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Saṃsāra · public governance · witnessed

Bhandara Water Watch.

Bhandara district · eastern Maharashtra, India · the Wainganga basin

Where should the district build its next check dams, percolation tanks and gully plugs — and which of its old malguzari tanks are worth desilting first? We answer it from the terrain itself: every candidate is sited on the real drainage network, screened against slope, land use and catchment, and ranked by where storage is genuinely missing.

Copernicus GLO-30ESA WorldCover 10 mWhiteboxTools · D8 / StrahlergeoBoundaries ADM230 m native
District area
4,222.8 km²
Elevation
206–535.1 m
Dominant soil
HSG-D
Runoff (80 mm)
CN 89 · 51 mm
Candidate sites
57

For the administration

Executive summary.

The whole study in one view — what was found, what it would deliver, and what to do next. Every figure below is read from the witnessed data on this page and is reproducible from scripts/water/.

  • · What this is. A research-grade, satellite-witnessed siting study for Bhandara’s water conservation — where to build new check dams, percolation tanks and gully plugs, and which old malguzari tanks to desilt first. Every one of the 57 candidates sits on the real 30 m drainage network, not a wish-list.
  • · A decision-ready programme. From ~163,000 stream cells, 57 candidates were sited and ranked into a 11-site shortlist (corroborated, low-displacement), 14 worth-surveying (one or two resolvable blockers each), and 32 held back (dense settlement or not yet corroborated).
  • · The prize, counted incrementally. Built in full, the 25-site programme adds ≈28.72 MCM of net-new water a year — ≈5,743 ha of protective irrigation and ≈522,111 drinking person-years across 24 villages — for 414 ha of new land (renovations acquire none). The shortlist alone delivers ≈21.19 MCM net-new.
  • · Every number is witnessed. A 48-month, four-monsoon dual-sensor record — Sentinel-2 optical and Sentinel-1 radar (calibrated σ⁰) — cross-checks each fill and draw-down; HydroLAKES confirms real tanks; benefits are discounted to the net-new gain over each site’s own historical baseline, not gross capacity.
  • · Honest by construction. Every site carries a confidence grade; new structures are capped at “medium” (no ground truth a new reservoir will hold); a full 3 m bund is stepped down to 2 m where it would flood a settlement; tank renovations displace no one; low-confidence sites must be ground-truthed before any funds are committed.
  • · What it is not. A 30 m regional screen, not a Detailed Project Report — it precedes, never replaces, cadastral (7/12) verification, geotechnical bores and level surveys.
  • · Recommended next step. Sanction the 11-site shortlist to cadastral and geotechnical survey now; commission ground reconnaissance on the 14 worth-surveying sites to resolve their single blocker — land to verify, a pour-point / through-flow check, or independent corroboration — and promote or drop each.

What it delivers

The impact, quantified.

Indicative district benefit if these interventions are built — the corroborated shortlist of 11, the full programme of 25 (shortlist + worth‑surveying), and the theoretical upper bound of all 57 candidates. Under standard norms; actual yield varies with the monsoon.

Shortlist · 11 sites

Water impounded
24.22 MCM
Irrigation
4,843 ha
Drinking (person-yrs)
440,285
Recharge
3,180 TCM
Villages served
10
Land to acquire
169 ha

21.19 MCM net-new · 4,237 ha · 385,218 drinking p-yrs · incremental over today

Full programme · 25 sites

Water impounded
33.35 MCM
Irrigation
6,670 ha
Drinking (person-yrs)
606,328
Recharge
4,501 TCM
Villages served
24
Land to acquire
414 ha

28.72 MCM net-new · 5,743 ha · 522,111 drinking p-yrs · incremental over today

All candidates · 57

Water impounded
56.66 MCM
Irrigation
11,331 ha
Drinking (person-yrs)
1,030,102
Recharge
11,202 TCM
Villages served
48
Land to acquire
2,762 ha

52.02 MCM net-new · 10,405 ha · 945,910 drinking p-yrs · incremental over today

Indicative benefits under stated water-resource norms. Actual yield varies with monsoon reliability, seepage and siltation; not a DPR-grade hydrology. Recharge is limited on HSG-D clay and is not overclaimed. Land-to-acquire (submergence) counts only NEW structures at their 3 m design footprint — tank renovations acquire no new land (the water body already exists).

