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原始链接: https://news.ycombinator.com/item?id=41291219

Sorcerer 是一家初创公司,开发价格实惠、持久的气象气球,用于收集关键的大气数据。 这些气球由 Max、Alex 和 Austin 创建,与传统方法相比,每花费一美元就能提供更多信息,到达以前难以到达的地点。 从历史上看,1981 年美国的天气事件造成了 35 亿美元的损失; 然而,到 2023 年,这一数字将上升至 949 亿美元。国家气象局每年在各种气象数据来源上投入大量资金,尽管知识存在差距,但仍提供广泛的天气预报,特别是由于数据收集能力有限,对地球大部分地区的天气预报更是如此。 为了获取创建详细预报(称为“探测”)所需的重要数据,每天在全球发布约 2,500 个一次性乳胶无线电探空仪,提供大约两个小时的短期数据。 缺乏适当基础设施的地区在准确预测未来天气方面面临着重大挑战。 创始人遇到的主要问题是设计高空航空图像气球时风力预测精度不佳。 在尝试了许多可用资源但没有成功后,他们发现主要原因在于由于高质量数据采集点稀缺,高海拔地区的现场数据质量不足。 为了应对这一挑战,Sorcerer 开发了一种系统,能够每天多次在海平面和 65,000 英尺之间反复上升和下降,以捕获必要的垂直数据探测。 与传统解决方案相比,这些轻型系统需要最少的维护,并且根据美国联邦航空局和国际民航组织的规定,几乎可以在全球任何地方启动。 其坚固的设计使这些车辆能够适应不同的气候,确保在不同的环境条件下有效运行。 尽管无法水平移动,但气球可以利用对比的风层到达所需的地理区域或根据用户要求避开特定区域。 通过采用小型卫星收发器和薄膜太阳能电池板,这些创新设备在整个任务期间保持连接和供电,提供实时监控和优化机会。 气球在完成其生命周期后可回收,有助于最大限度地减少浪费,并通过回收工作实现持续的数据收集。 尽管主要在平流层运行——这是一个异常具有挑战性的环境,其特点是严寒和快速海拔

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原文
Hey HN! We’re Max, Alex, and Austin, the team behind Sorcerer (https://sorcerer.earth). Sorcerer builds weather balloons that last for over six months, collecting 1000x more data per dollar and reaching previously inaccessible regions.

In 1981, weather disasters caused $3.5 billion in damages in the United States. In 2023, that number was $94.9 billion (https://www.ncei.noaa.gov/access/billions/time-series). The National Weather Service spends billions annually on its network of weather balloons, satellites, and aircraft sensors – generating hundreds of terabytes of data every day. This data, called observation data, is fed into massive supercomputers running advanced physics to produce global weather forecasts. Despite this cost, there are still places in the US where we don't know what the temperature will be two days from now: https://www.washingtonpost.com/climate-environment/interacti.... And for the rest of the world that lacks weather infrastructure? There’s always the Weather Rock: https://en.wikipedia.org/wiki/Weather_rock.

The most important data for these forecasts come from vertical data ‘slices’ of the atmosphere, called soundings. Every day 2,500 single-use latex radiosondes are launched across the globe to collect these soundings. They stay aloft for about two hours before popping and falling back to Earth. Launch sites for these systems are sparse in Latin America and Africa, and they’re completely non-existent over oceans. This leaves about 80% of the globe with inadequate weather data for accurate predictions.

The coverage gap became painfully evident to Max and Alex during their time at Urban Sky. While building balloons for high-altitude aerial imaging, they kept running into a problem: no matter what weather forecast they used, they couldn’t get accurate wind predictions for the upper atmosphere. They tried all of the free and commercial forecast products, but none of them were accurate enough. Digging into it more, we learned that a big part of the problem was the lack of high-quality in-situ data at those altitudes.

To solve this problem, our systems ascend and descend between sea level and 65,000ft several times a day to collect vertical data soundings. Each vehicle (balloon + payload) weighs less than a pound and can be launched from anywhere in the world, per the FAA and ICAO reg. Here’s one we launched from Potrero Hill in SF, https://youtu.be/75fN5WpRWH0 and here’s another near the Golden Gate Bridge, https://youtu.be/7yLmzLPUFVQ. Although we can’t “drive” these balloons laterally, we can use opposing wind layers to target or avoid specific regions. Here’s what a few simulated flight paths look like, to give you an idea: https://youtu.be/F_Di8cjaEUY

Our payload uses a satellite transceiver for communications and a small, thin film solar panel array to generate power. In addition to the weather data, we also get real-time telemetry from the vehicles, which we use to optimize their flight paths. This includes maintaining the optimal spacing between balloons and steering them to a recovery zone at the end of their lifespan so we can recycle them.

These systems spend most of their time in the stratosphere which is an extremely unforgiving environment. We’ll often see temperatures as low as -80°C while flying near the equator. Throughout the day, we experience extreme temperature cycling as they ascend and descend through the atmosphere. We’ll often encounter 100mph+ wind shears near the boundary with the troposphere (the tropopause) that can rip apart the balloon envelope. These conditions make the stratosphere a very difficult place to deploy to prod.

The real magic of what we’re building will come into play when we have hundreds of these systems in the air over data-sparse regions. But even now, we can do useful and interesting things with them. Some of our early customers are companies who fly very big, very expensive things into the stratosphere. They use our balloons to give them a clear idea of what conditions are ahead of their operations, and we’re working on a forecast product specifically designed for the stratosphere.

The combination of long duration and low cost is novel. We can theoretically maintain thousands of balloons in the atmosphere at any given time for a tenth of the cost of one useful weather satellite. We’re also using the data we collect to train AI models that produce forecasts with better accuracy than existing numerical (supercomputer) forecasts. Because we’re collecting totally unique data over areas that lack observation, our models will maintain a consistent edge versus models that are only trained on open data.

We’re really excited to be launching Sorcerer here with you! We’d love to hear what you think. And if you find one of our balloons in the Bay Area: Sorry! It’s still a work in progress (and please get it back to us).

I’ll leave you all with a bonus video of Paul Buchheit launching one of our balloons, which we thought was pretty cool: https://www.youtube.com/watch?v=-sngF9VvDzg

联系我们 contact @ memedata.com