Adaptive Machine Development Services

An adaptive machine is one that reconfigures itself in response to environmental or internal conditions in order to increase some performance metric. In a sense, any feedback-regulated machine falls into this category, but we have particular experience in dynamic self-profiling and optimizing computer systems where it is particularly challenging. The challenge arises for several reasons: the shape of the feasible configuration space can be very complex, and in many cases, the optimal adaptive control problem may be intractable or nearly impossible to specify. Consequently, care must be taken in the design of the metrics, the objective functions, and the heuristics. In some cases, machine or statistical learning frameworks or algorithms may be appropriate. Reservoir is experienced in these issues and can assist you in your design.

Reservoir Labs' adaptive machine development services include:

• Formalizing environmental and mission changes in code.
• Selecting relevant metrics and optimization heuristics.
• Developing fast optimizers for running systems.
• Developing analytical frameworks to provide insight into the performance and stability of the adaptive heuristics.
• Developing validation and testing approaches for adaptive machines.
• Applying machine learning and statistical learning algorithms.

For more information or to have us prepare a written response to your formal RFQ/RFP, please call Richard Lethin at +1-212-780-0527or fill out our web-based inquiry form.