The Social Cost of Urban Sprinkling
Abstract
:1. Introduction
2. Sprinkling vs. Sprawl
3. Materials and Methods
- the distribution of the buildings in 1950, deduced from the 1:25000 topographic map of the Military Geographical Institute;
- the distribution of the buildings in 2013;
- the settlement of the population in the various census sections; and
- the network of roads, classified by category, for each of the selected municipalities.
3.1. Study Area
3.2. Sprinkling Index and Cost Estimation
- the variation in sprinkling, defined by the difference,ΔSPX,I = SPXi(2013) − SPXi(1950);
- the mean square deviation, S, of the elevation values (X) measured every 5 square meters within the reference mesh,
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
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Fragmentation Degree | SPX 1 |
---|---|
Not fragmented | SPX = 0 |
Low fragmentation | 0 < SPX < 50 |
Medium–low fragmentation | 50 ≤ SPX < 100 |
Medium fragmentation | 100 ≤ SPX < 150 |
Medium–high fragmentation | 150 ≤ SPX < 200 |
High fragmentation | SPX ≥ 200 |
Town | Response | Predictors | |
---|---|---|---|
Cost (€/m3) | ΔSPX | S | |
Potenza | 32.196 | 14.573 | 47.68 |
44.907 | 45.795 | 27.49 | |
Lagonegro | 44.163 | 14.403 | 37.165 |
60.807 | 27.085 | 81.987 | |
26.754 | 5548 | 68.53 | |
Matera | 10.851 | 3055 | 7917 |
110.563 | 101.17 | 855 | |
Melfi | 31.865 | 20.161 | 4.46 |
35.918 | 65.991 | 21.789 | |
17.642 | 4023 | 52.988 | |
Pisticci | 32.608 | 20.177 | 24.51 |
23.771 | 7177 | 4935 | |
31.779 | 11.77 | 8242 | |
9821 | 4817 | 17.932 | |
32.786 | 39.344 | 29.444 |
R | 0.8301 | R-squared | 0.68906 | Adjusted R-squared | 0.66515 | ||
MSE | 198.02889 | S | 14.07227 | MAPE | 33.34135 | ||
Durbin–Watson (DW) | 1.65484 | Log likelihood | −59.87392 | ||||
Akaike inf. criterion (AIC) | 8.24986 | AICc | 8.27037 | ||||
Schwarz criterion (BIC) | 8.34426 | Hannan–Quinn criterion (HQC) | 8.24885 | ||||
PRESS | 5298.72 | PRESS RMSE | 18.79489 | Adjusted R-squared | 0.36001 | ||
Coefficients | Std Err | LCL 1 | UCL 1 | t Stat | Value p | H0 (5%) | |
Constant | 17.58168 | 5.05288 | 6.66559 | 28.49776 | 3.47953 | 0.00407 | rejected |
ΔSPX | 0.73413 | 0.13677 | 0.43864 | 1.02961 | 5.36742 | 0.00013 | rejected |
R | R-squared | Adjusted R-squared | Standard Error of the Estimate | ||
---|---|---|---|---|---|
0.840 | 0.706 | 0.683 | 0.343 | ||
Coefficients | Std Err | Std Coefficients | T Stat | Value p | |
ln(ΔSPX) | 0.484 | 0.087 | 0.840 | 5.585 | 0.000 |
Constant | 8.123 | 2.062 | 3.940 | 0.002 |
R | 0.85385 | R-Squared | 0.72906 | Adjusted R-Squared | 0.6839 | ||
MSE | 186.9357 | S | 13.67244 | MAPE | 30.73977 | ||
Durbin–Watson (DW) | 1.68796 | Log likelihood | −58.84124 | ||||
Akaike inf. criterion (AIC) | 8.2455 | AICc | 8.31216 | ||||
Schwarz criterion (BIC) | 8.38711 | Hannan–Quinn criterion (HQC) | 8.24399 | ||||
PRESS | 5738.40 | PRESS RMSE | 19.55914 | Adjusted R-squared | 0.30691 | ||
Coefficients | Std Err | LCL | UCL | t Stat | Value p | H0 (5%) | |
Constant | 10.55533 | 7.20909 | −5.15192 | 26.26258 | 1.46417 | 0.16885 | accepted |
ΔSPX | 0.76928 | 0.13549 | 0.47408 | 1.06448 | 5.67785 | 0.0001 | rejected |
S | 0.20707 | 0.15558 | −0.13191 | 0.54604 | 1.33096 | 0.20794 | accepted |
R | 0.95194 | R-Squared | 0.90619 | Adjusted R-Squared | 0.89898 | ||
MSE | 203.38309 | S | 14.26124 | MAPE | 32.93767 | ||
Durbin–Watson (DW) | 1.64565 | Log likelihood | −60.07401 | ||||
Akaike inf. criterion (AIC) | 8.27653 | AICc | 8.33807 | ||||
Schwarz criterion (BIC) | 8.37094 | Hannan–Quinn criterion (HQC) | 8.27553 | ||||
PRESS | 4918.98 | PRESS RMSE | 18.1089 | Adjusted R-squared | 0.82548 | ||
Coefficients | Std Err | LCL | UCL | t Stat | Value p | H0 (5%) | |
Constant | 0 | ||||||
ΔSPX | 0.88968 | 0.11232 | 0.64703 | 1.13233 | 7.92095 | 2.49E-06 | rejected |
S | 0.37388 | 0.11051 | 0.13514 | 0.61261 | 3.38322 | 0.0049 | rejected |
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Manganelli, B.; Murgante, B.; Saganeiti, L. The Social Cost of Urban Sprinkling. Sustainability 2020, 12, 2236. https://doi.org/10.3390/su12062236
Manganelli B, Murgante B, Saganeiti L. The Social Cost of Urban Sprinkling. Sustainability. 2020; 12(6):2236. https://doi.org/10.3390/su12062236
Chicago/Turabian StyleManganelli, Benedetto, Beniamino Murgante, and Lucia Saganeiti. 2020. "The Social Cost of Urban Sprinkling" Sustainability 12, no. 6: 2236. https://doi.org/10.3390/su12062236
APA StyleManganelli, B., Murgante, B., & Saganeiti, L. (2020). The Social Cost of Urban Sprinkling. Sustainability, 12(6), 2236. https://doi.org/10.3390/su12062236