by Gary Mintchell | Dec 17, 2019 | Asset Performance Management, Data Management, Internet of Things, Manufacturing IT, Software
Suppliers of manufacturing software, some from surprising places, are putting sizable investments into products that will help customers reap the rewards of digitalization. Today, I’m looking at both ABB and Emerson Automation Solutions. Previously I checked out GE Digital and Rockwell Automation. Each has taken a slightly different course toward the goal, but notice the common thread of enhancing software products to help customers prosper.
ABB enhances manufacturing management technology
The new version of ABB Ability Manufacturing Operations Management will offer new features including:
- Enhanced user experience based on new HTML 5 web client;
- A new smart interactive dashboard application that provides greater visibility and collaboration;
- A new statistical process control (SPC) application, to determine if each process is in a state of control;
- A new Batch Compare application – for advanced batch analysis.
“ABB Ability Manufacturing Operations Management is a comprehensive, scalable and modular software suite that optimizes visibility, knowledge and control throughout the operations domain,” said Narasimham Parimi, Head of Digital Products – Product Management, Process Control Platform. “This release provides a range of rich new functionality and a new enhanced user experience that enables operations to become more productive and responsive.”
ABB Ability Manufacturing Operations Management is designed to simplify production management by enabling performance monitoring, downtime management, and maintenance support, as well as providing statistical production analysis tools. It provides solutions and tools to facilitate the collection, consolidation and distribution of production, quality and energy information via the plant’s web-based reports, trends, and graphs.
A new, self-service dashboard application promotes increased collaboration, providing visibility from shop floor to top floor and spanning IT and OT environments. It increases data connectivity to all apps and modules within the MOM suite, combining historic and manufacturing data and providing the user with improved customization capabilities. Dashboards can be shared amongst users, further promoting collaboration between teams. Trends and events are displayed together, which enables customers to identify issues and opportunities enabling informed and timely decisions.
The new common services platform features an HTML 5 web platform that runs across all suites ensuring customers have a seamless user experience, so that applications can be viewed on different devices right down to a 10-inch tablet.
Statistical data process control (SPC) is used in manufacturing to determine if each process is in a state of control. The new SPC application works across all the different apps and modules and helps the user to improve quality and production related performance.
In addition to the existing Batch View and Batch Investigate features, a comparison option has been added to the platform’s batch analysis applications, allowing different types of comparison.
Cyber security remains one of the key issues in the advancement of Industry 4.0, and the new features in MOM include enhanced security.
Emerson Expands Analytics Platform
Plantweb Insight platform adds two new Pervasive Sensing applications that manage wireless networks more efficiently with a singular interface to the enterprise.
Emerson has added two new IIoT solutions to its Plantweb Insight data analytics platform that will enable industrial facilities to transform the way they manage their enterprise-level wireless network infrastructure.
As digitalization and wireless technology adoption continue to rapidly expand in industrial facilities throughout the world, the need for greater visibility of network infrastructure performance is key. These new Plantweb Insight applications provide a quick-to-implement, scalable IIoT solution that helps customers advance their digital transformation strategies and achieve greater operational efficiencies.
The new Plantweb Insight Network Management application provides continuous, centralized monitoring of WirelessHART networks. This first-of-its-kind application provides a singular, consolidated view of the status of all wireless networks in a facility, with embedded expertise and guidance for advanced network management.
A key feature of the Plantweb Insight Network Management application is a configurable mesh network diagram, providing visualization of network design and connections along with device-specific information. It also provides an exportable record of syslog alerts, network details outlining conformance to network best practices and more.
While the new network management application provides a holistic look at wireless networks, the Plantweb Insight Power Module Management application drills down to the device level, allowing facilities to keep their wireless devices appropriately powered so they can continuously transmit key monitoring data. By aggregating power module statuses, users can evolve traditional maintenance planning and implement more efficient and cost-effective practices.
“We were able to infuse a decade of experience with wireless technology into these new offerings,” said Brian Joe, wireless product manager with Emerson’s Automation Solutions business. “Our customers will now be able to manage and improve hundreds of networks through a singular interface, realizing significant efficiencies in individual network and wireless device management and maintenance.”
