The Science Behind MTNMetrics

MTNMetrics applies published research on loaded walking to route and profile inputs, including pack weight, terrain, pace, and grade.

A More Thoughtful Approach Than Rules of Thumb

Rules of thumb can be useful, but they do not describe every trip. A planning estimate can consider:

  • Your body size and metabolism
  • How heavy your pack is
  • The terrain you'll be hiking
  • How much elevation you'll gain and lose
  • How fast you hike

A 120 lb ultralight hiker with a 15 lb pack on a flat trail has very different calorie needs than a 200 lb hunter with a 60 lb pack climbing 4,000 feet. Yet the "2 lbs per day" rule treats them the same.

These inputs help turn a broad rule of thumb into a trip-specific estimate. Actual needs still vary with conditions and the individual hiker.

Introducing the LCDA Equation

LCDA stands for Load Carriage Decision Aid. It's a metabolic prediction equation developed by the US Army Research Institute of Environmental Medicine (USARIEM) specifically for predicting energy expenditure during loaded marches.

The model describes the added demands of carrying a load while walking. MTNMetrics combines those published inputs with the route and profile details you provide.

The research was published in Medicine & Science in Sports & Exercise in 2022 after comparison with measured energy expenditure. That research gives MTNMetrics a foundation designed specifically for walking with a loaded pack.

What the LCDA Equation Accounts For

MTNMetrics combines load-carriage research with terrain and grade adjustments to reflect the demands of your route.

Body Weight

Body mass is one of the inputs used to estimate the energy required for loaded walking.

Pack Weight

The load you carry is included alongside body mass and route details.

Walking Speed

Pace affects both the modeled energy cost and the time spent hiking.

Terrain Type

The terrain category you select changes the model input for surface conditions.

Grade (Slope)

The model distinguishes route grade rather than treating every mile alike.

Terrain Energy Coefficients

These coefficients are model inputs derived from published terrain research. They compare each listed surface with paved road; real trail conditions can differ.

TerrainCoefficientImpact
Paved Road1.0Baseline
Grass1.08+8% energy
Dirt Road1.2+20% energy
Trail1.15+15% energy
Light Brush1.15+15% energy
Heavy Brush1.35+35% energy
Packed Snow1.3+30% energy
Sand1.5+50% energy
Loose Snow1.5+50% energy
Swamp3.5+250% energy

Read the Research

Primary Source

Looney DP, Santee WR, Karis AJ, Blanchard LA, Rome MN, Carter AJ, Potter AW. Modeling the Metabolic Costs of Heavy Military Backpacking. Med Sci Sports Exerc. 2022 Apr 1;54(4):646-654.

PMC8919998Peer-ReviewedUS Army Research
View on PubMed

Additional research incorporated into our model includes terrain coefficients from Pandolf et al. and grade adjustment factors from Santee et al.

Important Note

MTNMetrics provides calorie estimates based on peer-reviewed research to help with trip planning. These are estimates only—individual energy expenditure varies based on fitness level, efficiency, altitude acclimatization, weather conditions, and other factors not captured by any equation.

The LCDA equation was developed for military load-carriage applications. Use your estimates alongside your experience and current trail conditions when planning food.

MTNMetrics is not affiliated with or endorsed by the U.S. Department of Defense or the U.S. Army Research Institute of Environmental Medicine.

Use the model on your trip

Bring route details into the plan

Build and save routes, see daily calorie targets, and find foods by name or barcode. Track meal-pack calories, macros, and food weight. Map layers include public lands, slope angle, and active wildfire perimeters.

Download for iPhone

Make your next trip a well-fed one

Your next adventure starts with a plan.

Map the route. Set daily calorie targets. Search or scan the foods you love and build your pack with MTNMetrics.

Free to download for iPhone. Start with a 7-day free trial.

A paid subscription is required after the trial. Trial eligibility and terms apply. iOS 17 or later.