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keskiviikko 13. marraskuuta 2024

Chinese new stealth fighters cause worries.



Chinese new stealth fighters Shenyang J-35 and Chengdu J-20 worry for Western air forces. The problem is that the J-35 A looks similar to the F-35. The stealth aircraft are highly advanced weapons. Most of the data is used in those planes. And their development is highly classified. The thing that something looks like stealth doesn't mean that the stealth technology is successfully operating. 

But the sad fact is that. Everything is open. Before those fighters faced the Western fighters. Those aircraft might lose to the F-35 or F-22, but they could be effective against elder Western fighters. That means those aircraft are a threat to the U.S. and its allies' dominance in highly advanced military systems. The thing is that the drone swarms are not alone in the answer to threats. Drone swarms are one of the new weapons.



Above: Chengdu J-20





Above: Shenyang J-35

 However, the future is the hybrid solution where jet fighters or high-speed strategic bombers can cooperate with manned and unmanned systems. The jetfighters can drop drones or drone swarms into their operational areas.

The race between systems and counter-systems is endless. The ultimate system faces ultimate counter systems. The F-117 was once invincible, But then time went past them. The new solutions were more effective than the primitive solutions in F-117. 

They can prowl on aircraft when they come home from the mission and detonate their explosives on the wings. Or they can observe the strike. The problem is that EMP weapons can destroy those drones. 

Those drones can search the targets for cruise missiles and maybe they can destroy things like command links and why not bigger targets? The thing is that the Chinese and Russians are learning the lessons from the Ukraine war. And that means there are lots of systems that are developed in those countries. 

The future of the battlefield is one of the hardest-predicted things in the world. The military world is changing extremely fast. And things like AI and other things are coming to make their advancement to every system in the world. 


https://en.wikipedia.org/wiki/Chengdu_J-20


https://en.wikipedia.org/wiki/Shenyang_J-35



sunnuntai 3. marraskuuta 2024

The AI requires a new processor architecture.



The AI participates in new microchip development. New large language models, LLM, require a new microchip architecture that can drive and handle bigger data masses. When the AI drives a large data mass, the AI compiles the input data with databases. There are descriptions of how the AI should react to some situations. If details or parameters match with some database, that database begins a reaction. 

The problem is that things like machine view require that the system analyze lots of data in a short moment. If the system has a neural network in use, it can share data with lots of computers. Image 2 is the neural network model and every single point between lines can be the independently operating microchip. The problem with a 2D neural network is that the data begins to travel from machine view through the system. In this linear model, the system shares data with processors one after one. 

That a kind of linear model. Where data travels in a system like a wave. That system is quite slow if it controls things like robots on the streets. The need to drive and control large non-sorted, uncertain data mass requires new system architecture. The system should emulate human brains so that it becomes really effective. 




Image 2. Diagram of the neural network. 


The term "machine eye" means the input tool. That drives data to the system.  In a quantum neural network, the machine eye's place is over the system. And it can drive data to multiple actors at the same time. 

Then the delivery system shares the same data at the same time to multiple microprocessors. That means the neural network can start to drive all its databases at the same time. 



Image 3. Diagram of the multicore processor where each box is an independent microprocessor. 


The neural network will not stuck, because if there is no match between the input and the description, the database and its control system will crush the input. Modern microchips can have internal multicore architecture. Image 3 is a diagram of that multicore system that looks like a monolithic core. But inside the monolith is multiple microchips. 

That architecture means that the microchip is actually a neural network. The internal network in the microchip means that the microprocessor involves multiple microprocessors. Each processor can operate as an independent microprocessor. Or they can combine their force into one entirety. These kinds of processors can revolutionize nanotechnology and things like drone swarms. 

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