TechCrunch News 01月09日
Gridware’s boxes literally listen to power lines to find outages
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Gridware由前电力线工人Tim Barat创立,致力于通过声音和振动监测电力线问题。该公司开发的设备安装在电线杆上,利用AI和信号处理软件分析声音,识别电线故障,如树枝碰撞或车辆撞击。这些设备通过太阳能供电,安装快捷,无需接触电线。Gridware已实现盈利,并获得2640万美元的A轮融资,目前为18家公司监测超过1000英里的电力线。其创新技术旨在提高电力故障检测效率,减少巡逻成本。

👂Gridware的设备通过监听电力线的声音和振动来检测故障,而不是传统的视觉检查。这种方法模拟了电力线工人的日常工作方式,他们通过听觉来判断电力设施的状态。

💡该公司的传感器安装在电线杆上,不直接接触电线,通过太阳能供电,安装时间短,无需停电。这种设计使得设备部署更加方便快捷,降低了安装成本。

🤖Gridware的AI和信号处理软件能够识别不同的电力线故障,如树枝碰撞、车辆撞击等,并将问题信息发送到云端。这大大提高了故障检测的效率和准确性。

🛠️为了验证设备的有效性,创始人Tim Barat甚至建立了模拟电网,并进行了各种破坏性测试,如爆炸变压器、扔树到电线上等。这表明了该公司对产品质量的严格要求。

Tim Barat loved being a lineman at an electric company in Australia, where he grew up, even in the chaos of the Black Saturday brushfires in 2009 that torched over 1 million acres and left many without power or homes. But when he moved to the U.S. in 2013, his wife was less enthusiastic about him continuing down that path.

“My wife didn’t want me working on high voltage anymore for safety reasons,” Barat told TechCrunch.

So he went back to school, eventually getting his master’s degree in electrical engineering from UC Berkeley. 

But he just couldn’t stop thinking about power lines. Or rather, listening to them.

“As humans, we can’t sense electricity. We can feel it. We can get electrocuted,” Barat said. Neither of those are conducive to a long career, though. So instead, electric company linemen use their other senses to get a handle on what’s happening during an outage.

“Generally, we’re looking, we’re listening. We’re feeling transformers vibrating differently, things like that. We hit a pole with a hammer and listen to how it sounds, the ringing afterwards, to tell if it’s hollow before we climb it for safety reasons.”

That’s a laborious and time consuming process. Utility workers often have to traverse dozens of miles to trace the origin of an outage, whether it be a tree branch resting on a wire, a squirrel that got fried when it grounded a line, or a line downed by high winds. Only once they report the nature and exact location of the problem can the repair work begin.

“Some utilities spend nine figures per year on just these patrols alone,” Barat said.

There had to be a better way, Barat thought, and as he reflected on his experience as a lineman, he recalled all the times he spent listening to various bits of infrastructure. “This is where my mind went,” he said.

Together with Abdulrahman Bin Omar and Hall Chen, Barat founded Gridware. The company’s product is a device that literally listens for electrical problems. 

“We think of the grid like a giant guitar as opposed to a circuit board,” Barat said. “It’s a physical thing. We need to be monitoring the physical attributes of the grid, too, not just voltage and current.”

Wires, poles, and transformers make different sounds depending on whether they’ve been hit by tree limbs, struck by cars, or buffeted by winds. Gridware’s sensors, which are mounted on the pole just below the lines, aren’t connected to the wires themselves. Instead they’re waiting for mechanical perturbations — sounds and vibrations — that the company’s AI and signal processing software have been trained to identify as different hazards to the grid. 

Processing happens on each device, and when the software identifies a likely problem, it sends the details and location to the cloud through cellular or satellite connections (or, if the signal is weak, to another device to relay the message). The entire box is about the size of an iPad, and it’s powered by solar panels, with its base angled to allow those panels to face the sun. Because they don’t touch the power lines or need a separate power source, the devices are quick to install: Power lines can remain energized, and each box takes less than 15 minutes to mount and enable.

Barat said Gridware was cash flow positive last year, but he felt it was still an opportune time to raise money. Gridware recently closed a $26.4 million Series A led by Sequoia, the company exclusively told TechCrunch. Existing investors Convective Capital, Fifty Years, Lowercarbon Capital, and True Capital participated. “This raise was significantly easier in that we didn’t need it,” he said.

Gridware currently monitors over 1,000 miles of power lines for 18 companies from devices on 10,000 poles. The company previously worked with PG&E and ConEd to ensure the devices accurately report problems in the field.

But before Barat could get onto utilities’ poles, he needed to prove to himself that Gridware’s devices worked. 

“I built my own grid,” he said. “It’s full size, 55-foot poles, 200-foot spans, and I spent years destroying it in every way, shape and form. I’ve had so many people watch how I blow up transformers, throw trees onto power lines, cut live power lines with bolt cutters — really doing a lot of risky activities to emulate those events.”

How did his wife feel about that? “I got in trouble,” he said, but added, “that’s behind us because we’re getting generally three to four events a day in the real world.”

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Gridware 电力线监测 AI 故障检测 传感器
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