These new applications further enhance the Plantweb Insight platform, a set of pre-built analytics primarily focusing on monitoring key asset health. Other applications in the platform include pressure relief valve monitoring, heat exchanger monitoring and steam trap monitoring.
by Gary Mintchell | Nov 12, 2019 | Asset Performance Management, Data Management, Manufacturing IT, Operations Management, Software
Keynoters have a tough time with originality these Digital Days with everyone emphasizing Digital Transformation. Steve Lomholt-Thomson, chief revenue officer of AVEVA, took us on a Digital Journey this morning. Setting the tone of the three days of AVEVA World Congress (North America edition).
Three technology trends to watch: an IoT boom; cloud/empowered edge; and, AI / ML. The theme is digital. The Digital Organization discovers its Digital DNA, figures out how to build that Digital DNA through people who challenge the status quo; and then figures out how to track talent flow.
Which all starts us on our Digital Journey. On this journey, we unify end-to-end data, connect data silos taking an wholistic view of the business, and then visualize our assets and supply chain. I believe implied in all this is the company’s product AVEVA System Platform. The company touted six customer stories with at least five of them (and probably the sixth) all leveraging System Platform.
Oh, and the only time the “W” word was used referred to past tense.
Other areas of the company were highlighted:
Focus on assets–asset performance management including how to use machine learning (ML) and artificial intelligence (AI) for predictive analytics (predictive maintenance.
How to combine it all into a Digital Twin–bringing the design lifecycle and physical lifecycle into congruence.
Recently hired head of North America business, Christine Harding, interviewed customers from Campbell’s (soup/snacks), Quantum Solutions (integration project at St. Louis/Lambert airport), and Suncor (Canadian oil sands).
I have the rest of today and then tomorrow to take deeper dives into many of these topics. If there is anything you want me to ask, send a note.
by Gary Mintchell | Oct 8, 2019 | Asset Performance Management, Manufacturing IT, Software
This announcement from Schneider Electric originated from the conference in Barcelona that I will be attending in Austin, Texas. It supports a trend we’re seeing of suppliers breaking software into specific-purpose chunks to make it easier for customers to purchase, install, and maintain. The EcoStruxure Plant Performance Advisors suite points toward food and beverage; mining, minerals and metals; oil and gas; water and wastewater; and other industrial enterprises.
These comprise a specialized suite of smart manufacturing apps and digital services, providing easy-to-understand, real-time analytics.
“The digital transformation vision is coming to life for industrial operations,” said Sophie Borgne, senior vice president, Schneider Electric Digital Plant. “Industry 4.0 has embraced digitalization but now must get out of ‘pilot purgatory’ and scale up. Respecting an industrial enterprise’s operational investment, the modular EcoStruxure Plant Performance Advisors make it easy for plants of all sizes—not just big corporations to modernize at a sustainable pace and accelerate their digital transformation in very simple, step by step manner.”
Data-driven Plant Performance Management
Schneider rightly contends that IIoT blurs the line between information technology (IT) and operational technology (OT) yielding great amounts of data. The Advisors enhance asset optimization, asset performance management, predictive maintenance, and real-time decision-making.
Schneider Electric utilizes digitalization in its own factories. Using technology, including EcoStruxure Plant Performance Advisors, its Smart Factory in Bantam, Indonesia is reporting a 44% reduction in machine downtime in one year. The Schneider Electric Smart Factory in Vaudreil, France also implemented EcoStruxure Plant Performance Advisors, which contributed to:
- 10% reduction in energy consumption
- 25% improvement in plant operations efficiency.
- 20% reduction in maintenance costs.
- 20% reduction in diagnosis and repair time.
EcoStruxure Plant Advisors are fully configurable, off-the-shelf solutions for easy integration into even the most advanced systems. By providing users with a familiar application theme and environment, an efficient plant can create synergies for processes and empower digital operators. This greatly reduces the user learning curve, saving time and money.
Schneider Electric’s modular and scalable EcoStruxure Plant Advisors suite includes:
- EcoStruxure Pumping Performance Advisor is a new digital service for the continuous improvement of water and wastewater pumping assets in 24/7 operations. By addressing challenges such as cost of water, plants can save up to 15% in OPEX through pump optimization.
- EcoStruxure Equipment Efficiency Advisor provides real-time efficiency root cause analysis. It then recommends appropriate action plans for increasing capacity while reducing unscheduled downtime and waste, which often results in immediate 5% to 10% OEE gains.