How it works · terrain to sanction

From bare terrain to a fundable programme.

No wish-lists, no round numbers. The district is read from its own elevation, watched from orbit across four monsoons, screened against every mapped building — and only then ranked. Every step is a witnessed artefact, reproducible end-to-end from scripts/water/.

The task

Find where Bhandara should build and desilt next — sited on the real drainage network, proven by satellite, honest about who it moves — and quantify the net-new water each intervention buys.

Terrain & drainageRunoff (SCS-CN)Soil group (HSG)Lineament densityWetness index (TWI)

Terrain & drainage

Copernicus GLO-30 hillshade · Strahler-ordered nalas · the sited structures

01 / 05
  1. 01GLO-30 · WhiteboxTools

    Read the terrain

    A 30 m elevation model, depression-breached, becomes the district’s full drainage network — every nala ordered 1 to 8, the Wainganga at the top.

  2. 02AHP · 7 criteria

    Site & score

    Slope, soil, land use and catchment gate what can be built where; a Saaty-weighted score ranks 57 candidates on the real network — nothing off-channel.

  3. 03Sentinel-2 + Sentinel-1

    Witness from orbit

    Four monsoons of optical and radar water extent cross-witness every fill and draw-down — radar sees through the cloud that blinds optical exactly when tanks fill.

  4. 04Overture · 415,175 buildings

    Screen for people

    Each design footprint is checked against real buildings; bunds step down to clear settlements, and tank renovations displace no one.

  5. 05tiers · delta impact

    Rank & deliver

    Sites resolve into a 11-site shortlist, a worth-surveying tier and the rest — each with the net-new water it would add, counted against its own history.

The evidence

The district, read from terrain up.

A 30 m elevation model, hydrologically conditioned, becomes a full drainage network; land cover and slope gate what can be built where; and a priority score surfaces the sites that fill the real gaps in Bhandara’s tank country. Switch layers, filter by structure, read the coordinates.

Terrain & drainage

Terrain & drainage

Copernicus GLO-30 hillshade · Strahler-ordered stream network · sited structures

Investment shortlist — corroborated & low-displacement

Sites where two independent sensors agree on the water signal (or an inventory lake confirms it) and the design footprint clears existing settlement. These lead; the full roster and its caveats follow below.

Worth surveying — promising, a blocker or two to resolve

The next tier for the ground team: sites with real water evidence held back by one or two resolvable questions — chiefly land to verify (moderate displacement), a pour-point / through-flow check on the larger nalas, or a signal not yet corroborated by an independent lake. Each still carries its measurable payoff if built. Survey these to promote or drop them.

