Merge pull request 'feat: tracker location based on multiple location providers' (#5) from feature/ttn-location-algo into main

Reviewed-on: #5
This commit is contained in:
Hendrik Schutter 2025-01-02 14:57:33 +01:00
commit fc8e4ca486
9 changed files with 170 additions and 7 deletions

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@ -10,7 +10,7 @@ TODO
### Database
**Change name of database and credentials as you like!**
- Create new database: `CREATE DATABASE locationhub;`
- Create new database: `CREATE DATABASE dev_locationhub;`
- Create new user for database: `GRANT ALL PRIVILEGES ON dev_locationhub.* TO 'dbuser'@'localhost' IDENTIFIED BY '1234';`
- Import tables: `/usr/bin/mariadb -u dbuser -p1234 dev_locationhub < server/sql/tables.sql`

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@ -7,6 +7,6 @@ DB_PORT=""
WIGLE_TOKEN="" # Go to account and generate token "Encoded for use"
WIGLE_BASE_URL="https://api.wigle.net"
WIGLE_NETWORK_SEARCH="/api/v2/network/search"
GET_LOCATION_WIFI_MAX_AGE=1209600000 # 14 Tage in Millisekunden (14 * 24 * 60 * 60 * 1000)
GET_LOCATION_WIFI_MAX_AGE=1209600000 # 14 days in milliseconds (14 * 24 * 60 * 60 * 1000)
GET_LOCATION_WIFI_MAX=10000
GET_LOCATION_WIFI_PRIMITIVE=true

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@ -13,11 +13,11 @@
"license": "ISC",
"devDependencies": {
"@types/express": "^5.0.0",
"@types/memoizee": "^0.4.11",
"@types/node": "^22.10.2",
"nodemon": "^3.1.9",
"ts-node": "^10.9.2",
"typescript": "^5.7.2",
"@types/memoizee": "^0.4.11"
"typescript": "^5.7.2"
},
"dependencies": {
"cors": "^2.8.5",

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@ -46,6 +46,8 @@ CREATE TABLE IF NOT EXISTS location (
wifi_longitude DOUBLE,
gnss_latitude DOUBLE,
gnss_longitude DOUBLE,
ttn_gw_latitude DOUBLE,
ttn_gw_longitude DOUBLE,
created_at_utc TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
updated_at_utc TIMESTAMP DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
FOREIGN KEY (lp_ttn_end_device_uplinks_id) REFERENCES lp_ttn_end_device_uplinks(lp_ttn_end_device_uplinks_id)

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@ -28,7 +28,8 @@ router.post(
async (req: Request, res: Response) => {
try {
const message = req.body as TtnMessage;
const { lp_ttn_end_device_uplinks_id } =
// Create uplink record
const { lp_ttn_end_device_uplinks_id, latitude, longitude } =
await lpTtnEndDeviceUplinksService.createUplink({
device_id: message.end_device_ids.device_id,
application_ids:
@ -78,6 +79,7 @@ router.post(
latitude: g.latitude,
longitude: g.longitude,
})),
gnssLocation: { latitude, longitude }
};
domainEventEmitter.emit(TtnMessageReceivedEventName, event);

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@ -11,4 +11,8 @@ export type TtnMessageReceivedEvent = {
longitude: number;
altitude: number;
}[];
gnssLocation: {
latitude?: number;
longitude?: number;
}
};

