Spaces:
Sleeping
Sleeping
Update modules/simulator.py
Browse files- modules/simulator.py +46 -23
modules/simulator.py
CHANGED
|
@@ -4,17 +4,24 @@ import datetime
|
|
| 4 |
|
| 5 |
def simulate_data(n=48, faults=True):
|
| 6 |
today = datetime.date.today()
|
| 7 |
-
|
| 8 |
-
"Hyderabad"
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13 |
poles = [f"Pole_{i+1:03}" for i in range(n)]
|
| 14 |
data = []
|
| 15 |
|
| 16 |
for i, pole in enumerate(poles):
|
| 17 |
site = sites[i // 12] # 12 poles per site
|
|
|
|
|
|
|
| 18 |
solar = round(np.random.uniform(3.0, 7.5), 2)
|
| 19 |
wind = round(np.random.uniform(0.5, 2.0), 2)
|
| 20 |
required = round(np.random.uniform(1.0, 1.5), 2)
|
|
@@ -23,28 +30,44 @@ def simulate_data(n=48, faults=True):
|
|
| 23 |
tilt = round(np.random.uniform(0, 12), 1)
|
| 24 |
vib = round(np.random.uniform(0.1, 2.5), 2)
|
| 25 |
sufficient = "Yes" if total >= required else "No"
|
| 26 |
-
anomaly = []
|
| 27 |
|
|
|
|
| 28 |
if faults:
|
| 29 |
-
if solar < 4.0:
|
| 30 |
-
|
| 31 |
-
if
|
| 32 |
-
|
| 33 |
-
if
|
| 34 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 35 |
|
| 36 |
alert = "Green"
|
| 37 |
if len(anomaly) == 1:
|
| 38 |
alert = "Yellow"
|
| 39 |
elif len(anomaly) > 1:
|
| 40 |
alert = "Red"
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
|
| 5 |
def simulate_data(n=48, faults=True):
|
| 6 |
today = datetime.date.today()
|
| 7 |
+
|
| 8 |
+
sites = ["Hyderabad", "Gadwal", "Kurnool", "Ballari"]
|
| 9 |
+
|
| 10 |
+
# Define latitude and longitude for each site
|
| 11 |
+
site_coords = {
|
| 12 |
+
"Hyderabad": (17.3850, 78.4867),
|
| 13 |
+
"Gadwal": (16.2350, 77.8000),
|
| 14 |
+
"Kurnool": (15.8281, 78.0373),
|
| 15 |
+
"Ballari": (15.1394, 76.9214)
|
| 16 |
+
}
|
| 17 |
+
|
| 18 |
poles = [f"Pole_{i+1:03}" for i in range(n)]
|
| 19 |
data = []
|
| 20 |
|
| 21 |
for i, pole in enumerate(poles):
|
| 22 |
site = sites[i // 12] # 12 poles per site
|
| 23 |
+
lat, lon = site_coords[site]
|
| 24 |
+
|
| 25 |
solar = round(np.random.uniform(3.0, 7.5), 2)
|
| 26 |
wind = round(np.random.uniform(0.5, 2.0), 2)
|
| 27 |
required = round(np.random.uniform(1.0, 1.5), 2)
|
|
|
|
| 30 |
tilt = round(np.random.uniform(0, 12), 1)
|
| 31 |
vib = round(np.random.uniform(0.1, 2.5), 2)
|
| 32 |
sufficient = "Yes" if total >= required else "No"
|
|
|
|
| 33 |
|
| 34 |
+
anomaly = []
|
| 35 |
if faults:
|
| 36 |
+
if solar < 4.0:
|
| 37 |
+
anomaly.append("Low Solar Output")
|
| 38 |
+
if wind < 0.7:
|
| 39 |
+
anomaly.append("Low Wind Output")
|
| 40 |
+
if tilt > 10:
|
| 41 |
+
anomaly.append("Pole Tilt Risk")
|
| 42 |
+
if vib > 2.0:
|
| 43 |
+
anomaly.append("Vibration Alert")
|
| 44 |
+
if cam == "Offline":
|
| 45 |
+
anomaly.append("Camera Offline")
|
| 46 |
+
if sufficient == "No":
|
| 47 |
+
anomaly.append("Power Insufficient")
|
| 48 |
|
| 49 |
alert = "Green"
|
| 50 |
if len(anomaly) == 1:
|
| 51 |
alert = "Yellow"
|
| 52 |
elif len(anomaly) > 1:
|
| 53 |
alert = "Red"
|
| 54 |
+
|
| 55 |
+
data.append({
|
| 56 |
+
"Pole ID": pole,
|
| 57 |
+
"Site": site,
|
| 58 |
+
"Latitude": lat + np.random.uniform(-0.005, 0.005), # small offset
|
| 59 |
+
"Longitude": lon + np.random.uniform(-0.005, 0.005),
|
| 60 |
+
"Date": today,
|
| 61 |
+
"Solar Gen (kWh)": solar,
|
| 62 |
+
"Wind Gen (kWh)": wind,
|
| 63 |
+
"Power Required (kWh)": required,
|
| 64 |
+
"Power Sufficient": sufficient,
|
| 65 |
+
"Camera Status": cam,
|
| 66 |
+
"Tilt (°)": tilt,
|
| 67 |
+
"Vibration (g)": vib,
|
| 68 |
+
"Anomalies": "; ".join(anomaly) if anomaly else "None",
|
| 69 |
+
"Alert Level": alert
|
| 70 |
+
})
|
| 71 |
+
|
| 72 |
+
return pd.DataFrame(data)
|
| 73 |
+
|