Machine Learning | What is it?
Machine Learning
Machine learning is a pattern-based subset of AI. Machines are given data and create rules based on patterns detected within. Through these set rules, AI can understand and predict outcomes from certain information, then makes actions to avoid or obtain said outcomes.
Several tasks in the simulation industry can be benefited from the use of machine learning. For Example, It can help train pilots’ capabilities through Semi-Automated Forces (SAF).
Machine Learning in Simulation
The pentagon recently held a simulated dogfight between two F-16s. One is controlled by a human, and the other by AI. The AI won five to nothing. This win for machine-kind came only a year after DARPA said that no AI could beat a Human in a dogfight. What makes this possible is that the AI performs millions, if not billions, of iterations of trial and error predicting all the possibilities of what could occur.
The AI predicts the pilot’s decisions and adjusts its decision-making accordingly. Once it has enough data, AI can make rapid decisions faster and more accurately than any human.
Machine learning was turned off for this bout. However, if it was turned on and the human pilot got the better of it even once, the AI could learn from its mistakes and use the information gained to perform better on the next go.
Limitations
From chess boards to dogfights AI has come a long way as it triumphs in rules-based quick decision-making tasks. Machine learning does have its limitations, however. It lacks cooperation. Modern machine learning AI is difficult to link together to have, say, a fleet of AI piloted jets working in unison.
Applications
Currently, AI is used in drone technology to prevent collisions. The drone will take control if there is an interruption between the drone and the manned controller. For example, the up-and-coming Loyal Wingman Drone will be manned by a fighter pilot. However, they will simply direct the drone’s AI, allowing the AI to perform specific tasks. AI drones are also much cheaper than F-35 manned stealth fighters.
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Initially, Applied Visual Technology Inc., AVT has been developing modeling and simulation expertise through engineering services since 1998. This is due to our founder who has accumulated over 30 years of military MS&T expertise in aviation applications. Nonetheless, everyone at AVT specializes in making old training systems new again and making new ones for less. Consequently, for 20 years AVT has served our Air Force, Army, Navy, and Marine customers by providing the highest quality of service and solutions. Following its inception, AVT’s highly specialized staff of engineers has included some of the top leaders in the simulation industry. With over 20 years of simulation experience, our dedicated team provides specialized solutions for customers with complex problems.