Dan Rose AI | Applied AI Blog 2024年11月26日
How the 5G network will affect AI. The short and no buzzword version
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本文探讨了5G技术对人工智能发展的影响,认为5G虽然是便利的技术,但并非人工智能领域的颠覆性变革。5G更像是基础设施的增量改进,类似于道路的升级,可以提升数据传输效率,但对人工智能应用的影响并不显著。文章分析了5G技术的原理和面临的挑战,解释了其发展背后的工程难题和市场需求,最终得出结论:5G是良好的技术进步,但并不会在短期内改变世界。

🤔5G技术类似于基础设施的增量改进,例如道路升级,可以提升数据传输效率,但对人工智能应用的影响并不显著,就像商店拥有更好的道路后,业务增长不会立即体现。

📡5G的原理是利用更短波长的无线电波传输数据,这种波长更短的无线电波可以承载更多数据,但同时也面临着传播距离短、穿透力弱等问题,需要部署更多基站来解决。

🚧5G技术的实现需要克服短波长带来的挑战,例如信号干扰和覆盖范围问题,这需要强大的工程能力,并且需要足够的用户规模来分摊成本,才能使其成为商业上可行的方案。

💰5G的部署需要更多基站,这会带来更高的成本,只有当用户规模足够大,才能分摊这些成本,并实现商业上的可持续发展。

💡5G技术本身是令人印象深刻的工程成就,但其对人工智能和社会的影响是渐进式的,而非颠覆性的,短期内不会对世界产生重大改变。

I hear a lot about how the 5G mobile network technology will change the world and especially be a big enabler for applied AI. But is that really true? Will 5G be an AI gamechanger? 

The short answer is no. 5G is nice. It's a convenient technology that will be nice for AI but in no way a big deal. The best comparison I can make is that 5G is like new roads. Asking people behind AI solutions if 5G is a gamechanger is like asking a shopkeeper the same about new roads. And that being in a location with already decent roads. The shopkeeper would probably answer something along the lines of: "It'll be nice. It'll be a little easier for my suppliers to bring goods and a little easier for my customers to reach me. And that might be especially for shops in the city, where the new roads are prioritized due to being more used. But it won't be something that can immediately be seen on my stores profits.". 

So what does that mean? It means that better infrastructure is always nice, but if it's already decent like 4G, it’s not a huge difference. 5G is an incremental improvement to the infrastructure surrounding AI. As the infrastructure is just one of many parameters that affects AI solutions and grocery stores alike, it’s nice but no biggie. 

How 5g works

So why is it just an incremental improvement? Isn't 5G ground breaking technology ? 

Well no. 5G is like 4G radio waves transmitting data. 5G radio waves are just different from 4G waves by being shorter wavelength that can carry way more data as a result. And shorter wavelengths are not groundbreaking. We have actually been able to make short waves for a very long time. 

So why haven't we done this before? Well there’s a lot of practical problems with shorter wavelengths. They reach a shorter distance and they have trouble going through walls and other material. To counter that problem you have to put more towers closer together. More towers means more costs associated with setting up and maintaining the towers. Furthermore having towers closer together brings another problem. Radio waves interfering and disturbing each other and as a result making the data transfer unstable. 

So why now?

Finally 5G is here. And that's for two reasons. I might sound like I’ve been putting 5G down as an unimpressive technology that deserves no credit. But 5G is impressive. Just not on the immediate effect on society. 5G is impressive like building a big bridge. When you build a big bridge you have to go through way more trouble figuring out how massive concrete can hold up in the conditions it’s given. That’s impressive engineering compared to a small bridge.

And that is one of the reasons we are getting 5G now. Some really impressive engineering have gone into getting around the problems with shorter wavelengths. Making the short waves reach enough ground to make 5G practically viable and making it not interfere too much is really impressive.

The other reason we get 5G now is simply that we are so many people using so much mobile network that we can share the costs of all those mobile network towers and make a good business case. 

That’s it plain and simply. 5G is nice and an improvement but it’s no crazy invention that will change the world tomorrow.

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5G 人工智能 移动网络 基础设施 技术进步
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