Tank renovationtank-1needs corroboration

near Khambata

173 ha peaklow confidenceclear displacement

if built ·2590 TCM · 518 ha irrigable · Δ 2198 net-new

Tank renovationtank-7needs corroboration

near Jamni

116 ha peaklow confidenceclear displacement

if built ·1744 TCM · 349 ha irrigable · Δ 1213 net-new

Check damcd-15verify land

near Wahani

90 km² catchmedium confidencemoderate displacement

if built ·188 TCM · 38 ha irrigable

Tank renovationtank-11needs corroboration

near Mahalgaon

82 ha peaklow confidenceclear displacement

if built ·1235 TCM · 247 ha irrigable · Δ 715 net-new

Percolationpt-3verify land

near Hingana

7.9 km² catchmedium confidencemoderate displacement

if built ·158 TCM · 32 ha irrigable

Check damcd-1verify land

near Kinhi

133 km² catchmedium confidencemoderate displacement

if built ·302 TCM · 60 ha irrigable

Percolationpt-5verify land

near Mangli

5.6 km² catchmedium confidencemoderate displacement

if built ·598 TCM · 120 ha irrigable

Tank renovationtank-8needs corroboration

near Dabha

55 ha peaklow confidenceclear displacement

if built ·823 TCM · 165 ha irrigable · Δ 665 net-new

Tank renovationtank-3needs corroboration

near Khamari Bk

44 ha peaklow confidenceclear displacement

if built ·667 TCM · 134 ha irrigable

Check damcd-14verify land

near Silegaon

116 km² catchmedium confidencemoderate displacement

if built ·158 TCM · 32 ha irrigable

Percolationpt-12verify land

near Panjara

7.4 km² catchmedium confidencemoderate displacement

if built ·225 TCM · 45 ha irrigable

Check damcd-3verify land

near Chicholi

69 km² catchmedium confidencemoderate displacement

if built ·158 TCM · 32 ha irrigable

Check damcd-11verify land

near Kolari

34 km² catchmedium confidencemoderate displacement

if built ·142 TCM · 29 ha irrigable

Check damcd-12verify land

near Panjarepar

48 km² catchmedium confidencemoderate displacement

if built ·143 TCM · 29 ha irrigable

Tank desilting / strengthening · 12

Satellite-observed water body

Renovate an existing malguzari tank — desilt to restore lost storage.

SiteLat, LonWater-body areaCatchment km²Peak waterConfidenceDisplacement
tank-5near Dhamlewada21.5204, 79.8014284 ha65607 hahighclear
tank-9near Gadkumbhali21.0500, 80.002123 ha65898 hamediumclear
tank-10near Wadad21.0334, 80.01658 ha46683 hamediumclear
tank-6near Umari21.0424, 80.02897 ha453140 hamediumclear
tank-2near Umari21.0408, 80.03455 ha452142 hamediumclear
tank-4near Kitadi R20.9975, 79.66922 ha105280 hamediumclear
tank-12near Kholapur21.0462, 79.64075 ha32154 hamediumclear
tank-7near Jamni21.2035, 79.673117 ha757116 halowclear
tank-1near Khambata21.2144, 79.67522 ha754173 halowclear
tank-8near Dabha21.2246, 79.67218 ha75355 halowclear
tank-11near Mahalgaon21.0351, 80.03742 ha43982 halowclear
tank-3near Khamari Bk21.2660, 79.59633 ha34944 halowclear

Check dam / nala bund · 15

Sensor-witnessed nala flow

New bund across a 2nd–4th-order nala to hold monsoon flow and recharge upstream.

SiteLat, LonPriorityStrahlerSlope %Catchment km²Peak waterConfidenceDisplacement
cd-1near Kinhi20.8237, 79.80388442.9513369 hamediummoderate
cd-3near Chicholi21.3645, 79.61238342.966913 hamediummoderate
cd-11near Kolari20.7035, 79.55198332.63346 hamediummoderate
cd-2near Tekadi20.7353, 79.52768342.271024 hamediumclear
cd-12near Panjarepar20.7316, 79.54248342.85482 hamediummoderate
cd-13near Irali Bk.20.7706, 79.77228242.5042150 hamediumhigh
cd-9near Lawadi20.7922, 79.73378132.501966 hamediumhigh
cd-8near Mohadi21.3046, 79.67858142.926826 hamediumhigh
cd-5near Dhamani20.7788, 79.75378142.4333143 hamediumhigh
cd-7near Asgaon20.8079, 79.72588132.601492 hamediumhigh
cd-14near Silegaon21.4343, 79.84818041.5511627 hamediummoderate
cd-15near Wahani21.4528, 79.86138042.0890114 hamediummoderate
cd-4near Mendhegaon20.7173, 79.54748332.87377 halowmoderate
cd-10near Bhuyar20.6991, 79.56608031.903111 halowmoderate
cd-6near Ghorpad21.3484, 79.53148032.16243 halowmoderate

Percolation tank · 15

Sensor-witnessed nala flow

New pond on a 1st–2nd-order stream to pond runoff and recharge the aquifer.