- EcoStruxure Augmented Operator Advisor uses augmented reality to slash the amount of time a worker spends looking for information to about a tenth of current levels. By superimposing real-time data and virtual objects (point of interest, documentation, procedures) onto cabinets or machines, this “contactless maintenance” model also increases safety. EcoStruxure Augmented Operator Advisor V2.4 is easy to customize; no special platform knowledge is required. Users can also easily add augmented reality into existing procedures and export notes and analysis to share with others.
- EcoStruxure Secure Connect Advisor with embedded cybersecurity provides a digitally secure and simple asset monitoring connection for remote diagnostic and maintenance that reduces plant downtime while saving time and travel costs to maintain critical assets. In some cases, this has resulted in a shortened time to solution from over 7 days to as little as 4 hours.
EcoStruxure is Schneider Electric’s open, interoperable, IoT-enabled system architecture and platform.
by Gary Mintchell | Oct 4, 2019 | Asset Performance Management, Manufacturing IT, Software
I guess I did attend the last GE software conference Minds + Machines. However, the reconstituted and independent GE Digital recently held a user conference where it announced a number of upgrades to its IIoT software. These are firmly within the current trends of connecting and mobility.
The product updates include:
- Predix Essentials, which makes it easier for industrial companies to connect, visualize and analyze their data
- Asset Answers, which helps customers to understand the competitive potential of Asset Performance Management (APM) software
- Webspace 6.0, a new HTML5 interface that seamlessly brings automation data to operators across any mobile device
Edge-to-Cloud Accessibility
Predix Essentials is an easy-to-use SaaS solution, helping companies connect to disparate data sources, monitor operations, and leverage edge-to-cloud predictive analytics–reducing time-to-value for operational teams looking to reduce waste, lower costs, and increase performance.
Developed in partnership with a number of customers, including silicon chip manufacturer Intel, Predix Essentials is a natural first step for industrial businesses looking to leverage the power of cloud-based Industrial IoT technologies, providing the connectivity, visualization and analysis capabilities that are the cornerstones of a digital transformation journey, regardless of vertical or maturity.
Suitable for industrial companies of all kinds, Predix Essentials is also the foundation of GE Digital’s APM and OPM application suites, providing core functionality and bridging the entire software portfolio by connecting GE Digital cloud-based solutions to on-premises data from its Automation, MES and Historian solutions.
Identifying Maintenance Strategies
Asset Answers is a benchmarking tool that helps customers quickly import and assess data to better understand how their asset maintenance compares with similar companies in their particular domain, or even against their own internal performance across sites.
With this intelligence, customers can determine where best to invest in updating maintenance regimes or capabilities, and ultimately provide a seamless path to products like APM to manage and optimize assets across their business. Asset Answers is available for many sectors, including power generation, oil and gas and chemicals.
Improving Operator Mobility
Webspace 6.0, a web and mobility solution, brings the full visualization and control capabilities from GE’s iFIX and CIMPLICITY HMI/SCADA software seamlessly across devices, including smartwatches, phones, tablets and desktops.
Offering enhanced encryption and new zero-install HTML5 client, Webspace 6.0 improves the way that operators receive and react to operational insights, whether they are in the field, on the plant floor or at a desk, providing them the flexibility to make informed decisions and share their expertise, regardless of location. By dynamically extending automation solutions, Webspace 6.0 increases information sharing across teams, speeds the right operator actions, and improves agility with real-time visualization and control anywhere, anytime.
Availability
“GE Digital continues to release innovations that forge the way for industrial customers working on transforming their operations,” said Pat Byrne, CEO of GE Digital. “By continuing to invest across our portfolio of industrial software, and by making it easier than ever for our customers to unlock the power of the Industrial IoT, GE Digital is strengthening its customers’ ability to become more productive, efficient and safe.”
Predix Essentials, Asset Answers and Webspace 6.0 are generally available today as part of GE Digital’s portfolio of industrial software products covering HMI/SCADA, Historian, Asset Performance Management and Manufacturing Execution System applications. Today’s announcements build on a strong thread of recent investments in product innovations, all designed to solve a broad range of industrial customer challenges, including iFIX 6.0; Historian 7.2, Plant Applications 8.0 and Predix Manufacturing Data Cloud for the manufacturing sector; Grid Analytics for the power transmission and distribution market; and APM Integrity’s Compliance Management for the O&G and Power Generation industries.
by Gary Mintchell | Sep 24, 2019 | Asset Performance Management, Automation, Internet of Things, Operations Management
Everyone touts Digital Transformation lately. Emerson Automation has been patiently building a Digital Transformation practice through acquisition and development. Executives announced advances at this year’s edition of Emerson Global Users Exchange—my second stop of the Fall Conference Tour. I see Emerson pulling away from many of its automation peers becoming part of a select group of suppliers putting it all together (the others being Siemens, ABB, and Schneider Electric / AVEVA).
