🐋 Coastal Marine Mammal Assessment Platform

Comprehensive evaluation of marine mammals in coastal ecosystems by Claudio Iturra

🐋 Coastal Marine Mammals

🐋 Baleen Whales

Species: Gray whale, Humpback whale, Blue whale, Minke whale

Habitat: Migrate through coastal waters, feed in upwelling zones

Detection: Large acoustic signatures, surface behavior

Key Factors: Krill abundance, water temperature 8-15°C

🐬 Toothed Whales

Species: Orcas, Pilot whales, Sperm whales

Habitat: Deep coastal waters, continental shelf edge

Detection: Echolocation clicks, social calls

Key Factors: Fish/squid abundance, depth >200m

🐬 Dolphins & Porpoises

Species: Bottlenose dolphin, Harbor porpoise, Pacific white-sided dolphin

Habitat: Nearshore waters, bays, estuaries

Detection: High-frequency echolocation, group behavior

Key Factors: Small fish schools, salinity 32-35 ppt

🦭 Pinnipeds

Species: Harbor seals, Sea lions, Elephant seals

Habitat: Rocky shores, beaches, kelp forests

Detection: Haul-out sites, diving patterns

Key Factors: Breeding sites, fish availability

🦦 Sea Otters

Species: Southern sea otter

Habitat: Kelp forests, shallow coastal waters

Detection: Surface feeding, tool use behavior

Key Factors: Kelp coverage, urchin/shellfish density

🐋 Rare Species

Species: Vaquita, North Atlantic right whale, Manatees

Habitat: Specific coastal regions, warm waters

Detection: Specialized monitoring, satellite tracking

Key Factors: Critical habitat protection, low vessel traffic

🔍 Detection & Monitoring Methods

🎤

Passive Acoustic Monitoring

Hydrophones detect vocalizations, echolocation clicks, and breathing sounds

Range: 1-50 km depending on species

Frequency: 10 Hz - 150 kHz

📡

Satellite Telemetry

GPS/Argos tags track movement patterns and diving behavior

Accuracy: ±150m - 1km

Duration: Weeks to years

👁️

Visual Surveys

Ship-based, aerial, and shore-based observations

Range: 0-10 km visibility dependent

Conditions: Beaufort scale ≤3

🌊

Environmental DNA

Water sampling to detect genetic material

Detection: Species presence/absence

Sensitivity: ng/L concentrations

📷

Camera Traps & Drones

Automated monitoring of haul-out sites and surface behavior

Coverage: 24/7 monitoring

Resolution: Individual identification

🛰️

Remote Sensing

Satellite imagery for habitat assessment and large whale detection

Resolution: 0.3-30m pixels

Coverage: Global, daily revisit

🌊 Oceanographic Parameters

🌡️ Temperature

Surface: 8-25°C optimal range

Thermocline: Depth varies 20-200m

Impact: Affects prey distribution and metabolism

Measurement: CTD, satellite SST, autonomous gliders

🧂 Salinity

Range: 32-36 ppt in coastal waters

Halocline: Sharp gradients near river mouths

Impact: Affects buoyancy and osmoregulation

Sources: River discharge, precipitation, evaporation

💨 Wind Patterns

Upwelling Winds: Parallel to coast, 5-15 m/s

Seasonal: Spring/summer upwelling favorable

Impact: Drives nutrient transport and primary productivity

Measurement: Buoys, satellites, weather stations

⬆️ Upwelling/Downwelling

Upwelling Index: m³/s per 100m coastline

Indicators: Cold SST, high chlorophyll

Impact: Brings nutrients to surface, supports food web

Hotspots: California, Peru, Benguela currents

🌊 Ocean Circulation

Currents: 0.1-2.0 m/s surface velocity

Eddies: 10-200 km diameter

Impact: Transport prey, affect migration routes

Measurement: ADCP, drifters, altimetry

🧪 Nutrients

Nitrate: 0-45 μmol/L

Phosphate: 0-3 μmol/L

Silicate: 0-150 μmol/L

Impact: Limits primary productivity and food availability

🐟 Prey Availability

Krill: 0.1-100 g/m³ biomass

Fish Schools: Anchovy, sardine, herring

Zooplankton: Copepods, euphausiids

Measurement: Acoustic surveys, net sampling

🏞️ Freshwater Input

River Discharge: 10-10,000 m³/s

Seasonal Variation: Spring snowmelt peaks

Impact: Creates estuarine gradients, affects salinity

Nutrients: Terrestrial input, agricultural runoff

📊 Mathematical Models & Equations

Upwelling Index Calculation

UI = (τ × ρ × f) / (ρw × f × L)

Where: τ = wind stress, ρ = air density, f = Coriolis parameter, ρw = water density, L = coastline length

Ekman Transport

Me = τ / (ρw × f)

Offshore transport per unit width due to wind stress

Primary Productivity (Light-Limited)

PP = Pmax × (I / (I + Ik)) × exp(-I/Is)

Where: Pmax = maximum photosynthesis rate, I = irradiance, Ik = saturation parameter

Prey Density Index

PDI = (Biomass × Accessibility) / (Search_Area × Energy_Cost)

Combines prey abundance with foraging efficiency

Habitat Suitability Model

HSI = Σ(Wi × Si)

Where: Wi = weight for parameter i, Si = suitability score for parameter i

Detection Probability

P(detect) = 1 - exp(-λ × effort × availability)

Probability of detecting animals given survey effort and availability

Acoustic Range Equation

Range = 10^((SL - TL - NL + DI)/20)

Where: SL = source level, TL = transmission loss, NL = noise level, DI = directivity index

Metabolic Rate Scaling

MR = a × M^b × exp(c × T)

Where: a = normalization constant, M = body mass, b = scaling exponent (~0.75), T = temperature

🔬 Live Marine Mammal Assessment

Habitat Suitability Calculator

Upwelling Index Calculator

Environmental Conditions Visualization

Temperature Profile: Click "Update Charts" to visualize
Productivity Index: Click "Update Charts" to visualize

⚠️ Important Considerations:

  • This is a simplified model for demonstration purposes
  • Real assessments require extensive field data and validation
  • Weather conditions significantly affect detection success
  • Seasonal migrations must be considered for accurate predictions
  • Local regulations may restrict research activities