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Nijverdal · Field journal

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§ G · Glossary What does that mean again

Briefly explained,
one line per term.

This site uses a lot of technical jargon. Below is a short translation of what it means and how to read it.

Acoustics

BirdNET
Open-source AI model that recognises bird sounds from three-second audio fragments. Runs on a Raspberry Pi.
Confidence
How sure the AI model is about a species identification, on a scale of 0 to 100 percent. Above 80 percent is usually reliable; below that, treat it with caution.
Vocalisation
The type of sound the bird is making. Distinguishes between song (territory), call (contact), alarm (danger) and other (drumming, begging call).
Spectrogram
A picture of sound. Time runs horizontally, pitch vertically. Brightness shows intensity. Birds and bats each have their own pattern.
Direction category
With a stereo setup (two microphones), a rough estimate of whether the sound came from the north, the south, or straight overhead. Works best for open sky.

Bats

kHz
Kilohertz, a thousand vibrations per second. Bat sonar sits between 15 and 100 kHz, just above what a human ear can pick up.
Time-expanded
The bat recording is slowed down 10× so the tones fall within the human hearing range. Sounds like clicking.
BatDetect2
AI model from the University of Tübingen that identifies bat species from ultrasonic recordings.
Bavaria
A second classifier that runs alongside BatDetect2, trained on Bavarian bat data. Useful as a second opinion.
Peak frequency
The pitch at which the sonar call was loudest. Fairly constant per species: common pipistrelle around 49 kHz, noctule around 22 kHz.

Radar & migration

MTR
Migration Traffic Rate. The number of birds per kilometre of width per hour passing through a radar window. A measure of how busy migration is.
BirdTAM
Bird Traffic Advisory Map. A European radar map showing bird-migration intensity, produced by cooperating meteorological services.
FlySafe
KNMI system that uses radar imagery to track bird migration, originally built for aviation safety.

Sky & light

Lux
Unit of light level. Full sun is 100,000 lux, an overcast day 10,000, office lighting 500, a full moon 0.2.
Civil dusk
The moment just after sunset when the sun sits 6 degrees below the horizon. It is still just light enough outside to read without artificial light.
Civil dawn
The same thing in the morning, just before sunrise.
Illumination
For the moon: what percentage of the disc is lit. 100 percent is a full moon, 0 percent a new moon.
Altitude
Height above the horizon in degrees. 0 degrees sits exactly on the horizon, 90 degrees is straight overhead.

Weather

Davis Vantage Pro 2
Professional weather station that measures temperature, wind, humidity, pressure and rain every 30 seconds. An industry standard for amateurs and researchers.
Barometric trend
Whether air pressure has risen, fallen or stayed stable over the past three hours. Rising often predicts calm weather, falling predicts rain or storms.
Wind rose
A circular diagram showing which direction the wind has been coming from over a recent period, and how often.
m/s
Metres per second. 1 m/s equals 3.6 km/h. A light breeze is 4 m/s; storms begin around 21 m/s.

AI models

MobileNetV2
A small AI model that can run fast on weak hardware like a Raspberry Pi. Used here to classify nest-box images by species.
Silero VAD
Voice Activity Detection. Filters human speech out of recordings before they are analysed. Privacy protection.
Whisper
AI speech model from OpenAI. Used here only to detect recordings that contain human voices, so they can be discarded.

Under the hood

ISR
Incremental Static Regeneration. A page refreshes itself automatically when someone visits it, instead of on every push.
SSE
Server-Sent Events. An open connection between browser and server over which events arrive as soon as they happen. Used for the live strip at the bottom of the page.
MQTT
Messaging protocol that lets the Pis publish their detections directly to the NAS. Lightweight and reliable.
Cloudflare Tunnel
Connection from the NAS to the internet without having to open a port on the router. Safer than port forwarding.
BirdNET-Pi
Open-source distribution of BirdNET that listens 24/7 on a Raspberry Pi. Comes with its own web interface and MQTT publishing.