I’m going to run through some of the more significant announcements from the press conferences so far this week.
New Digital Transformation Organization
Emerson has established a dedicated organization focused on digital transformation technologies and programs. The Digital Transformation business brings together resources to help manufacturers develop and implement pragmatic digital transformation strategies that deliver industry-leading, or Top Quartile, performance. The $650+ million business combines existing expertise in consulting, project execution, smart sensor technologies, data management and analytics – all part of Emerson’s Plantweb digital ecosystem. The organization will help customers not only establish a clear vision for digital transformation, but also execute and realize measurable results at each step of their journey.
“In a space inundated by confusing promises, Emerson helps customers define and execute a practical and successful path to digital transformation,” said Lal Karsanbhai, executive president of Emerson’s Automation Solutions business. “With our new Digital Transformation business, we are strategically focused on guiding customers to the right strategy, helping them drive improved organizational alignment, and implementing programs that accelerate improved business performance.”
“The industry is at a critical point in the digital transformation journey,” said Stuart Harris, group president for Emerson’s new Digital Transformation business. “Many companies have a vision but struggle to implement practical solutions that deliver results and therefore they are getting frustrated. Other companies are solving specific problems, but not realizing value at scale across the enterprise. Emerson has the technology to provide practical solutions, and the experience to define the best practices and roadmap to help make a broad operational impact.”
Existing and new Emerson resources comprising the business include:
- Operational Certainty Consulting: facility and enterprise-level roadmap strategies and implementation to improve reliability, safety, production and energy utilization metrics
- Operational Analytics: the industry’s most comprehensive portfolio of predictive diagnostics and advanced analytics, providing insights on health and performance of operational assets
- Industry Solutions: deep, industry-specific expertise on solutions to drive key performance indicators
- Pervasive Sensing: the industry’s largest portfolio of smart, easy-to-deploy, connected devices, including wireless instruments
- Project Management: best practices, tools and resources to implement a digital transformation project with confidence
Comprehensive Operational Analytics Portfolio
Emerson’s portfolio of operational analytics focuses on the greatest source of value for industrial manufacturers – the production itself. Operational analytics with embedded domain knowledge can impact and improve performance of simple equipment, complex assets and process units, and entire production plants.
“We recommend addressing the high impact, known problems first,” Zornio said. “By using proven models that make analytics accessible to the personnel responsible for the performance of assets, our customers can act quickly to solve problems faster. For example, Emerson’s solutions can detect and address 80% of the equipment failure modes contributing to production loss in a plant in real-time.”
Additionally, Emerson’s enhanced portfolio includes machine learning and artificial intelligence that can be used to identify new discoveries and deepen insight to impact business performance. These tools provide perspective previously unattainable with traditional analytics.
“With our acquisition of KNet and its integration into our Plantweb Optics asset performance platform, Emerson can provide not only some of the most advanced machine learning and AI tools in the industry, but also the connection to people and workflows, which are critical to digital transformation success,” Zornio said.
Emerson’s portfolio now provides both pre-packaged analytics solutions as well as a complete analytics toolbox for users to develop their own applications. This portfolio is supported by Emerson’s Operational Certainty consulting practice and robust data management capabilities that provide a foundation for analytics success.
AMS Asset Monitor increases visibility and adds predictive analytics
AMS Asset Monitor edge analytics device digitalizes essential asset data and analytics for better operations performance and improved decision making. AMS Asset Monitor provides actionable insights into essential
assets that were previously monitored only with infrequent assessments. The new edge analytics device will connect with Emerson’s Plantweb Optics asset performance platform to provide key operations personnel with instant asset health details for operations and maintenance decision making.
Plants typically monitor the condition of essential assets such as pumps, fans, and heat exchangers only every 30 to 60 days. The longer the gap, the more likely that a defect goes undetected and results in an unexpected failure with significant impact on production, product quality, and plant efficiency. The new AMS Asset Monitor combines easy deployment, embedded logic-based analytics, and intuitive health scoring to make it easier for organizations to monitor and maintain essential assets. For instance, AMS Asset Monitor’s analytics and visualization can help plant personnel effectively plan maintenance during scheduled shutdowns and turnarounds and reduce or eliminate unplanned downtime.
