*Note, these ranges are just a guideline and not absolute limits.
For example, a four-card payload with:
2 x 150W AI/GPU modules
1 x 100 W CPU/FPGA module
1 x 75 W switch I/O module
= 475 W from payload electronics alone.
Calculating total system heat isn’t just adding up the thermal rating of your cards. Your payload power is not necessarily your total chassis heat, since power conversion loss, fans, pumps, storage, and other supporting devices can also contribute to the system’s overall thermal load. So, if in the above system, the power supply must deliver 475W to the electronics and is operating at 90% efficiency, you’d need a required input power of ~528W and would need to account for a power conversion loss of 53W.
Finally, estimate where the highest thermal concentrations are likely to occur. Even a preliminary understanding of potential hot spots can influence cooling strategy, airflow paths, and component placement, helping ensure the thermal solution is optimized for real-world performance. A single 150 W card can dominate the architecture if its heat is concentrated around one GPU/FPGA and the thermal path from that component to the chassis is poor.
2. How much space, weight, and power (SWaP) can your cooling architecture use?
Every cooling solution introduces its own size, weight, and power (SWaP) requirements that must be balanced against the performance goals of the full system. Larger heat exchangers, higher airflow rates, liquid cooling loops, pumps, and cold plates can significantly improve heat removal, but they also consume valuable volume, add mass, and require additional electrical power. In many defense platforms, these resources are already limited, making thermal management a design tradeoff rather than a standalone engineering decision.
Total watts alone don’t determine the cooling architecture.
For example, 1000W isn’t necessarily harder to cool than 600 W; how tightly that heat is concentrated and what space and thermal paths are available matter just as much. 1,000W distributed across ten 100 W cards in a large rack with unrestricted conditioned airflow can be comparatively manageable while 600 W packed into four 150 W 3U cards inside a sealed ½-ATR enclosure can be a much harder thermal problem.
Your cooling architecture cannot be evaluated independently from the system it’ll be installed into. Tips to help you select a cooling architecture that not only dissipates the required heat but also aligns with your system’s mechanical, electrical, and operational requirements include:
- Identify your primary design constraint first: Determine whether your system is most limited by SWaP, available volume, airflow, or another design factor. Your dominant constraint will dictate which cooling technologies are the most practical and effective.
- Evaluate the complete cooling system footprint: Consider the space, weight, and integration requirements of all supporting thermal management components; this includes pumps, fans, ducts, hoses, manifolds, heat exchangers, reservoirs, and associated plumbing or electrical infrastructure.
- Account for the cooling system’s power budget: Determine how much electrical power is available for thermal management and assess how much power the cooling solution will consume.
3. What environmental conditions will the system need to operate through, and how will these conditions impact your thermal solutions?