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利用深度学习技术进行自动化检查

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浦卓科技生产的产品范围从智能恒温器和汽车充电盒到大型计算机机柜和梯度放大器。为了确保高质量的生产,所有这些产品都有一个最终的目视检查步骤,在包装和装运给客户之前对每个产品进行检查。使用Keras和Tensorflow深度学习库自动进行检查,包括存在和异常检测,其中分类和自动编码器模型在内部开发和培训。为了进一步提高工厂效率,这些技术还将应用于工厂数据,如周期时间和工艺参数,以便进行诊断和预测分析。


Thomas Woudsma 0178

Thomas

| 系统架构师

Thomas Woudsma 0178

Thomas

| 系统架构师

At Prodrive Technologies I work as a software architect on the manufacturing automation of the factory, particularly the AI and vision solutions that provide the intelligence. What I find a big advantage of working here is that I have a big say in defining on what I want to work on. Currently, I do not only work on the implementation of software and algorithms but also have a more leading role in making architectural design choices and reviewing the work of other engineers.

When I start my day, I typically check if there is any review work for me to do. Reviewing each other’s work is very important so we can use the lessons learned, do not invent the wheel again and it also results in having everything documented as a bonus. I get a kick out of helping colleagues with their software, calibration, qualification and vision challenges and as a result often get quite a few calls every day. I will not get bored easily!

I can also spend some time on my own work which currently involves improving camera calibration algorithms. It uses ChArUco patterns that, without going into too many technical details, result in having a better distribution of calibration points and in turn gives a more accurate camera calibration. It is quite important to get this right as all future camera setups used for inspections and localization of components depend on the accuracy of this calibration.

Finally, as an architect I am working on a roadmap to determine the future of deep learning and machine vision at Prodrive Technologies. Visual inspection processes that are currently being automated are component presence detection, cable insertion and anomaly detection for product damage. I setup requirements for a generic machine learning framework and its applications so we can leverage machine learning technologies in multiple processes. This is a big motivator for me as I can really contribute to how the company applies vision and machine learning techniques that will play a large role the fully autonomous lights-out factory.

I get a kick out of helping colleagues with their software, calibration, qualification and vision challenges

System architect profile

  • 工程学士,工程学,理学硕士或博士学位

  • 与同事合作并以客户为导向的社交和沟通技巧

  • 具有创造力的思想家

  • 技术和工程背景的心

  • 较强的分析能力

  • 保持广阔视野的能力

  • 良好的语言和记录能力

  • 务实的解决冲突的要求,将客户具有挑战性的愿景结合到可制造且具有成本效益的产品中

  • 批判态度

  • 最好具有跨学科的兴趣和广泛的知识

  • 果断,能够做出高级设计选择

Pros and cons

  • Very versatile work from requirements, to implementation and qualification

  • You are allowed to take responsibility if you think it can be done better

  • Flexible working hours and environment

  • I get a lot of calls to help colleagues

  • I get a lot of calls

浦卓科技理念

Responsibility

You don’t just go to work, you feel responsible for your project

Flexible

You decide when, where and how much you want to work

Manufacturing

You like to think about manufacturability when designing

Initiative

You don’t sit and wait, you have a hands-on mentality

Have you got what it takes to become a Prodriver?

我们提供

  • 为愿意承担项目全部责任的员工提供完美的工作环境
  • 无限的成长机会和在不同项目中担任不同角色的自由
  • 年轻且充满活力的企业文化
  • 无限制的个人预算用于培训课程、课程或学习
  • 我们保持最少的管理岗位,因此实际上没有等级制度
  • 我们全天候营业,提供午餐、晚餐和公司健身房
  • 用你自己的个人发展计划创造你的未来
  • iPhone、iPad和笔记本电脑等工具和设备
  • 随时随地工作的灵活性
  • 根据个人绩效涨薪
  • 有机会成为公司的股东和企业家
  • 根据您在浦卓的实际工作天数提供差旅津贴
  • 利润分红

申请步骤

  1. 我们会查看你的申请
  2. 能力倾向测验
  3. 面试
  4. offer沟通
  5. 签合同