j.jenvman.2017.06.031. [CrossRef]
- Agenzia Entrate Valori Agricoli Medi.
- Bellucci, V.; Bianco, P.M.; Strollo, A.; Marchetti, M.; Marino, D.; Marucci, A.; Munafò, M.; Palmieri, M.; Sallustio, L.; Soraci, M. Distribuzione Potenziale Degli Impollinatori Nelle Aree Agricole Secondo Il Modello InVest; 2016;
- Klingebiel, A.A.; Paul Hooper Montgomery Land-Capability Classification.; Soil Conservation Service, US Department of Agriculture, 1961; Vol. 210;.
- Dean, M. A Practical Guide to Multi-Criteria Analysis MORE (Multi-Modal Optimisation of Road-Space in Europe) Project View Project Achieving Transitions to Zero Carbon Emissions and Sustainable Urban Mobility View Project. 2022, doi:10.13140/RG.2.2.15007.02722. [CrossRef]
- Saaty, R.W. THE ANALYTIC HIERARCHY PROCESS-WHAT IT IS AND HOW IT IS USED; 1987; Vol. 9;.
- Wedley, W.C. CONSISTENCY PREDICTION FOR INCOMPLETE AHP MATRICES; 1993; Vol. 17;.
- Vizzarri, M.; Sallustio, L.; Travaglini, D.; Bottalico, F.; Chirici, G.; Garfì, V.; Lafortezza, R.; Veca, D.S.L.M.; Lombardi, F.; Maetzke, F.; et al. The MIMOSE Approach to Support Sustainable Forest Management Planning at Regional Scale in Mediterranean Contexts. Sustainability (Switzerland) 2017, 9, doi:10.3390/su9020316. [CrossRef]
- Wu, J. Landscape Ecology. In Ecological Systems; Springer New York: New York, NY, 2013; pp. 179–200.
- McGarigal, K.; Marks, B.J. FRAGSTATS: Spatial Pattern Analysis Program for Quantifying Landscape Structure. 1995.
- Tonti, D.; Sallustio, L.; Marchetti, M. OPPORTUNITÀ PER NUOVI BOSCHI ED ALBERI IN AMBITO METROPOLITANO; 2022;
- ETIFOR Oltrepò Pavese: Governance e Finanziamenti.
- De Toni, A.; Casella, L.; Marchetti, M. ISPRA_2016_QualitàHabitatDeToni. 2016.
- Ottaviano, M.; Marchetti, M. Census and Dynamics of Trees Outside Forests in Central Italy: Changes, Net Balance and Implications on the Landscape. Land (Basel) 2023, 12, 1013, doi:10.3390/land12051013. [CrossRef]
- Di Cristofaro, M.; Sallustio, L.; Sitzia, T.; Marchetti, M.; Lasserre, B. Landscape Preference for Trees Outside Forests along an Urban–Rural–Natural Gradient. Forests 2020, 11, 1–16, doi:10.3390/f11070728. [CrossRef]





| HbQ | Pol | LCap | CSS | AP | CR | |
|---|---|---|---|---|---|---|
| Q1 | 0.1687 | 0.1687 | 0.4195 | 0.0743 | 0.1687 | 0.03 |
| Q3 | 0.5557 | 0.1193 | 0.0572 | 0.2337 | 0.034 | 0.10 |
| Q4 | 0.2896 | 0.1367 | 0.2552 | 0.2724 | 0.0461 | 0.08 |
| Q5 | 0.3349 | 0.1195 | 0.2945 | 0.1243 | 0.1268 | 0.2 |
| Q7 | 0.3686 | 0.2339 | 0.1335 | 0.0546 | 0.2093 | 0.07 |
| Q8 | 0.327 | 0.3643 | 0.1004 | 0.1376 | 0.0707 | 0.08 |
| Q9 | 0.5131 | 0.259 | 0.0514 | 0.1481 | 0.0285 | 0.08 |
| Q12 | 0.3257 | 0.3799 | 0.1101 | 0.1451 | 0.0393 | 0.08 |
| Q13 | 0.4533 | 0.1148 | 0.1353 | 0.0821 | 0.2145 | 0.16 |
| Q16 | 0.3188 | 0.2832 | 0.0699 | 0.2969 | 0.0311 | 0.15 |
| Criteria | Weight | Standard Dev. |
|---|---|---|
| HbQ | 0.36554 | 0.11 |
| Pol | 0.21793 | 0.10 |
| LCap | 0.1627 | 0.12 |
| CSS | 0.15691 | 0.08 |
| AP | 0.0969 | 0.08 |
| CLASS METRICS | LANDSCAPE METRICS |
|---|---|
| Patch Density (PD) Landscape Similarity Index (LSI) Total Core Area (TCA) Euclidean Nearest Neighbour Distance (ENN_MN) Euclidean Nearest Neighbor Distance (Area-Weighted Mean) (ENN_AM) Percentage of like adjacencies (PLADJ) Normalized Landscape shape index (NLSI) |
Average Area (AREA_MN) Mean Radius of Gyration (GYRATE_MN) Number of Disjunct Core Area (NDCA) Disjunct Core Area Density (DCAD) Aggregation Index (AI) |
| A | B | |||||
|---|---|---|---|---|---|---|
| Cluster | Minimum value | Maximum value | Cluster | Area (Ha) | Area % | |
| 1 | 0.046 | 0.268 | 1 | 3470.3 | 3.37 | |
| 2 | 0.268 | 0.348 | 2 | 8139.9 | 7.91 | |
| 3 | 0.348 | 0.403 | 3 | 12930.2 | 12.57 | |
| 4 | 0.403 | 0.446 | 4 | 18292.2 | 17.78 | |
| 5 | 0.446 | 0.484 | 5 | 25334.4 | 24.63 | |
| 6 | 0.484 | 0.529 | 6 | 20966.9 | 20.38 | |
| 7 | 0.529 | 0.597 | 7 | 9011.6 | 8.76 | |
| 8 | 0.597 | 0.823 | 8 | 4718.2 | 4.59 | |
| Cluster | Area (Ha) | Area % |
|---|---|---|
| 1 | 740,09 | 1,42 |
| 2 | 3450,09 | 6,60 |
| 3 | 5991,32 | 11,46 |
| 4 | 10637,76 | 20,35 |
| 5 | 16843,73 | 32,22 |
| 6 | 12116,36 | 23,18 |
| 7 | 2012,49 | 3,85 |
| 8 | 482,88 | 0,92 |
| Metrics | Current Forest | Potential Forest |
|---|---|---|
| PD | 4.8177 | 7.6036 |
| LSI | 96.6678 | 109.9036 |
| TCA | 26269.55 | 27011.85 |
| ENN_MN | 50.9801 | 44.3603 |
| ENN_AM | 28.2223 | 26.0803 |
| PLADJ | 94.0350 | 93.3110 |
| NLSI | 0.0591 | 0.0663 |
| Metrics | Current Forest | Potential Forest |
|---|---|---|
| AREA_MN | 2.7146 | 1.7686 |
| GYRATE_MN | 28.9786 | 22.7855 |
| NDCA | 9677 | 15273 |
| DCAD | 4.8177 | 7.6036 |
| AI | 94.0930 | 93.3679 |
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