Hello everyone,
Chris here, I'm a data scientist. I'm seeking help to gather ideas on how to solve a challenging issue: managing temperatures in an enclosed environment housing a Raspberry Pi and other components, as stated in the title.
I'm working on an outdoor camera trap project with a neural network loaded onto a Raspberry Pi 5 for the recognition of specific animal species.
I've already selected the various components and have reached a crucial stage regarding temperature management.
For research reasons beyond this discussion, alongside the Pi 5 there will be a small 50W audio amplifier, a motion sensor (Doppler), an LTE transmission module, a NoIR v2 camera, and—this is part of my question—another element I will mention shortly, along with the necessary relays and power supplies.
The power supply will be wired and provided by urban lighting, so photovoltaic panels won't be necessary.
Since there is no commercially available casing tailored for these components, a custom one will be created using any of the materials available for spools. There are no budget restrictions for the Pi or other components.
The issue at hand—a well-known problem—is the thermal management of the Pi: The installation site will be in an area with extremely cold winter temperatures, dropping to -15 or -20 degrees Celsius, below the operational threshold of the components typically used in such projects.
I would prefer to avoid using components rated for extreme temperatures (industrial-grade), as although it would be a logical and correct solution, it would also require applying that standard to all other components, which is not always easy to source.
It's a more challenging problem, but if anyone has ideas, managing and controlling the internal temperature of the casing would be more interesting.
One possible solution for extreme cold temperatures could be using a heating resistor (this is the element I mentioned earlier), controlled by the Raspberry Pi, which monitors the temperature using a sensor. But I'm asking for ideas from the forum, as I know there are members with experience in Pi projects. If this approach isn't ideal, I'd love to hear alternative suggestions.
Regarding the opposite extreme—high temperatures—I’ve seen solutions involving fans, but they were quickly dismissed by the community due to predictable outdoor issues, including biological factors like insects and pollen, and abiotic factors such as dew point, condensation, pin oxidation, etc., which would be introduced along with humid air.
Here is the video I'm referring to: https://www.youtube.com/watch?v=ccMmqs5n_o8
I’d prefer passive solutions for heat dissipation, possibly using silica gel packs that need periodic replacement to manage condensation, but I'm open to forum suggestions.
Data:
- The Pi 5 will be constantly running with the neural network loaded.
- It will be waiting for a signal from the Doppler sensor.
- Once the signal is received, the image capture sequence, classification, and subsequent decisions will commence—but this will only occur for a few events during the day. The vast majority of the time, only phases 1) and 2) will be active.
The heat generated by these functions also includes the heat from a 75-100W power supply that will collectively power the Pi and all other components, each according to its requirements.
An interesting idea proposed by a knowledgeable individual is using a Peltier cell—certainly a great concept.
What concerned me is that while it cools on one side, it heats on the other, and in an enclosed space, I feared it might result in a neutral thermal balance (though I’d be happy to be proven wrong, as it would solve the problem instantly).
Certainly, the thermal tolerance of the Pi, with its 80-85°C thresholds, provides some leeway, but in a sealed environment with limited volume, I worry that the temperature will inevitably rise over several hours, requiring a long time to dissipate through the walls.
I’ve been considering hybrid ideas: We have the constraint of a sealed casing to prevent the introduction of external air that could cause oxidation and other issues, but we also need thermal exchange, which the casing alone likely won’t guarantee.
For this reason, I was thinking about a hybrid "box within a box" system, meaning: An internally sealed box contained within another box that has openings to the outside.
The inner box would have condensation-absorbing salts and perforations allowing conductive metal components like copper or aluminum to exchange heat with the outer chamber, which would allow external air to circulate freely.
The conductive components passing through or corresponding to the perforations could be:
A) Copper tubes where air is forced through by a fan at the entrance and one at the exit (air isn’t the best heat dissipator, but fans could help optimize circulation).
B) Classic copper or aluminum heatsinks with fins or columns, fixed to the casing and with dissipative elements 'bathed' in the fresh air of the interspace.
C) A Peltier cell attached to a wall, directing the hot side outward, assuming its operating temperatures are compatible with the 3D-printed casing material.
For option A), the perforations would be standard circular holes with common gaskets, whereas for options B) and C), the hole would be polygonal with more complex sealing systems, both in terms of gaskets and securing screws to the walls.
Ultimately, everything depends on your experience and whether using one system over another is truly worthwhile.
What would you use to manage temperature for a durable outdoor project?
Thanks to everyone willing to help