Research · WFI Engine

Fish Species &
WFI Profiles

Literature-backed biology and weather-sensitivity profiles for 8 Finnish species. The scientific foundation of KOUKKU's Weather Favourability Index.

8 species WFI engine v3-26 Literature-anchored Skip-and-renormalise aggregation
Biology & WFI rationale

Species profiles

This document describes the biological behaviour and weather-sensitivity profiles of 8 Finnish fish species as modelled in KOUKKU's Weather Favourability Index (WFI). Each profile is grounded in peer-reviewed literature and defines how temperature, light, barometric pressure, wind, lunar phase, and other environmental factors influence feeding activity and catch probability. Together these profiles form the scientific foundation of the WFI scoring engine that powers KOUKKU's real-time fishing recommendations.
Ahven
Perch
Perca fluviatilis — European perch

Feeding A diurnal, shoaling visual predator: strike efficiency peaks at intermediate light — not deep shade and not harsh glare (Helfman 1981; Diehl 1988). The profile centres the main feeding window around midday and late afternoon (Jamet & Lair 1991; Eriksson 1978).

Temperature Perch tolerate warmth better than most other profiled species: aquaculture work reports growth optima near 23 °C, while coastal wild recruitment is often strongest around 16–22 °C at the surface. Above ~28 °C fish retreat to cooler layers and feeding shuts down.

Reproduction Spring spawning in the shallows: females deposit adhesive egg ribbons on submerged plants or rocks; males follow and fertilise. Eggs are tough, but cannibalism among larvae can be severe in dense populations.

WFI highlights A strong link to falling barometric pressure when feeding (percid pattern in Stoner 2004). No lunar term in the model (daylight sight-feeder; no peer-reviewed lunar feeding correlation). Cloud cover: broken sky (~10–50 %) supports visual hunting.
Hauki
Pike
Esox lucius — northern pike

Feeding Pike are textbook ambush predators: they use cover and the contrast between prey silhouette and light. Hard sun reduces success; solid overcast softens activity slightly. Light-to-moderate wind and chop disorient prey and cut surface glare — both favour pike (Lehtonen & Niemelä 1986; Casselman & Lewis 1996).

Temperature Literature growth optima near 21–23 °C; feeding tapers when warm surface water exceeds ~25 °C. In winter and spring, feeding can stay steady from roughly 10 °C upward (telemetry studies).

Reproduction Spring flooded meadows and weedy shallows: females scatter batches of sticky eggs; males fertilise externally. Spawning sites are temperature- and oxygen-sensitive; vegetation gives fry cover.

WFI highlights Dawn and dusk crepuscular peaks (Baktoft et al. 2012). Six-hour pressure fall carries the heaviest weight among these species (Stoner 2004 — piscivores). Wind and gust factor matter; moon is modest (weak literature, strong angling lore).
Kuha
Zander
Sander lucioperca — pikeperch / zander

Feeding Zander are low-light specialists: large pupils and a tapetum lucidum yield at least twice pike retinal sensitivity under the same conditions (Horppila et al. 2018). Strikes concentrate below ~1 lux (Bergman 1991). The profile therefore favours cloudy skies and a strong moon term — moonlight extends the feeding window.

Behaviour Diel rhythm leans to evening, night, and around midnight: fish move up in the water column at dusk to hunt smelt, perch, and similar prey (Schulze et al. 2006). Calm water supports tight shoals; rough surface chop breaks them up (Pekcan-Hekim et al. 2010).

Reproduction Spawning often on sand or gravel bars and basin margins in spring; males guard eggs. Population density and lake trophic state strongly affect larval survival.

WFI highlights Highest lunar weight of the major piscivores in the app; moderate solunar; falling pressure (percid signal, Stoner 2004). Water temperature optimum sits warmer than for salmonids.
Lohi
Atlantic Salmon
Salmo salar — lohi ja järvilohi

Feeding Feeding shifts with life stage. Upriver adults stress above ~20 °C; migration can stall (Solomon & Sambrook 2004; DFO). The profile stresses cool water (lower optimum than brown trout) and reduced surface light (Karppinen et al. 2002; Kadri et al. 1991).

Behaviour Dawn-skewed activity versus a secondary dusk peak. In coastal angling, light chop can bunch baitfish and mask lure entry (Lacroix & McCurdy 1996).

