
Fig. 1.
Map of Nigeria showing the location of the Anambra River Basin (A). Map of the Anambra River Basin showing the relief pattern and state boundaries (B).

Fig. 2.
Workflow diagram of the methodology.
Table 1.
Characteristics of the Landsat imageries.
| Landsat mission | Path/row | Acquisition date | Spatial resolution [m] | Band composition |
|---|---|---|---|---|
| Landsat 4–5 TM (Thematic Mapper) | 188/55 | 04.01.1986 | 30 | 4–3–2 |
| 188/56 | 21.12.1987 | |||
| Landsat 7 ETM+ (Enhanced Thematic Mapper) | 188/55 | 17.12.2000 | 30 | 5–4–3 |
| 188/56 | 09.01.2001 | |||
| Landsat 8 OLI/TIRS (Operational Land Imager/Thermal Infrared Sensor) | 188/55 | 09.01.2018 | 30 | 6–5–4 |
| 188/56 | 25.01.2018 |
Table 2.
Land cover classification scheme.
| S/N | Land cover class | Description |
|---|---|---|
| 1 | Vegetation | Cropland and pasture fields, grassland and fallow land |
| 2 | Wetland | Marsh or swamp |
| 3 | Waterbody | Inland rivers, ponds and small lakes |
| 4 | Built-up area | Residential, commercial and industrial areas; settlements; and transportation infrastructure |
| 5 | Bare land | Tilled farmland, sand-filled land and rocky area |

Fig. 3.
Anambra River Basin land cover maps for 1987, 2000 and 2018.
Table 3.
Land cover distribution for 1987, 2000 and 2018.
| Land cover class | 1987 | 2000 | 2018 | |||
|---|---|---|---|---|---|---|
| [km2] | [%] | [km2] | [%] | [km2] | [%] | |
| Waterbody | 41.18 | 0.37 | 46.06 | 0.41 | 45.38 | 0.41 |
| Built-up area | 168.28 | 1.51 | 201.42 | 1.80 | 382.87 | 3.42 |
| Wetland | 2479.71 | 22.18 | 1102.15 | 9.86 | 1047.99 | 9.37 |
| Vegetation | 8373.33 | 74.89 | 9643.82 | 86.27 | 9549.34 | 85.43 |
| Bare land | 118.29 | 1.06 | 185.03 | 1.66 | 153.02 | 1.37 |
| Total | 11,180.80 | 100.00 | 11,178.48 | 100.00 | 11,178.58 | 100.00 |

Fig. 4.
A comparison of positive and negative changes in land cover; 1987–2000 in blue, 2000–2018 in orange and 1987–2018 in grey colours.
Table 4.
Areal chanes in land cover in 1987–2000 2000–2018 and 1987–2018.
| Land cover class | 1987–2000 | 2000–2018 | 1987–2018 | |||
|---|---|---|---|---|---|---|
| [km2] | [%] | [km2] | [%] | [km2] | [%] | |
| Waterbody | 4.88 | 11.85 | −0.68 | −1.49 | 4.19 | 10.20 |
| Built-up areas | 33.14 | 19.69 | 181.45 | 90.09 | 214.59 | 127.52 |
| Wetland | −1377.57 | −55.55 | −54.16 | −4.91 | −1431.73 | −57.74 |
| Vegetation | 1270.49 | 15.17 | −94.49 | −0.98 | 1176.01 | 14.04 |
| Bare land | 66.73 | 56.41 | −32.01 | −17.3 | 34.72 | 29.36 |

