助力:贝克休斯利用人工智能和物理建模创新 ESP

Leucipa ESP 优化器在海上技术会议上荣获“新技术聚焦”奖。


电动潜水泵 (ESP) 是石油和天然气行业的支柱,它通过将石油和天然气从地表以下抽出来帮助最大限度地延长油井的使用寿命。

贝克休斯油田服务和设备数字化全球战略与支持负责人克里斯·埃利奥特 (Chris Elliott) 表示:“SP 非常特殊,因为它拥有所有举升类型,能够以最高效率处理最大产量。SP是这些油井最重要的举升方法之一。”

尽管如此,改进的空间依然存在。贝克休斯的 Leucipa ESP Optimizer 是该公司 Leucipa 自动化油田生产解决方案的一个模块,其功能正如其名称所示。

Leucipa 对 ESP 的工作情况进行分析,然后使用人工智能和基于物理的建模来创建泵的历史记录和预测,识别性能低下的泵并提出调整建议。

Optimizer 是休斯顿 2025 年海上技术大会 (OTC) 的获奖产品之一,荣获“聚焦新技术”奖。埃克森美孚去年在二叠纪盆地开展了一项使用 Optimizer 的试点项目, 报告称其电潜泵的投资回报率高达 10 倍,并延长了运行寿命。

埃利奥特表示,该系统有助于简化油井管理。

“我们来到这里,查看了一系列装有小型 ESP 的油井,”埃利奥特说道,“我们会分析数据,并对正在发生的事情及其意义做出观察并提出建议。”

这使得运营商能够人均监控更多油井,这一点变得更加重要,因为该行业已将重点从增加产量转向提高效率。埃利奥特表示,这种转变在今年的场外交易会上显而易见。

“七八年前,整个会议都围绕着新技术展开。那些是更深、更热、更快的设备,”他说。现在他们说,他们需要最大限度地利用现有资产。

数字ESP
ESP运行示意图。(来源:贝克休斯)

该系统可估算泵的剩余运行寿命,这对于操作员而言非常有用,就像车主了解汽车的剩余寿命一样。持续更新的估算值可让操作员了解哪些 ESP 需要立即关注,哪些可以稍后再关注。

“如果油井很快就要停产了,你是想立即采取行动,还是等到油井快要停产时再采取行动?”埃利奥特说道,“因为每次我采取行动,都会造成停产,而且我可能会花钱进行修井。”

然后,该系统使用来自贝克休斯全球安装基地的数据,为下降幅度更大的泵提出建议。

“比如说,我们认为你应该对控制器进行一些非常具体的设置更改,这样就能解决这个问题,”埃利奥特说。一个例子可能是改变泵的扭矩限制。

优化器具有双重优势——提高 ESP 的运行寿命并通过帮助防止故障来减少停机时间。

“我们能发现问题所在,然后给出建议,他们接受了,然后我们会追踪他们所采取行动的有效性,”他说,“所以我们有了一个非常棒的数据库,里面记录了所有你可以做的事情、你选择的内容以及效果如何。这有助于我们在未来制定更好的建议。”

ESP 优化器
优化器收集泵的数据,显示泵的运行情况和剩余使用寿命。(来源:贝克休斯)
评论

添加新评论

本次对话将根据 Hart Energy 社区规则进行。请在加入讨论前阅读规则。如果您遇到任何技术问题,请联系我们的客服团队。

原文链接/HartEnergy

Get a Lift: Baker Hughes Innovates ESPs with AI, Physics Modeling

The Leucipa ESP Optimizer was recognized with the Spotlight on New Technology award at the Offshore Technology Conference.


Electric submersible pumps (ESP) are a mainstay of the oil and gas industry, helping get the most out of a well’s life by lifting oil and gas out from below the surface.

“ESPs are really special because of all the lift types, they can handle the highest volumes at the highest level of efficiency,” says Chris Elliott, who leads global strategy and enablement for oil field services and equipment digital at Baker Hughes. “ESP is one of the most important lift methodologies for these wells.”

Still, there is always room for improvement. Baker Hughes’ Leucipa ESP Optimizer, a module of the company’s Leucipa automated field production solution, does just what the name says.

Leucipa analyzes the ESPs as they work, then uses artificial intelligence and physics-based modeling to build a history and a forecast for pumps, identifying low performers and suggesting adjustments.

The Optimizer was one of the winners at the 2025 Offshore Technology Conference (OTC) in Houston—recognized with the Spotlight on New Technology award. In a pilot program using the Optimizer last year in the Permian Basin, Exxon Mobil reported achieving 10 times return on investment and extended run life for its ESPs.

Elliott said the system helps simplify well management.

"We come in here and we look at a series of wells that have a little ESP down in them,” Elliott said. “We analyze the data and we make observations and recommendations about what's happening and what it means."

That enables operators to monitor more wells per person, which has become more important as the industry has shifted its emphasis from producing more barrels to increasing efficiency. Elliott said that shift was obvious at this year’s OTC.

“Seven or eight years ago, the whole conference was around new tech. It was deeper, hotter, faster equipment,” he said. Now they’re saying they need maximum production out of existing assets.

Digital ESP
A graphic illustration of an ESP in action. (Source: Baker Hughes)

The system estimates the remaining run life of a pump, which is useful information for an operator in the same way that knowing the remaining life of a car is useful for an owner. The continuously updated estimates let operators know which ESPs need immediate attention and which ones can wait.

“If you have one that's coming down really quick, do you want to act or do you want to wait until it's almost going to die to go take action?” Elliott said. “Because every time I go take action, I'm going to cut off production, I'm going to potentially spend money on a workover.”

The system then uses data from Baker Hughes’ global installation base to make a recommendation for pumps in steeper decline.

“We say, we think you should make this very specific setting change to your controller and it will get rid of this problem,” Elliott said. An example might be changing the torque limits on the pump.

The Optimizer offers a double play of benefits — improving run life of ESPs and reducing downtime by helping prevent breakdowns.

"We can see that that was the problem, give a recommendation, they accept it, and then we track the effectiveness of that action that they took,” he said. “So we have this really nice database of all the things you could have done, what you chose and how effective it was. And then that helps us create better recommendations moving forward.”

ESP Optimizer
The Optimizer collects data from the pump to show how it's operating and how much life it has left. (Source: Baker Hughes)
Comments

Add new comment

This conversation is moderated according to Hart Energy community rules. Please read the rules before joining the discussion. If you’re experiencing any technical problems, please contact our customer care team.