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@ -3,11 +3,156 @@ import {
TtnMessageReceivedEvent,
TtnMessageReceivedEventName,
} from "../event/ttnMessageReceivedEvent";
import { container } from "tsyringe";
import { LocationService } from "../services/locationService";
import { WifiScanService } from "../services/wifiScanService";
import { getLocationForWifiMemoized } from "../proxy/wigle";
const locationService = container.resolve(LocationService);
const wifiScanService = container.resolve(WifiScanService);
const CalculateTtnGatewayLocation = (event: TtnMessageReceivedEvent) => {
// Get location based on TTN Gateways
const virtualLocation = {
latitude: undefined as number | undefined,
longitude: undefined as number | undefined,
};
if (!event.ttnGateways || event.ttnGateways.length === 0) {
console.log("No TTN Gateway location received!")
} else {
let totalWeight = 0;
let weightedLatitude = 0;
let weightedLongitude = 0;
event.ttnGateways.forEach(gw => {
const weight = 1 / Math.abs(gw.rssi); // Higher RSSI (closer to 0) gives more weight
totalWeight += weight;
weightedLatitude += gw.latitude * weight;
weightedLongitude += gw.longitude * weight;
});
// Calculate the weighted average to get the virtual location
virtualLocation.latitude = weightedLatitude / totalWeight;
virtualLocation.longitude = weightedLongitude / totalWeight;
console.log("Tracker location based on TTN Gateway location:", virtualLocation);
}
return {
ttn_latitude: virtualLocation.latitude,
ttn_longitude: virtualLocation.longitude,
};
};
const CalculateWifiLocation = async (event: TtnMessageReceivedEvent) => {
// Get location based on WiFi Scans
const virtualLocation = {
latitude: undefined as number | undefined,
longitude: undefined as number | undefined,
};
if (!event.wifis || event.wifis.length === 0) {
console.log("No WiFi scans received!")
} else {
// Process Wi-Fi data to compute weighted location
const wifiScans = await Promise.all(
event.wifis.map(async (wifi) => {
// Create new WiFi Scan entry if wigle.net reported location
const apiResponse = await getLocationForWifiMemoized(wifi.mac);
return {
lp_ttn_end_device_uplinks_id: event.lp_ttn_end_device_uplinks_id,
mac: wifi.mac,
rssi: wifi.rssi,
latitude: apiResponse?.results[0]?.trilat,
longitude: apiResponse?.results[0]?.trilong,
};
})
);
await wifiScanService.createWifiScans(wifiScans);
const { totalWeight, weightedLatitude, weightedLongitude } =
wifiScans.reduce(
(acc, { latitude, longitude, rssi }) => {
if (latitude && longitude && rssi !== 0) {
const weight = 1 / Math.abs(rssi);
acc.totalWeight += weight;
acc.weightedLatitude += latitude * weight;
acc.weightedLongitude += longitude * weight;
}
return acc;
},
{
totalWeight: 0,
weightedLatitude: 0,
weightedLongitude: 0,
}
);
// Calculate the weighted average to get the virtual location
virtualLocation.latitude = weightedLatitude / totalWeight;
virtualLocation.longitude = weightedLongitude / totalWeight;
console.log("Tracker location based on WiFi Scan location:", virtualLocation);
}
return {
wifi_latitude: virtualLocation.latitude,
wifi_longitude: virtualLocation.longitude,
};
};
const CalculateGnssLocation = (event: TtnMessageReceivedEvent) => {
// Get location based on reported GNSS
if (event.gnssLocation.latitude === undefined || event.gnssLocation.longitude === undefined) {
console.log("No valid GNSS location received!");
}
return {
gnss_latitude: event.gnssLocation.latitude,
gnss_longitude: event.gnssLocation.longitude,
};
};
domainEventEmitter.on(
TtnMessageReceivedEventName,
async (event: TtnMessageReceivedEvent) => {
console.log(event);
// TODO Hendrik 🚀
var wifi_based_latitude: number | undefined = undefined;
var wifi_based_longitude: number | undefined = undefined;
var gnss_based_latitude: number | undefined = undefined;
var gnss_based_longitude: number | undefined = undefined;
var ttn_gw_based_latitude: number | undefined = undefined;
var ttn_gw_based_longitude: number | undefined = undefined;
if (event.ttnGateways && event.ttnGateways.length > 0) {
const virtualLocation = CalculateTtnGatewayLocation(event);
ttn_gw_based_latitude = virtualLocation.ttn_latitude;
ttn_gw_based_longitude = virtualLocation.ttn_longitude;
}
if (event.wifis && event.wifis.length > 0) {
const virtualLocation = await CalculateWifiLocation(event);
wifi_based_latitude = virtualLocation.wifi_latitude;
wifi_based_longitude = virtualLocation.wifi_longitude;
}
const virtualLocation = CalculateGnssLocation(event);
gnss_based_latitude = virtualLocation.gnss_latitude;
gnss_based_longitude = virtualLocation.gnss_longitude;
const newLocation = await locationService.createLocation({
lp_ttn_end_device_uplinks_id: event.lp_ttn_end_device_uplinks_id,
ttn_gw_latitude: ttn_gw_based_latitude,
ttn_gw_longitude: ttn_gw_based_longitude,
gnss_latitude: gnss_based_latitude,
gnss_longitude: gnss_based_longitude,
wifi_latitude: wifi_based_latitude,
wifi_longitude: wifi_based_longitude,
});
console.log(newLocation)
}
);

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@ -25,5 +25,5 @@ app.use("/api/locations", locationRoutes);
app.use("/api/ttn", ttnRoutes);
app.listen(PORT, () => {
console.log(`🚀 Server läuft auf http://localhost:${PORT}`);
console.log(`🚀 Server runs here: http://localhost:${PORT}`);
});

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@ -8,6 +8,8 @@ export class Location extends Model {
public wifi_longitude!: number;
public gnss_latitude!: number;
public gnss_longitude!: number;
public ttn_gw_latitude!: number;
public ttn_gw_longitude!: number;
public created_at_utc!: Date;
public updated_at_utc!: Date;
}
@ -40,6 +42,14 @@ Location.init(
type: DataTypes.NUMBER,
allowNull: true,
},
ttn_gw_latitude: {
type: DataTypes.NUMBER,
allowNull: true,
},
ttn_gw_longitude: {
type: DataTypes.NUMBER,
allowNull: true,
},
created_at_utc: {
type: DataTypes.DATE,
defaultValue: DataTypes.NOW,