PMV and PPD: Thermal Comfort Assessment According to ISO 7730

The Predicted Mean Vote (PMV) and Predicted Percentage of Dissatisfied (PPD) are the standard indices for evaluating thermal comfort in indoor environments. Developed by P.O. Fanger and codified in ISO 7730 and ASHRAE Standard 55, they allow HVAC engineers to quantify how a given combination of environmental conditions and occupant characteristics translates into thermal sensation. This page explains the PMV-PPD model, lists the key input parameters and reference values, and provides a calculator to evaluate thermal comfort for your own conditions.

Predicted Mean Vote (PMV)

PMV predicts the average thermal sensation of a large group of people on a seven-point scale from −3 (very cold) to +3 (very hot), with 0 representing thermal neutrality. It is calculated from six input variables: four environmental (air temperature, mean radiant temperature, air velocity and relative humidity) and two personal (clothing insulation and metabolic rate).

The PMV scale is interpreted as follows:

  • +3 Very hot
  • +2 Hot
  • +1 Warm
  •   0 Neutral (optimal comfort)
  • −1 Cool
  • −2 Cold
  • −3 Very cold

The design target for most HVAC systems is to maintain PMV between −0.5 and +0.5, corresponding to a PPD below 10 %. This range ensures that the large majority of occupants perceive the environment as thermally acceptable.

Predicted Percentage of Dissatisfied (PPD)

PPD estimates the fraction of occupants who would find the thermal environment unacceptable. Even under ideal conditions (PMV = 0) approximately 5 % of people will still feel too warm or too cold — individual variation makes it impossible to satisfy everyone. As PMV deviates from zero in either direction, PPD rises steeply: at PMV = ±1.0 about 25 % are dissatisfied, and at PMV = ±2.0 the figure reaches approximately 75 %.

Predicted Percentage of Dissatisfied (PPD) plotted as a function of Predicted Mean Vote (PMV)
Figure 1. Predicted Percentage of Dissatisfied (PPD) as a function of Predicted Mean Vote (PMV).

In practice, achieving a PMV between −0.5 and +0.5 (PPD < 10 %) not only improves occupant satisfaction but also enhances productivity, reduces absenteeism and helps avoid energy waste from over-conditioning the space. These criteria are embedded in international standards including ISO 7730 and ASHRAE 55, making them essential tools for architects, HVAC engineers and facility managers. Computational Fluid Dynamics is often used to map PMV and PPD distributions across an entire room, identifying local discomfort zones that a single-point measurement would miss.

Recommended Comfort Requirements

ISO 7730 recommends that the PPD be kept below 10 %, which corresponds to the PMV criterion −0.5 < PMV < +0.5. The following conditions apply to spaces with light, mainly sedentary activity:

Winter conditions (heating period)

  1. Operative temperature between 20 °C and 24 °C.
  2. Vertical air temperature difference between ankle level (0.1 m) and head level (1.1 m) less than 3 °C.
  3. Floor surface temperature between 19 °C and 26 °C (up to 29 °C for floor heating systems).
  4. Mean air velocity below the limit specified for the given turbulence intensity.
  5. Radiant temperature asymmetry from cold vertical surfaces (windows) less than 10 °C.
  6. Radiant temperature asymmetry from a warm ceiling less than 5 °C.
  7. Relative humidity between 30 % and 70 %.

Summer conditions (cooling period)

  1. Operative temperature between 23 °C and 26 °C.
  2. Vertical air temperature difference between ankle and head level less than 3 °C.
  3. Mean air velocity below the limit specified for the given turbulence intensity.
  4. Relative humidity between 30 % and 70 %.

Typical Values for Met and Clo

The metabolic rate (Met) represents the heat generated by the human body and increases with activity level. Clothing insulation (Clo) quantifies the thermal resistance provided by the occupant's clothing. The tables below list commonly used reference values for both parameters.

Activity Metabolic Rate (Met)
Resting (seated quietly)0.8
Reading or writing1.0
Seated, light office work1.2
Standing, light activity1.4
Standing, medium activity1.8
Walking (3 km/h)2.0
House cleaning2.5
Walking (5 km/h)2.8
Heavy work (lifting, etc.)3.5
Running (8 km/h)8.0
Clothing Type Clothing Insulation (Clo)
Nude0.0
Summer, light clothing0.5
Typical indoor clothing0.6
Long-sleeve shirt, trousers0.7
Light business suit0.9
Business suit with sweater1.0
Winter clothing1.3
Winter clothing with coat1.5
Heavy winter coat, thermal gear2.0

PMV and PPD Calculator

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Output

Disclaimer: The tools, calculators and formulas provided on this website are intended for educational and informational purposes only. While we strive to ensure accuracy, we cannot guarantee that the results will be applicable to your specific circumstances. Users are encouraged to verify results independently and consult a qualified professional if necessary. By using these tools, you acknowledge that the use of any information obtained from this site is at your own risk.

For projects requiring detailed thermal comfort mapping across an entire building zone, our CFD team can simulate airflow, temperature and humidity distributions and produce full PMV/PPD contour plots to identify and eliminate local discomfort zones. To learn more about the fundamentals, see our course Introduction to Computational Fluid Dynamics.

Frequently asked questions

Common questions about thermal comfort and the PMV-PPD model.

Individual thermal perception varies due to differences in physiology, acclimatisation, age and personal preference. Even in a thermally neutral environment, some people will perceive the conditions as slightly too warm or too cool. The 5 % floor is an empirical finding from Fanger's original comfort research and reflects the irreducible spread in human thermal sensation.

Air temperature is the temperature of the surrounding air. Mean radiant temperature (MRT) represents the average temperature of all surfaces surrounding the occupant, weighted by the solid angle each surface subtends. A person standing near a large cold window can feel cold even when the air temperature is comfortable, because the low MRT of the glass reduces the overall thermal balance. Both temperatures contribute independently to thermal sensation, which is why the PMV model requires both as inputs.

A single-point PMV calculation tells you whether one location in a room is comfortable, but thermal conditions vary throughout a space — near windows, above heat sources, in the path of air supply jets. CFD simulates the full three-dimensional distribution of air temperature, velocity, humidity and radiant exchange, making it possible to compute PMV and PPD at every point in the room simultaneously. This produces comfort maps that reveal local problem areas (draughts, stagnant zones, radiant asymmetry) that cannot be detected by spot measurements alone.