Unlike typical analytics devices that send data to a historian or the cloud to be processed later, AMS Asset Monitor provides analytics at the edge, performing calculations at the device. This device-centered analytics capability reduces the time, complication, and expense of adding analytics to a plant’s assets. Each device collects data continuously and uses embedded logic to identify and diagnose common reliability issues. Individual issues such as imbalance, misalignment, bearing faults, lubrication issues, or fouling are consolidated into an overall asset health score. AMS Asset Monitor then communicates these health scores via a web browser or—when integrated with Plantweb Optics—through real-time persona-based alerts on mobile devices. Plantweb Optics also enables enterprise-wide visibility and expands edge analytics and digital intelligence throughout the organization, keeping personnel aware of essential asset health.
“Plants are always looking for more ways to improve profitability by increasing productivity. Just a percentage point or two in availability can equal millions of dollars per year or more,” said John Turner product manager for online prediction, Emerson. “The AMS Asset Monitor enables personnel across the plant to see the current health of essential assets along with suggested actions to improve asset health. This allows them to make informed decisions to maintain reliability, increase uptime and maximize productivity.”
The AMS Asset Monitor’s small footprint along with wired or wireless Ethernet connectivity make it simple to install. The edge device can support new applications by simply adding new logic-based analytics.
Industrial Wireless Network Solution
Emerson is partnering with Cisco to introduce a next-generation industrial wireless networking solution. The new Emerson Wireless 1410S Gateway with the Cisco Catalyst IW6300 Heavy Duty Series Access Point combines the latest in wireless technology with advanced WirelessHART sensor technology, delivering reliable and highly secure data, even in the harshest industrial environments.
“A secure connection that scales easily is the foundation for every successful IoT deployment.” said Liz Centoni, senior vice president and general manager, IoT at Cisco. “By using the power of the intent-based network, Cisco provides a secure, automated, rock solid infrastructure helping IT and operational teams work together to reduce complexity and improve safety.”
This next-gen wireless access point provides enhanced wi-fi bandwidth necessary for real-time safety monitoring, including Emerson’s Location Awareness and wireless video. These applications enhance personnel safety practices, improve plant security and help ensure environmental compliance. A reliable and fast connection between devices and people streamlines decision making by providing real-time analytics. It also enables a mobile workforce to virtually come together, collaborate and resolve critical issues in a timely manner.
“Products installed in industrial plants need to last for years, even decades,” said Bob Karschnia, vice president of wireless at Emerson. “This kind of longevity was a critical design and engineering requirement to ensure this new wireless access point was future-proofed to meet a rapidly evolving technology landscape.”
Personalized Digital Experience
Emerson‘s new personalized digital experience – MyEmerson–connects people and technology through streamlined work processes and better collaboration. With a MyEmerson online account, users can access digital tools to quickly engineer solutions, manage software and installed assets, access training, collaborate with experts, streamline procurement processes, and improve visibility into buying history and trends.
“Driven by our personal interaction with digital technology, customers have new expectations today about speed and access to information,” said Brad Budde, vice president of digital customer experience, Emerson
Automation Solutions. “Our customers still want access to human expertise, but now expect a great digital experience as well. Combining these two experiences to deliver information immediately and use it to solve problems faster is what drives new business value.”
Digital engineering tools help engineers collaborate, gain confidence in an evolving industry, and streamline time-consuming manual processes. With online sizing, selection, and configuration tools for measurement instrumentation, valves, actuators, fluid control, pneumatic and electrical solutions, engineers can confidently and accurately specify solutions for their unique requirements and process conditions. By employing
digital tools, engineers can configure instrumentation up to 93% faster, typically saving over 100 engineering hours annually.
For procurement professionals, MyEmerson includes access to online purchasing and supplier management resources. Once solutions are selected and configured by engineering counterparts, the information moves seamlessly to the procurement team – eliminating the need for manual handoffs and duplicate entry of model codes. Procurement personnel can then create requisition lists, generate quotes and automatically populate purchase orders. With greater visibility to order status and order history, procurement teams have access to the information they need to drive more efficient processes.
