Nexus Observatory Sign in

StoriesPlace: Dense city block

The instrumented street

Four city blocks, read as an observing system: small cells on street poles, air-quality and heat sensors beside them, and an edge node that corrects, times and publishes what they measure. More than two in three people are expected to live in cities by 20501.

Systems
Small cells, Air-quality sensing, Edge publication
Toward 2030
Air-quality limits tighten in 2030
Figures
4, field scene, simulator, data story, timeline to 2030

Go to the references

01Field scene

The street is already an instrument platform.

Street poles stand every few dozen metres, have power, and sit at the height where people breathe. A small cell at eight metres adds radio capacity where the macro network runs out, and the same pole can carry particulate, nitrogen dioxide and temperature sensors.

The sensors are not the system. The system is the chain that turns a low-cost reading into a value someone can act on: calibration against a reference station, a timestamp, a published correction, and a record of where each number came from.

Figure as text: Four blocks with small cells, sensors and an edge node

A wireframe city block of nine buildings. Three street poles carry small cells, two carry air-quality nodes and one a heat sensor; dashed red links run from each to an edge node at the corner.

  • Small cell, 8 m
  • Air quality
  • Heat
  • Edge node

02Simulator

How far one small cell reaches.

Small cells are sized by the link budget, not by the map. At 3.5 GHz in a street canyon, path loss rises faster than in free space, and the cell radius closes at a few hundred metres. Change the frequency, the power or the path-loss exponent and see how many sites a hundred square kilometres need2.

The radio horizon of a mast eight metres high is far larger than the range the budget allows, so in a city the budget, not the curvature of the Earth, sets the spacing3.

Figure as text: Small-cell radius from the link budget

A plan drawing of one site with three circles: the range the budget closes, the radio horizon, and the usable cell radius in red.

Small-cell radius from the link budget, at the starting values
Frequency3500 MHz
Transmit EIRP40 dBm
Receiver sensitivity-95 dBm
Path loss exponent3.5
Mast height8 m
Range the budget closes215 m
Radio horizon at 1.5 m16.7 km
Usable cell radius215 m
Sites per 100 km²830
Free-space loss at that radius90.0 dB

03Data story

What the air-quality nodes are measured against.

The World Health Organization’s 2021 guidelines set an annual mean of 5 µg/m³ for fine particulate matter and 10 µg/m³ for nitrogen dioxide4. The European Union’s revised directive sets binding limits for 2030 at twice those values, a step toward the guidelines rather than an arrival5.

Low-cost sensors drift with humidity and temperature. A published performance protocol for sensor systems is what lets a city compare one deployment with another6.

Figure as text: Guideline values and 2030 limits for two pollutants

A bar chart of six values in micrograms per cubic metre: the WHO 2021 guidelines for PM2.5 and nitrogen dioxide, annual and 24-hour, and the EU limits that apply from 2030.

Guideline values and 2030 limits for two pollutants (µg/m³)
ValueConcentration
PM2.5, WHO annual54
PM2.5, EU annual limit from 2030105
PM2.5, WHO 24-hour154
NO₂, WHO annual104
NO₂, EU annual limit from 2030205
NO₂, WHO 24-hour254

04Timeline to 2030

Toward 2030 on one street.

The horizon for the street is set by documents that already exist: the health guidelines, the sensor protocol, the 2030 limits and the urban goal of the 2030 Agenda7. Each changes what a city must measure, how well, and how openly.

Figure as text: Air quality on the street, 2015 to 2030

A timeline from 2015 to 2030 in three lanes: health guidelines, law and measurement method.

  1. 2015-09 Sustainable Development Goal 11 adopted. Target 11.6 asks cities to reduce the adverse environmental impact per person, with attention to air quality, by 2030.7
  2. 2021 Performance protocol for gas sensor systems (CEN/TS 17660-1). A shared test for low-cost sensor systems in ambient air.6
  3. 2021-09 WHO air quality guidelines revised (WHO AQG 2021). Annual guideline for PM2.5 lowered to 5 µg/m³ and for NO₂ to 10 µg/m³.4
  4. 2024-11 EU ambient air directive revised (Directive (EU) 2024/2881). New limit values, to be met by 2030, and more monitoring points where people live.5
  5. 2030 EU 2030 limits apply. PM2.5 annual mean 10 µg/m³, NO₂ annual mean 20 µg/m³.5

Figure 1

Field scene

Small-cell spacing
156 m
Pole-height radio horizon
16.7 km

Figure 1. Four blocks with small cells, sensors and an edge node. A wireframe city block of nine buildings. Three street poles carry small cells, two carry air-quality nodes and one a heat sensor; dashed red links run from each to an edge node at the corner.

References

  1. World Urbanization Prospects: The 2018 Revision. United Nations Department of Economic and Social Affairs, 2019.
  2. Recommendation ITU-R P.525: Calculation of free-space attenuation. International Telecommunication Union, Radiocommunication Sector, 2019.
  3. Recommendation ITU-R P.453: The radio refractive index (effective Earth radius factor k = 4/3). International Telecommunication Union, Radiocommunication Sector, 2019.
  4. WHO global air quality guidelines: particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide. World Health Organization, 2021.
  5. Directive (EU) 2024/2881 on ambient air quality and cleaner air for Europe. Official Journal of the European Union, 2024.
  6. CEN/TS 17660-1:2021 Air quality — Performance evaluation of air quality sensor systems — Part 1: Gaseous pollutants in ambient air. European Committee for Standardization, 2021.
  7. Sustainable Development Goal 11: make cities and human settlements inclusive, safe, resilient and sustainable. United Nations, 2015.

Related stories

System: Edge AI inference Deciding at the edgeA model that detects smoke, flooding or a fault is most useful where the frame is captured. Running inference at the edge cuts the time to a decision and…System: Data provenance chain From sensor to recordA published observation should carry its own history: which instrument made it, when, under which calibration, and every step since. The web already has a…System: Private 5G and AI-RAN Private 5G with the inference in the radioA private cellular network gives a site its own coverage, its own security and its own priorities. AI-RAN adds a second idea: the accelerators that run the…

Where this applies

ConnectivitySensors & instrumentsData & licensingDigital twins and simulationCitiesHealthClimateEventsField tour: city block