SiteLat, LonPriorityStrahlerSlope %Catchment km²Peak waterConfidenceDisplacement
pt-9near Dhamani20.7721, 79.75906520.545.69124 hamediumhigh
pt-4near Gawarala20.7051, 79.83506522.197.0869 hamediumhigh
pt-10near Opara20.7716, 79.80286511.491.5494 hamediumlow
pt-12near Panjara21.2509, 79.78776521.477.4120 hamediummoderate
pt-3near Hingana21.4065, 79.70946421.497.9479 hamediummoderate
pt-13near Khairi20.8413, 79.80196420.352.89187 hamediumhigh
pt-14near Dongargaon20.9542, 79.96296320.327.4643 hamediumclear
pt-15near Pimpalgaon21.3376, 79.63196321.739.8428 hamediumlow
pt-5near Mangli21.3614, 79.73856221.105.6459 hamediummoderate
pt-7near Doke Sarandi20.7546, 79.81706621.893.32130 halowmoderate
pt-6near Kudegaon20.7346, 79.82786620.223.39205 halowhigh
pt-8near Bhojapur21.1590, 79.63536621.604.4615 halowhigh
pt-11near Dholsar20.8086, 79.77546522.203.8671 halowhigh
pt-1near Manded20.7185, 79.84326420.353.29148 halowhigh
pt-2near Keshori Kh.20.6893, 79.93626421.337.9846 halowmoderate

Gully plug / gabion · 15

Terrain-modelled (sub-pixel)

Small check in a headwater ravine to slow erosion and seed recharge — sub-pixel for satellite water.

SiteLat, LonPriorityStrahlerSlope %Catchment km²Peak waterConfidenceDisplacement
gp-8near Khaksi20.8273, 79.60008015.971.052 halowclear
gp-1near Bundalghat21.2281, 79.85727913.970.590 halowclear
gp-4near Pangadi21.2309, 79.95297913.780.710 halowclear
gp-2near Ambagad21.4572, 79.65227813.840.912 halowclear
gp-521.2355, 79.91387814.230.590 halowclear
gp-9near Pangadi21.2456, 79.95947813.990.270 halowclear
gp-10near Gidalpar21.2277, 80.00357714.360.310 halowclear
gp-1121.2470, 79.92507713.970.630 halowclear
gp-6near Pangadi21.2240, 79.97357713.990.370 halowclear
gp-1221.4440, 79.49697715.100.400 halowclear
gp-7near Pitezari21.2077, 80.02167713.711.040 halowclear
gp-13near Alesur20.9682, 79.77557714.360.690 halowclear
gp-14near Gidalpar21.2138, 79.99697514.530.340 halowclear
gp-15near Pangadi21.2169, 79.96117514.420.740 halowclear
gp-3near Mandekasa21.4524, 79.52817514.060.452 halowclear

Method

How it was derived.

Substrate

Copernicus GLO-30 elevation and ESA WorldCover 10 m land cover, plus ISRIC SoilGrids clay/sand (0–30 cm) → Hydrologic Soil Group. Cross-checked against the witnessed MH36 cube for Bhandara (3,631 cells). Reprojected to UTM 44N at 30 m.

Terrain & hydrology

WhiteboxTools: least-cost depression breaching → D8 flow accumulation → Strahler order (1–8, order-8 = the Wainganga), slope, wetness index and drainage density; plus DEM-derived lineament (fracture) density and an SCS Curve-Number runoff surface.

Decision (AHP)

Seven witnessed criteria — runoff, slope, soil, drainage density, lineaments, land use, wetness — weighted by a Saaty pairwise matrix. Because the district is HSG-D clay, two surfaces are built: storage on the runoff-rich lowlands, recharge only where soil is lighter or fractured.