The MyEmerson development roadmap will centralize the management of software, hardware and workforce upskilling. With easier access to technical documentation, easier identification of device location, and the ability to initiate repair, replacement or service as needed, organizations gain maintenance and turnaround planning efficiencies. By moving from manual management of disparate software applications, updates and
licenses, users will be able to actively operate and maintain their software portfolio through a single-entry point. Both hardware and software records will be tightly integrated to relevant training, enabling trackable and accessible information in the same experience.
by Gary Mintchell | Aug 14, 2019 | Asset Performance Management, Manufacturing IT, Software
The concept of digital twins was born from the marriage known as cyber-physical systems. The cyber representation of a product or process was often held digitally within CAD/CAM or PLM systems. These became linked to the physical object through a feedback loop that kept the two in sync.
Digital Twin has moved from the esoteric to mainstream within industrial culture. And digital no longer is consigned to drawing databases, as my recent conversation with Michael Kanellos and Perry Zalvesey of OSIsoft reveals.
They described the process this way, “From devices all the way to buildings and factories, we’re now living in a world where everything is connected. And as these operations become more connected, it’s increasingly important to identify the strongest solution to monitor them. With the introduction of IoT, sensor and even AI technology to industrial operators, there’s been a surge of unfamiliar digital strategies – the latest being digital twins.”
OSIsoft prefers to consider digital twin as a loose term, as it can be either a complete network doppelganger or just a copy of key data streams to narrow in on specific issues. Everyone has their own preference and iteration.
OSIsoft named its digital twin technology the Asset Framework, which allows companies to take a project-by-project approach, creating solutions for each need on a rolling basis.
When one of its customers, DCP Midstream, began deploying OSIsoft’s AF tool it rolled out 12 AF based applications in two months, experiencing a $20-$25 million one-year return.
Application of OSIsoft’s Asset Framework has been strong in the water industry. Zalvesey says that his first work in the area was with modeling processes that were only static models. Today’s digital twins are dynamic. Designers can model the facility and objects within it. Each object has attributes that data are then associated with. Where originally there was a pump object—say we define “Pump 12” and associate data such as temperature and pressure and more. Now with Asset Framework, designers can create a template class “pump” and be able to replicate for as many pumps as a facility contains.
1. Asset Framework is the core digital twin offering. It’s as a relational layer on top of PI that combines all the data streams (temp, pressure, vibration) of an asset into one screen. A lot of people get fancy with the digital twin term but to us it’s a simulation combined with live data.
2. A simple AF template for a pump probably takes a half an hour to build. It can then be replicated ad inifinitum. It’s a drag and drop process. AF is part of PI Server (it was a separate product years ago but combined into it.) Complex ones can take months. Element, a company that OSIsoft helped incubate (and has since culled investment from Kleiner Perkins, GE and others) has built a service called AF accelerator. Basically, they parachute a team of data scientists to study your large assets and then develop automated ways to build AF templates for complete mines or offshore oil platforms. It still takes two months or so but they can streamline a lot of the coding tasks. BP used them.
3. Examples:
- DCP. In 2017, the company launched an effort to digitize operations. One of the first steps was using PI to collect the data and use AF to create simple and complex digital twins. DCP has 61 gas plants for instance. Each one has been modeled with AF. Plant managers are show a live feed of current production, idealized production, and the differential in terms of gas produced and revenue. DCP discovered that it could increase production per plant on average $2000-$5000 per day, or millions a year, by giving the plant managers better visibility into current production and market pricing. In year one, it saved $20=$25 million, paying off the entire project (including the cost of building a centralized control center in Colorado and staffing it.) The next year (2018) it saved another $20 million.
- MOL. One of the largest uses of AF. MOL tracks 400,000 data streams and has 21,000+ AF instances based on 300 templates (a single template can be replicated several times.) MOL says that it has added $1 billion EBITDA since 2010 by using its data better. With AF, for instance, they figured out why hydrogen corrosion was exceeding the norm. In some instances, they’ve used advanced analytics—an experiment to see if it could use high sulfur crudes required deep analytics—but most of the time MOL has made its improvements by creating AF templates, studying the phenomena and taking action.
- Colorado Springs. Complete opposite end of big. It’s a small, regional utility.
- Heineken uses AF to model its plants to reduce energy. Aurelian Metals used it to boost gold extraction from ore from 75% to 89%. Michelin saved $4 million because AF let them recover more quickly from a previous outage. Deschutes Brewery meanwhile boosted production by $450K and delayed a plant (per our 2018 meeting.