Reproduction Autumn redds in gravelly riverbeds: females excavate a pit, eggs are buried in gravel. Sea-run fish home to natal streams; landlocked strains adapt to lakes.

WFI highlights Six-hour pressure change is weak (Stoner 2004 found no strong salmonid barometric pattern). Moon and solunar are moderate (Vøllestad et al.). Profile note: the folk rule "rising pressure = salmon" lacks peer-reviewed support and is flagged for calibration.
Made
Burbot
Lota lota — burbot

Feeding Burbot are benthic and night-active: in summer, locomotor activity is roughly 180° out of phase with daylight; under polar-night winter, daytime activity can increase (Müller 1973). Shallow nocturnal excursions cluster at twilight (Harrison et al. 2013).

Temperature Bioenergetic growth stalls above ~18 °C; thermal preferendum near 13 °C. Burbot feed and move in the cold — winter spawning under ice at 0–4 °C (Hofmann & Fischer 2002; Cott et al. 2013).

Reproduction Mid-winter spawning under ice; eggs develop slowly in cold, oxygen-rich water. Young stages are small benthic predators.

WFI highlights The app's highest lunar weight (nocturnal biology). Surface wind and gust factor are effectively irrelevant (deep benthic habitat). Air-temperature weight is zero — water temperature dominates.
Siika
Whitefish
Coregonus lavaretus — European whitefish (several morphs)

Feeding Whitefish are planktivores and daytime visual feeders: stomach fullness peaks by day, partly under clear or partly cloudy skies; solid overcast can depress activity (Mookerji et al. 1998; Eckmann et al. 2002). They track diel zooplankton migrations (Mehner et al. 2005).

Temperature Cold-stenothermal: sustained feeding commonly 7–14 °C; above ~18 °C fish drop deep (Wanzenböck et al. 2002). A stable thermocline matters — predictable shoal depth for pelagic feeding bouts.

Reproduction Spawning on bottom or in deep basins depending on form; eggs need cold, oxygenated water. Finland hosts multiple morphs with different niches.

WFI highlights Calm water and explicit gust sensitivity (waves disrupt thermocline and shoals). Midday feeding peak (Kahilainen et al. 2004). No lunar term (daytime planktivore). Six-hour pressure signal is weak — wide neutral plateau.
Baltic herring (silakka)
Silakka
Baltic Herring
Clupea harengus membras — Baltic herring

Feeding Baltic herring are obligate schoolers: feeding peaks when surface irradiance is low (dusk, overcast) as zooplankton move up and herring follow (Cardinale et al. 2003). Moonlight extends near-surface feeding but less than for zander or burbot.

Temperature Recruitment and feeding align with roughly 4–14 °C surface water; feeding stalls below ~2 °C; above ~16 °C stocks often shift farther offshore (Rajasilta 1992; Cardinale et al. 2009).

Reproduction Spring demersal spawning; timing and egg mass depend on food, condition, and environmental noise — year-classes are highly variable in the Baltic.

WFI highlights Calm to light wind (Casini et al. 2006; Finnish trap-net practice). Evening plus post-midnight peaks. Moderate falling pressure during the dusk feeding window (Cardinale et al. 2003). Profile flagged as a calibration candidate.
Brown trout (taimen)
Taimen
Brown Trout
Salmo trutta — brown trout / sea trout

Feeding Brown trout are a cold-water salmonid: thermal preferendum near 12 °C, growth strongest 13–17 °C, feeding fades above ~19 °C (Elliott & Elliott 2010). Feeding is strongly dawn- and dusk-peaked with a deep midday lull (Ovidio et al. 1998; Bunnell et al. 2017). Light rain boosts invertebrate drift — the profile encodes a "light rain" window (Steingrímsson & Gíslason 2002; Bachman 1984).

Reproduction Autumn spawning on gravel in flowing water; lacustrine strains may use littoral zones. Sea-run ("sea trout") migrations and spawning track flow and temperature regimes.

WFI highlights Precipitation rate is included (Atlantic salmon has no equivalent precipitation trapezoid). Six-hour pressure change is broad and near-neutral (Stoner 2004 found no strong salmonid signal). Moon and solunar are moderate (Vøllestad et al.).