Traditional machine learning (ML) models have excelled at uncovering patterns from massive datasets but often lack the domain knowledge required to produce physically realistic predictions. Methodologies such as Physics-Informed Machine Learning (PIML) and Physics-Guided Machine Learning (PGML) explicitly incorporate physics-based constraints, principles, or insights into the learning process, creating a more robust and trustworthy model. #machinelearning #predictiveanalytics #turbomechanica
关于我们
At Mechademy we have combined our decades of domain expertise in Turbomachinery with state-of-the-art machine learning algorithms to create our IoT platform, Turbomechanica?. Our platform utilizes data from multiple (tens or even hundreds of) sources to identify anomalies and flag sub-optimal operations based on the underlying relationships among variables. The analytical sophistication of the platform is further enhanced with the integration of physics-based performance models that augment the AI models providing richer insights into machine performance and health. Our built-in algorithms target specific use cases such as performance degradation, machine vibrations, dry gas seal health, motor insulation health, gas contamination, and several others. This targeted approach has allowed us to detect machine issues that had previously gone undetected by other remote monitoring and diagnostic providers on the same machines. Our platform's remote monitoring provides deep insights into plant anomalies to ensure operational reliability resulting in significant cost savings for our customers.
- 网站
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https://www.mechademy.com
Mechademy的外部链接
- 所属行业
- 软件开发
- 规模
- 11-50 人
- 总部
- Houston，Texas
- 类型
- 私人持股
- 创立
- 2017
- 领域
- Turbomachinery、Remote Monitoring、Rotating Equipment、Compressor Performance、Vibration Analysis、Equipment Sizing & Selection、Factory Acceptance Testing Services、Anomaly Detection、Troubleshooting、Machine Learning、Oil and Gas、LNG、Commissioning & Start-up和Engineering Services
地点
Mechademy员工
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Etienne Robert Anouilh III
Business Development Manager, Mechademy
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Ruzbeh Homji
Co-Founder & CEO @ Mechademy Inc. | Prescriptive Analytics
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Shweta Homji
Founder of Cartedo AI | Recognized for 'Best Use of AI in education' | Empowered 500k+ Learners worldwide|
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Melissa Dunn-Johnson
Accomplished Marketing Professional with expertise in strategic planning, lead generation, and leading high-performing teams to drive business growth.
动态
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The 2025 AI in Oil & Gas Conference is less than a month away, April 8-9 in Houston, TX. Our CEO Ruzbeh Homji will take the stage to showcase how physics and machine learning integrate to extend equipment life and increase uptime. In addition, join Ruzbeh for a roundtable on "Predictive Analytics Performance Metrics: Understanding What Success Looks Like". Visit us in booth #16 to learn how our cutting-edge technology is helping operators optimize workflows and boost productivity. Let's shape the future of AI in energy together! Details in the comments. ?? #AIinEnergy #AIOG25 #PrescriptiveMaintenance
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Artificial Intelligence is making waves in the oil and gas industry, particularly in the realm of rotating machinery monitoring. The advent of AI has brought about a new era of predictive maintenance, minimizing unexpected downtime and enhancing efficiency. The benefits don't stop there - we're also seeing a significant reduction in costs and a boost in safety protocols, two aspects that are crucial in our industry. It's fascinating to witness how these AI-driven changes are fortifying our sector, preparing us for a more sustainable future. As we delve deeper into the world of AI, I'd love to hear your views. How do you envision AI influencing your role in the oil and gas industry? #AI #OilandGas #FutureofWork
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We're excited to announce our sponsorship of the 2025 AI in Oil & Gas Conference happening in Houston, April 8-9! Come join us and 250+ industry experts to discover how AI is revolutionizing the oil and gas industry. Our CEO, Ruzbeh Homji, will take the stage on April 8th at 3:40pm to showcase how physics and machine learning integrate to extend equipment life and increase uptime. Stop by our booth (#16) and see firsthand how our innovative technology maximizes asset efficiency through prescriptive maintenance and real-time monitoring. Together, we’ll shape the future of AI in energy! Details in the comments. #AIinEnergy #AIOG25 #PrescriptiveMaintenance
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In Action! Last week at the Oil & Gas Automation and Technology conference (OGAT), Mechademy CEO Ruzbeh Homji delivered a powerful live presentation showcasing how Turbomechanica combines performance-based physics and machine learning to give customers deeper insights into the health of their rotating equipment. The conference was full of energy with attendees looking to leverage AI in their daily operations. A few insights shared by technology leaders at the conference: ?? AI helps streamline processes and improve processes across all departments in the oil and gas industry ?? AI helps improve safety which leads to cost reductions ?? AI isn't about replacing people, rather it helps accelerate their skillset and enhance their proficiency If you attended OGAT, what were your takeaways? #ogatweek #OilandGas #upstream #downstream #Technology #innovation
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We're excited to have showcased our cutting-edge prescriptive maintenance solution for the oil and gas industry at OGAT - driving innovation through AI, machine learning, and physics-based modeling!
