Breakthrough innovation specialist Cambridge Consultants is bringing Artificial Intelligence (AI) to the edge of the network, using low-cost, low-power devices to perform complex machine learning tasks. ‘AI at the edge’ will enable AI to solve many of today’s real-world challenges, out in the field. The approach is demonstrated by Fafaza, a precision crop spraying technology that performs plant recognition and individual treatment in real time.
Precision agriculture means harnessing technology to optimize production. It relies on precise granular data at the individual plant level, on the scale of large industrial farms, supporting everything from weed identification to crop health and yield estimation. This understanding can then inform real-time actions, for example the application of herbicide to an individual weed. This is the challenge that Fafaza addresses: deploying AI ‘at the edge’, on the back of a moving tractor and without the need for connectivity.
Improving end-to-end efficiency through the integration of technology.
Fafaza is designed to spot broadleaved weeds amongst grass and to treat individual target leaves with herbicide. The system identifies, classifies and applies treatment in real time, while moving at tractor speed. The Cambridge Consultants team chose this tough ‘green on green’ challenge to demonstrate the potential of state-of-the-art machine vision and AI.
Although AI techniques have been able to achieve plant recognition for a number of years, the challenge has been in moving from powerful specialist platforms with delayed processing of data, to processing and acting in real time: this is ‘AI at the edge’. To be technically practical, a system must be fast enough to distinguish and identify plants using ambient light and to apply treatment while the plant is still in view. To be commercially viable, a system must be rugged and affordable.
Fafaza has been developed to run on off-the-shelf components, including a low-cost camera that can capture images at around 20 frames per second and an AI compute platform that costs less than $100. Major processor vendors continue to invest heavily in devices that can run AI inference algorithms, bringing costs down further. These developments are opening up new areas for real-time AI processing in the field, without the need to rely on a communications infrastructure or the cloud.
AI at the edge, using relatively simple, low-cost and low-power devices to perform complex AI tasks without needing to send data to the cloud, will unleash a new wave of applications, from autonomous vehicles and smart cities through to predictive maintenance on industrial machinery.
Niall Mottram, Head of Industrial and Energy at Cambridge Consultants, commented: “I'm really excited by the innovations that moving AI processing to the edge will bring in precision agriculture. Connectivity is generally poor in rural environments and the ability to run complex machine learning based applications on a tractor implement opens up many new opportunities to collect, process and act on data in real time. Fafaza demonstrates how AI at the edge approaches can become practical, cost effective and deployable today."
Cambridge Consultants develops breakthrough products, creates and licenses intellectual property, and provides business consultancy in technology-critical issues for clients worldwide. For more than 60 years, the company has been helping its clients turn business opportunities into commercial successes, whether they are launching first-to-market products, entering new markets or expanding existing markets through the introduction of new technologies. With a team of more than 900 staff, including engineers, scientists, mathematicians and designers, in offices in Cambridge (UK), Boston (USA), Tokyo and Singapore, Cambridge Consultants offers solutions across a diverse range of industries including medical and life science, industrial and energy, consumer and retail, and communications and infrastructure. For more information, visit: www.cambridgeconsultants.com
Cambridge Consultants is part of Capgemini Invent, the innovation, consulting and transformation brand of the Capgemini Group. Capgemini Invent helps CxOs envision and build what’s next for their organisations. Located in more than 30 offices and 25 creative studios around the world, its 7,000+ strong team combines strategy, technology, data science and creative design with deep industry expertise and insights, to develop new digital solutions and business models of the future.
Capgemini Invent is an integral part of Capgemini, a global leader in partnering with companies to transform and manage their business by harnessing the power of technology. The Group is guided everyday by its purpose of unleashing human energy through technology for an inclusive and sustainable future. It is a responsible and diverse organisation of 270,000 team members in nearly 50 countries. With its strong 50 year heritage and deep industry expertise, Capgemini is trusted by its clients to address the entire breadth of their business needs, from strategy and design to operations, fueled by the fast evolving and innovative world of cloud, data, AI, connectivity, software, digital engineering and platforms. The Group reported in 2020 global revenues of €16 billion.
Get the Future You Want | www.capgemini.com
Cambridge Consultants develops breakthrough products, creates and licenses intellectual property, and provides business consultancy in technology-critical issues for clients worldwide. For more than 50 years, the company has been helping its clients turn business opportunities into commercial successes, whether they are launching first-to-market products, entering new markets or expanding existing markets through the introduction of new technologies. With a team of more than 800 staff, including engineers, scientists, mathematicians and designers, in offices in Cambridge (UK), Boston (USA) and Singapore, Cambridge Consultants offers solutions across a diverse range of industries including medical technology, industrial and consumer products, digital health, energy and wireless communications. For more information, visit: www.cambridgeconsultants.com
Cambridge Consultants is part of Altran. Altran ranks as the undisputed global leader in Engineering and R&D services (ER&D). The company offers clients an unmatched value proposition to address their transformation and innovation needs. Altran works alongside its clients, from initial concept through industrialization, to invent the products and services of tomorrow. For over 35 years, the company has provided expertise in Automotive, Aeronautics, Space, Defense & Naval, Rail, Infra & Transport, Energy, Industrial & Consumer, Life Sciences, Communications, Semiconductor & Electronics, Software & Internet, Finance & Public Sector. The Aricent acquisition extends this leadership to semiconductor, digital experience and design innovation. Altran generated revenues of €2.9 billion in 2018, with some 47,000 employees in more than 30 countries.