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:
commit
fc8e4ca486
@ -10,7 +10,7 @@ TODO
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### Database
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**Change name of database and credentials as you like!**
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- Create new database: `CREATE DATABASE locationhub;`
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- Create new database: `CREATE DATABASE dev_locationhub;`
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- Create new user for database: `GRANT ALL PRIVILEGES ON dev_locationhub.* TO 'dbuser'@'localhost' IDENTIFIED BY '1234';`
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- Import tables: `/usr/bin/mariadb -u dbuser -p1234 dev_locationhub < server/sql/tables.sql`
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@ -7,6 +7,6 @@ DB_PORT=""
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WIGLE_TOKEN="" # Go to account and generate token "Encoded for use"
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WIGLE_BASE_URL="https://api.wigle.net"
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WIGLE_NETWORK_SEARCH="/api/v2/network/search"
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GET_LOCATION_WIFI_MAX_AGE=1209600000 # 14 Tage in Millisekunden (14 * 24 * 60 * 60 * 1000)
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GET_LOCATION_WIFI_MAX_AGE=1209600000 # 14 days in milliseconds (14 * 24 * 60 * 60 * 1000)
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GET_LOCATION_WIFI_MAX=10000
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GET_LOCATION_WIFI_PRIMITIVE=true
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@ -13,11 +13,11 @@
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"license": "ISC",
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"devDependencies": {
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"@types/express": "^5.0.0",
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"@types/memoizee": "^0.4.11",
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"@types/node": "^22.10.2",
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"nodemon": "^3.1.9",
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"ts-node": "^10.9.2",
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"typescript": "^5.7.2",
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"@types/memoizee": "^0.4.11"
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"typescript": "^5.7.2"
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},
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"dependencies": {
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"cors": "^2.8.5",
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@ -46,6 +46,8 @@ CREATE TABLE IF NOT EXISTS location (
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wifi_longitude DOUBLE,
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gnss_latitude DOUBLE,
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gnss_longitude DOUBLE,
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ttn_gw_latitude DOUBLE,
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ttn_gw_longitude DOUBLE,
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created_at_utc TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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updated_at_utc TIMESTAMP DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
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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(
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async (req: Request, res: Response) => {
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try {
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const message = req.body as TtnMessage;
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const { lp_ttn_end_device_uplinks_id } =
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// Create uplink record
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const { lp_ttn_end_device_uplinks_id, latitude, longitude } =
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await lpTtnEndDeviceUplinksService.createUplink({
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device_id: message.end_device_ids.device_id,
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application_ids:
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@ -78,6 +79,7 @@ router.post(
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latitude: g.latitude,
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longitude: g.longitude,
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})),
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gnssLocation: { latitude, longitude }
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};
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domainEventEmitter.emit(TtnMessageReceivedEventName, event);
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@ -11,4 +11,8 @@ export type TtnMessageReceivedEvent = {
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longitude: number;
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altitude: number;
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}[];
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gnssLocation: {
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latitude?: number;
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longitude?: number;
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}
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};
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@ -3,11 +3,156 @@ import {
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TtnMessageReceivedEvent,
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TtnMessageReceivedEventName,
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} from "../event/ttnMessageReceivedEvent";
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import { container } from "tsyringe";
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import { LocationService } from "../services/locationService";
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import { WifiScanService } from "../services/wifiScanService";
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import { getLocationForWifiMemoized } from "../proxy/wigle";
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const locationService = container.resolve(LocationService);
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const wifiScanService = container.resolve(WifiScanService);
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const CalculateTtnGatewayLocation = (event: TtnMessageReceivedEvent) => {
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// Get location based on TTN Gateways
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const virtualLocation = {
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latitude: undefined as number | undefined,
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longitude: undefined as number | undefined,
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};
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if (!event.ttnGateways || event.ttnGateways.length === 0) {
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console.log("No TTN Gateway location received!")
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} else {
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let totalWeight = 0;
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let weightedLatitude = 0;
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let weightedLongitude = 0;
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event.ttnGateways.forEach(gw => {
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const weight = 1 / Math.abs(gw.rssi); // Higher RSSI (closer to 0) gives more weight
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totalWeight += weight;
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weightedLatitude += gw.latitude * weight;
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weightedLongitude += gw.longitude * weight;
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});
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// Calculate the weighted average to get the virtual location
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virtualLocation.latitude = weightedLatitude / totalWeight;
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virtualLocation.longitude = weightedLongitude / totalWeight;
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console.log("Tracker location based on TTN Gateway location:", virtualLocation);
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}
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return {
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ttn_latitude: virtualLocation.latitude,
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ttn_longitude: virtualLocation.longitude,
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};
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};
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const CalculateWifiLocation = async (event: TtnMessageReceivedEvent) => {
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// Get location based on WiFi Scans
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const virtualLocation = {
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latitude: undefined as number | undefined,
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longitude: undefined as number | undefined,
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};
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if (!event.wifis || event.wifis.length === 0) {
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console.log("No WiFi scans received!")