Director at AMG World providing event platforms that connect people, accelerate performance and drive innovation.
A heartfelt #thankyou to all the speakers, panelists, sponsors, and attendees who joined us for an incredible few days of learning, collaboration, and innovation at #OGATWeek 2025 at the Sonesta Hotel Houston IAH Airport, Texas, USA on 11-12 February. Appreciation goes to our official event sponsors Appian, AutogenAI, Autosol, Bolo AI, Cognite, Detect Technologies, GP Strategies Corporation, HCLTech, Immersal, LevelCon- Remote Tank Monitoring, Management Controls Inc., Mechademy, Moderno Plant X, Netrality Data Centers, QPS Employment Group, SLB Digital, SOTI, TrueContext, formerly ProntoForms and Voovio for supporting OGAT Week in its fifth year. Your #insights, passion, and commitment are what made this event truly memorable! Watch the video to see some unforgettable moments, great conversations, and new connections from the event. We couldn’t have done it without you - looking forward to OGAT Week 2026 ?? To find out more about getting involved in next year’s edition, email [email protected]. Jonathan Alexander Sam Poole Matias Koski Prabhu Ramachandran Aamer Zaheer Partha Chatterjee Lee Johnson Julyan Lee Ben Randell #EventPartners #AMGWorld #Houston #Networking #Events #Peerlearning #Strategy
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AI is truly transforming the oil and gas industry, particularly when it comes to monitoring rotating machinery. Combining AI with physics, we're now able to predict maintenance needs more accurately, reducing unexpected downtime and boosting overall efficiency. Not only does this lead to significant cost savings, but it also enhances safety measures, a paramount concern in our industry. It's exciting to see how these advancements are reshaping our sector, making it more resilient and future-ready. As we continue to embrace AI, I'm curious to know your thoughts. How do you see AI impacting your area of work in the oil and gas industry? #AI #OilandGas #IndustryTrends
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Don’t Miss Us at OGAT 2025! The countdown to Oil & Gas Automation and Technology Week is next week, and Mechademy will be there! ?? Live Technology Demo ?? When: February 11th ? Time: 9:40 AM ?? Led by: Our Co-Founder & CEO, Ruzbeh Homji Discover how Turbomechanica? integrates physics-based models with cutting-edge AI to deliver unparalleled insights for smarter asset management. Automation and innovation are reshaping oil and gas, and we’re excited to lead the charge. Stop by, connect with us, and explore how we’re driving transformative impact in the industry. OGAT 2025 – Don’t miss out! We hope to see you. #ogatweek #OilandGas #upstream #downstream #Technology #innovation
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Exciting News! ?? We’re thrilled to announce that Mechademy has been named a 2024 Top 10 Innovator in O&G Production by Darcy Partners! ?? This Technology Pioneer recognition highlights companies that are truly moving the needle in novel and impactful ways. Darcy Partners evaluates top innovators based on: ? Customer feedback from pilots and deployments ? Industry interest and engagement on the Darcy Connect platform At Mechademy, we’re committed to transforming the oil and gas industry with cutting-edge AI-driven predictive analytics—helping companies optimize performance, reduce downtime, and drive efficiency. A huge thank you to our clients, partners, and the team at Darcy Partners for this honor. We’re excited to continue shaping the future of O&G! #AI #OilandGas #Innovation #DarcyPartners #PredictiveAnalytics #TechnologyPioneer
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Exciting News from Mechademy! We’re thrilled to unveil our new branding and logo, along with a sleek and modern website redesign! This fresh look reflects our innovative approach and commitment to delivering top-tier predictive analytics solutions for the oil and gas industry. What’s new? >A bold, forward-thinking logo that symbolizes progress. >A user-friendly website with improved navigation and easy access to our services. >A design built to enhance the user experience for our valued customers and partners. "This rebranding represents our relentless pursuit of excellence and innovation," says Ruzbeh Homji, Co-Founder & CEO. ?? Check out our new website: https://bit.ly/4gd4Unu Let us know what you think in the comments! #Rebranding #Innovation #PredictiveAnalytics #OilAndGas #Mechademy
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