Fig. 5.
Transition probability matrix for land cover maps from 1987 to 2000 (A). Transition probability matrix for land cover maps from 2000 to 2018 (B). Transition probability matrix for land cover maps from 1987 to 2018 (C).
Table 5.
Transition matrix of land cover change (km2), 1987–2000.
| Land cover class | 2000 | ||||||
|---|---|---|---|---|---|---|---|
| Waterbody | Built-up area | Wetland | Vegetation | Bare land | Total | ||
| 1987 | Waterbody | 23.69 | 0.44 | 3.63 | 12.10 | 1.25 | 41.11 |
| Built-up area | 0.08 | 57.63 | 0.78 | 105.20 | 4.38 | 168.07 | |
| Wetland | 5.94 | 3.66 | 697.13 | 1761.91 | 9.48 | 2478.13 | |
| Vegetation | 13.88 | 132.32 | 394.69 | 7676.33 | 150.77 | 8367.99 | |
| Bare land | 2.45 | 7.18 | 5.37 | 84.07 | 19.09 | 118.17 | |
| Total | 46.04 | 201.24 | 1101.60 | 9639.61 | 184.97 | 11,173.46 | |
Table 6.
Transition matrix of land cover change (km2), 2000–2018.
| Land cover class | 2018 | ||||||
|---|---|---|---|---|---|---|---|
| Waterbody | Built-up area | Wetland | Vegetation | Bare land | Total | ||
| 2000 | Waterbody | 28.20 | 0.26 | 6.79 | 9.16 | 1.645 | 46.05 |
| Built-up area | 0.06 | 87.57 | 1.99 | 107.46 | 4.26 | 201.34 | |
| Wetland | 3.55 | 33.66 | 603.10 | 452.36 | 9.34 | 1102.00 | |
| Vegetation | 12.27 | 252.50 | 427.42 | 8825.93 | 124.78 | 9642.90 | |
| Bare land | 1.30 | 8.70 | 8.61 | 153.48 | 12.92 | 185.01 | |
| Total | 45.37 | 382.69 | 1047.92 | 9548.39 | 152.95 | 11,177.31 | |
Table 7.
Transition matrix of land cover change (km2), 1987–2018.
| Land cover class | 2018 | ||||||
|---|---|---|---|---|---|---|---|
| Waterbody | Built-up area | Wetland | Vegetation | Bare land | Total | ||
| 1987 | Waterbody | 21.07 | 0.48 | 4.37 | 13.86 | 1.34 | 41.11 |
| Built-up area | 0.05 | 54.21 | 1.68 | 108.71 | 3.44 | 168.09 | |
| Wetland | 6.03 | 43.47 | 658.79 | 1755.70 | 14.26 | 2478.25 | |
| Vegetation | 16.07 | 277.59 | 380.86 | 7570.97 | 122.78 | 8368.28 | |
| Bare land | 2.13 | 6.86 | 1.88 | 96.24 | 11.06 | 118.17 | |
| Total | 45.35 | 382.62 | 1047.57 | 9545.48 | 152.89 | 11,173.89 | |

Fig. 6.
Comparison between the classified land cover of 2018 and the predicted land cover of 2018.

Fig. 7.
Projected land cover for 2030.
Table 8.
Comparison between land cover for 2018 and the projected land cover for 2030.
| Land cover class | 2018 | Projected 2030 |
|---|---|---|
| Waterbody | 45.38 | 44.59 |
| Built-up area | 382.87 | 377.93 |
| Wetland | 1047.99 | 1035.37 |
| Vegetation | 9549.34 | 9572.94 |
| Bare land | 153.02 | 148.06 |
| Total | 11,178.58 | 11,178.90 |
Table 9.
Correlation relationship between population and land cover.
| Population | Built-up area | Bare land | Waterbody | Wetland | Vegetation | |
|---|---|---|---|---|---|---|
| Population | 1 | 1.000** | −0.998** | −0.999** | −0.998** | −0.999** |
| Built-up area | 1.000** | 1 | −0.998** | −0.999** | −0.998** | −0.999** |
| Bare land | −0.998** | −0.998** | 1 | 1.000** | 1.000** | 1.000** |
| Waterbody | −0.999** | −0.999** | 1.000** | 1 | 1.000** | 1.000** |
| Wetland | −0.998** | −0.998** | 1.000** | 1.000** | 1 | 1.000** |
| Vegetation | −0.999** | −0.999** | 1.000** | 1.000** | 1.000** | 1 |