AI-driven dynamic process control: Why intelligent DAC is the only way to scale

Decorative animated grid pattern
Decorative animated grid pattern

Traditional Direct Air Capture (DAC) has long faced a fundamental atmospheric challenge: the weather. Because CO₂ capture relies on sensitive chemical reactions, a machine designed to work perfectly on a cool, humid morning in Northern Europe will inherently underperform during a dry, hot afternoon in the desert. These one-size-fits-all static systems result in wasted energy and under-utilized hardware.

Skytree Stratus moves beyond the static plant model. The modular architecture combined with situationally aware dynamic process control enables the system to function as an intelligent, climate-aware asset that optimizes itself every hour of every day. 

Solving the climate sensitivity problem

The performance of any solid-sorbent DAC process is dictated by the laws of thermodynamics. Ambient temperature and relative humidity (RH) create a constant tug-of-war between two factors:

  1. Kinetics: How fast the CO₂ can be captured.

  2. Equilibrium Loading: The amount of CO₂ the sorbent can hold.

Higher temperatures generally increase the speed of capture but reduce the total capacity of the sorbent, while lower temperatures do the opposite. A traditional Temperature Vacuum Swing Adsorption (TVSA) system with fixed parameters cannot navigate this trade-off; it simply accepts the variability, leading to massive swings in productivity. For example, simulations for a static TVSA process operating in Quebec, Canada, shows monthly yields dropping by 54% in the coldest months. As the graph below shows: static TVSA productivity is closely related to ambient temperature.

Skytree’s proprietary algorithm ingests real-time weather data and sensor inputs to solve this problem. It continuously calculates the optimal sorbent flow rate and residence time (the duration the sorbent stays in the adsorption and desorption chambers) to ensure the system is always tuned to the specific sweet spot of the environment.

Maximizing capital efficiency

The most expensive part of a DAC facility is the hardware. Specifically, the desorber units and their associated gas processing and thermal management systems. In a static TVSA DAC process, these components operate under-capacity whenever ambient conditions are suboptimal, which is most of the year. This represents a significant hidden cost in the form of wasted capital.

By using dynamic control to stabilize output within +/- 5% seasonally, Skytree ensures that every desorber in a Stratus Park is utilized to its full potential. This increased productivity translates directly into a 15% to 30% reduction in specific CAPEX. Effectively, you can produce the same amount of CO₂ with significantly less hardware, making the economics much more attractive. As an example, dynamic process control reduces CapEx required for a given annual capacity by 27% for the mentioned Canadian location.

Operational resilience and sorbent longevity

The benefits of AI-driven process control extend into the operating expenditures (OpEx) of the facility. All sorbents naturally degrade over years of use, losing some of their capture capacity. In a static TVSA system, a 20% drop in capture capacity results in a 20% drop in productivity.

Skytree’s intelligent control system actively counteracts this decline. As the sorbent ages, the algorithm adjusts the residence times to compensate for the reduced loading capacity, limiting the drop in total machine production to a mere 2-5% even when the sorbent has reached 80% of its original performance. This means sorbent lifetime can be extended and specific sorbent cost reduced without sacrificing the facility's output.

Energy flexibility for the modern grid

Finally, dynamic control enables Skytree Stratus to act as a flexible grid participant. The system can be programmed to prioritize different optimization goals: maximizing CO₂ supply, minimizing energy consumption, or following energy price signals. During periods of high electricity prices, the system can automatically ramp down its intake, utilizing inherent sorbent buffering capacity to keep the desorber running while saving on energy costs. Conversely, when renewable energy is abundant and cheap, the system can ramp up to harvest the excess power in the form of accelerated CO₂ capture.

By shifting the complexity of DAC from rigid steel into intelligent software, Skytree is delivering a solution that is not just more efficient, but fundamentally more resilient and economically viable for a global market.

AI-driven dynamic process control: Why intelligent DAC is the only way to scale | Skytree