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} else {
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// Process Wi-Fi data to compute weighted location
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const wifiScans = await Promise.all(
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event.wifis.map(async (wifi) => {
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// Create new WiFi Scan entry if wigle.net reported location
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const apiResponse = await getLocationForWifiMemoized(wifi.mac);
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return {
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lp_ttn_end_device_uplinks_id: event.lp_ttn_end_device_uplinks_id,
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mac: wifi.mac,
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rssi: wifi.rssi,
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latitude: apiResponse?.results[0]?.trilat,
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longitude: apiResponse?.results[0]?.trilong,
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};
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})
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);
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await wifiScanService.createWifiScans(wifiScans);
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const { totalWeight, weightedLatitude, weightedLongitude } =
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wifiScans.reduce(
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(acc, { latitude, longitude, rssi }) => {
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if (latitude && longitude && rssi !== 0) {
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const weight = 1 / Math.abs(rssi);
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acc.totalWeight += weight;
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acc.weightedLatitude += latitude * weight;
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acc.weightedLongitude += longitude * weight;
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}
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return acc;
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},
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{
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totalWeight: 0,
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weightedLatitude: 0,
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weightedLongitude: 0,
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}
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);
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// Calculate the weighted average to get the virtual location
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virtualLocation.latitude = weightedLatitude / totalWeight;
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virtualLocation.longitude = weightedLongitude / totalWeight;
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console.log("Tracker location based on WiFi Scan location:", virtualLocation);
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}
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return {
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wifi_latitude: virtualLocation.latitude,
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wifi_longitude: virtualLocation.longitude,
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};
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};
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const CalculateGnssLocation = (event: TtnMessageReceivedEvent) => {
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// Get location based on reported GNSS
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if (event.gnssLocation.latitude === undefined || event.gnssLocation.longitude === undefined) {
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console.log("No valid GNSS location received!");
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}
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return {
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gnss_latitude: event.gnssLocation.latitude,
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gnss_longitude: event.gnssLocation.longitude,
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};
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};
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domainEventEmitter.on(
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TtnMessageReceivedEventName,
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async (event: TtnMessageReceivedEvent) => {
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console.log(event);
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// TODO Hendrik 🚀
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var wifi_based_latitude: number | undefined = undefined;
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var wifi_based_longitude: number | undefined = undefined;
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var gnss_based_latitude: number | undefined = undefined;
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var gnss_based_longitude: number | undefined = undefined;
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var ttn_gw_based_latitude: number | undefined = undefined;
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var ttn_gw_based_longitude: number | undefined = undefined;
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if (event.ttnGateways && event.ttnGateways.length > 0) {
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const virtualLocation = CalculateTtnGatewayLocation(event);
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ttn_gw_based_latitude = virtualLocation.ttn_latitude;
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ttn_gw_based_longitude = virtualLocation.ttn_longitude;
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}
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if (event.wifis && event.wifis.length > 0) {
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const virtualLocation = await CalculateWifiLocation(event);
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wifi_based_latitude = virtualLocation.wifi_latitude;
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wifi_based_longitude = virtualLocation.wifi_longitude;
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}
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const virtualLocation = CalculateGnssLocation(event);
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gnss_based_latitude = virtualLocation.gnss_latitude;
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gnss_based_longitude = virtualLocation.gnss_longitude;
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const newLocation = await locationService.createLocation({
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lp_ttn_end_device_uplinks_id: event.lp_ttn_end_device_uplinks_id,
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ttn_gw_latitude: ttn_gw_based_latitude,
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ttn_gw_longitude: ttn_gw_based_longitude,
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gnss_latitude: gnss_based_latitude,
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gnss_longitude: gnss_based_longitude,
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wifi_latitude: wifi_based_latitude,
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wifi_longitude: wifi_based_longitude,
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});
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console.log(newLocation)
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}
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);
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@ -25,5 +25,5 @@ app.use("/api/locations", locationRoutes);
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app.use("/api/ttn", ttnRoutes);
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app.listen(PORT, () => {
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console.log(`🚀 Server läuft auf http://localhost:${PORT}`);
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console.log(`🚀 Server runs here: http://localhost:${PORT}`);
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});
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@ -8,6 +8,8 @@ export class Location extends Model {
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public wifi_longitude!: number;
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public gnss_latitude!: number;
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public gnss_longitude!: number;
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public ttn_gw_latitude!: number;
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public ttn_gw_longitude!: number;
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public created_at_utc!: Date;
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public updated_at_utc!: Date;
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}
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@ -40,6 +42,14 @@ Location.init(
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type: DataTypes.NUMBER,
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allowNull: true,
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},
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ttn_gw_latitude: {
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type: DataTypes.NUMBER,
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allowNull: true,
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},
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ttn_gw_longitude: {
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type: DataTypes.NUMBER,
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allowNull: true,
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},
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created_at_utc: {
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type: DataTypes.DATE,
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defaultValue: DataTypes.NOW,
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