Seasonal witness (radar + optical)

For every site, a four-year (48-month) monthly time series across four monsoons: Sentinel-2 MNDWI (optical) and Sentinel-1 GRD radiometrically calibrated to σ⁰ (DN²/sigmaNought² from the product calibration LUT, GCP thin-plate-spline geocoded), open water at σ⁰ < −17 dB. Four monsoons capture inter-annual variability — how a tank behaves in a deficit year, not just one snapshot. Radar sees through the monsoon cloud that blinds optical exactly when tanks fill — the two sensors cross-witness each fill and draw-down.

AHP criteria weights

Consistency ratio 0.003 (< 0.10 = consistent)

runoff
0.21
slope
0.22
soil
0.21
draindens
0.12
lineament
0.07
lulc
0.12
twi
0.06

What this is — and is not

  • · Every site is cross-witnessed — optical (S2 MNDWI) vs radiometrically calibrated radar (S1 σ⁰, water at < −17 dB) water agreement, and an independent HydroLAKES check. Each carries a confidence grade; new structures are capped at medium (no ground truth a new reservoir will hold) and low-confidence sites must be ground-truthed before any funds are committed.
  • · A 30 m regional screening that narrows ~163,000 stream cells to a shortlist — not an engineering survey. Every new structure is checked for displacement against real building footprints (Overture: OSM + Google + Microsoft, 415,175 in the district) inside its design-bund submergence — stepped down from 3 m to 2 m where a full bund would flood a settlement; tank renovations acquire no new land. This precedes — not replaces — a cadastral (7/12) overlay and ground survey before sanction.
  • · Reconnaissance context is from map APIs — Ola Maps + Google Places give the nearest habitation, landmark and benefit amenities (schools/health) per site, a second independent witness to displacement. They do not provide cadastral land records, geotechnical bores or level surveys — those remain a statutory ground task.
  • · Groundwater decline is not yet fused — the WRIS telemetric feed has no Maharashtra coverage, so we did not fabricate a recharge-need layer; CGWB seasonal (pre/post-monsoon) levels are the next join.
  • · Lineaments are DEM-derived structural proxies (automated Hough extraction), indicative of fracture zones — not a surveyed GSI fracture map.
  • · The radar record is single-satellite before Dec 2024 — Sentinel-1B was lost in Dec 2021 and S1C only came online Dec 2024, so most of the 48-month window is S1A alone (12-day repeat). Monthly compositing absorbs this, but the earlier years have fewer candidate radar passes than the optical record (Sentinel-2, 2017–).
  • · Boundary is geoBoundaries ADM2 (4,223 km²); the LGD-2011 record is 3,717 km² — a boundary-vintage delta, not an error.

Provenance

DEM
Copernicus GLO-30 (ESA) tiles N20/N21 x E079/E080
Soil
ISRIC SoilGrids v2.0 clay & sand 0-30 cm (/vsicurl)
Land cover
ESA WorldCover 10 m v200 (2021)
Hydrology
WhiteboxTools: breach_depressions_least_cost, d8_flow_accumulation, strahler_stream_order, slope, wetness_index
Lineaments
DEM multi-azimuth hillshade -> Canny -> probabilistic Hough (skimage)
Boundary
geoBoundaries ADM2 Bhandara (4,223 km2; LGD-2011 = 3,717 km2, boundary-vintage delta)
Cube cross-check
s3://gg-ananda-prithvi-pristine/derived/bharata_strata/sprint-6/mh36-unified-v1/admin_code=471

DEM tile fingerprints (SHA-256 · 16)

  • N20_00_E079.tif29db2e4f070afc0f
  • N20_00_E080.tif53d7465f3a735ce3
  • N21_00_E079.tif3c16332fc0ad8904
  • N21_00_E080.tif54aa601652335ffb

Generated 2026-07-02 · reproducible from scripts/water/