INL Innovation Spotlight Innovative Data Concealment for Secure AI Research: The DIOD Methodology
ID: BA-1310Type: Special Notice
Overview

Buyer

ENERGY, DEPARTMENT OFENERGY, DEPARTMENT OFBATTELLE ENERGY ALLIANCE–DOE CNTRIdaho Falls, ID, 83415, USA

PSC

IT AND TELECOM - PLATFORM PRODUCTS: DATABASE, MAINFRAME, MIDDLEWARE (HW, PERPETUAL LICENSE SOFTWARE) (7H20)
Timeline
    Description

    Special Notice: ENERGY, DEPARTMENT OF is seeking innovative data concealment for secure AI research using the DIOD methodology. The DIOD methodology offers a groundbreaking approach to share critical data for AI research while ensuring confidentiality. It is particularly relevant for industries such as defense, healthcare, and energy where data sharing is essential yet risky. The DIOD methodology successfully hides the identity of the system from which data originates while maintaining the functional dependencies required for AI research. It provides enhanced security, preserved data utility, scalability, compatibility, and represents a significant advancement in anonymization. The applications include defense and military, healthcare, energy sector, and AI and machine learning research. The technology is at Technology Readiness Level (TRL) 1 and has a provisional patent filing. INL Tech Partnerships offer strategic access to proprietary technology and licensing opportunities. For more information, contact Andrew Rankin at td@inl.gov.

    Point(s) of Contact
    Files
    No associated files provided.
    Similar Opportunities
    INL Innovation Spotlight Cyber Resilient Trade-off Evaluation (CyRTE): Pioneering Strategy for Operational Technology Security
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking proposals for the INL Innovation Spotlight Cyber Resilient Trade-off Evaluation (CyRTE): Pioneering Strategy for Operational Technology Security. CyRTE is a groundbreaking approach to evaluate and enhance the cyber resilience of Operational Technologies (OT), balancing security measures with operational integrity. It provides a resilience-informed, AI-driven process to assess the impact of cybersecurity mitigations on the operation and stability of OT systems. This technology is essential for evaluating automated responses in advance of application, benefiting industries such as utilities, manufacturing, and transport, where operational technology is critical. CyRTE offers a novel methodology for assessing cyber-physical interactions and their implications on OT systems. It involves a comprehensive evaluation of potential cybersecurity mitigations and their effects on system performance and reliability. The core of CyRTE is the creation of a "buzzer" concept – a unique tool that systematically tests the resilience of OT systems against various cyber-physical response strategies. It is applicable across various sectors reliant on operational technologies, including critical infrastructure systems, manufacturing and industrial control systems, utilities and energy sector, chemical and process industries, and research and development in cybersecurity for operational technologies. The technology is currently at Technology Readiness Level (TRL) 2 and has a US Patent Application. For more information and to engage with this innovation, please contact Andrew Rankin at td@inl.gov.
    Tech Licensing Opportunity: Generative Adversarial Networks for EM Signature Generation
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking a Tech Licensing Opportunity for Generative Adversarial Networks (GANs) for EM Signature Generation. This technology aims to synthetically generate electromagnetic (EM) signatures from assembly instructions using GANs, enhancing software security analysis. Traditionally, firmware and software verification involves side-channel analysis, which is a labor-intensive method that captures analog signals to detect vulnerabilities or unauthorized changes in software. However, this method can be complex and time-consuming, leading to high costs and extended timelines. The proposed technology automates the generation of EM signatures directly from code using GANs. By automating this process, it simplifies and accelerates the detection of vulnerabilities in software, especially in embedded devices. This technology promises to significantly reduce the cost and complexity of side-channel analysis, potentially revolutionizing software security verification before deployment. Key advantages of this technology include automating the generation of EM signatures, facilitating rapid and reliable anomaly detection in software, reducing the overall cost and time required for side-channel analysis, enabling offline verification of software for side-channel vulnerabilities, and improving the robustness of security analysis against environmental and equipment variability. This technology solves the problems of time-consuming and error-prone manual capturing of EM signals for side-channel analysis, limited applicability of traditional side-channel analysis methods due to their dependency on physical signal capturing, high cost and complexity of ensuring software security in embedded and mission-critical systems, and difficulty in detecting firmware and software-level modifications through conventional methods. Potential market applications for this technology include software security verification, vulnerability identification in embedded devices, and education and research in cybersecurity. It is ideal for companies and organizations looking to secure their software against side-channel attacks before deployment, industries deploying embedded systems in mission-critical environments, and academic institutions and research centers focusing on advanced cybersecurity solutions. The technology is currently at Technology Readiness Level (TRL) 3 and has a US Provisional Patent Application. The contact person for further discussions and licensing opportunities is Andrew Rankin at andrew.rankin@inl.gov. For more information, visit https://inl.gov/technology-deployment/.
    TECHNOLOGY LICENSING OPPORTUNITY Revolutionary Scintillation Hydro-Gels: SHINE & SHADE for Enhanced Neutron and Antineutrino Detection
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking a technology licensing opportunity for Revolutionary Scintillation Hydro-Gels: SHINE & SHADE for Enhanced Neutron and Antineutrino Detection. This groundbreaking solution addresses the global need for advanced, non-hazardous detection technologies in nuclear monitoring and safeguards. SHINE and SHADE are compact, non-hazardous, and high-efficiency gel materials designed for neutron and antineutrino detection respectively. They offer equivalent or higher capture efficiencies compared to current technologies, while being environmentally friendly and cost-effective. Potential applications include domestic nuclear material detection, nuclear reactor monitoring, medical imaging, and more. The technology is currently at TRL 4 and is available for licensing through the Idaho National Laboratory. For more information, contact Andrew Rankin at td@inl.gov.
    Open Source Software: Unlocking Operational Efficiency in Nuclear Power Plants with DIAMOND
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking Open Source Software for unlocking operational efficiency in nuclear power plants with DIAMOND. The DIAMOND software is a pivotal solution in the complex operational environment of nuclear power plants. It integrates disparate data sources into a cohesive data warehouse, streamlining processes, fostering productivity, and enabling advanced analytics and machine learning applications. Traditionally, the nuclear industry has struggled with managing vast amounts of data scattered across various applications and systems. This fragmentation has led to inefficient manual data integration efforts, hindering cost savings and operational improvements. DIAMOND addresses this challenge by introducing an ontology-based data model specifically designed for the nuclear domain. Advantages of DIAMOND include significant cost savings, increased productivity, reduced errors, enhanced process control, and the ability to leverage advanced analytics and machine learning. The applications of DIAMOND include enhancing operational efficiency, reducing operational expenses, integrating data for analytics and decision support, and leveraging unified data for machine learning and AI-driven tools. Transform your nuclear power plant's data management landscape with DIAMOND and unlock the potential of your data. Visit the website to learn more and download DIAMOND today for operational excellence.
    TECHNOLOGY LICENSING OPPORTUNITY Embedded Fiber Optic Sensors in High-Temperature Materials
    Active
    Energy, Department Of
    Special Notice ENERGY, DEPARTMENT OF TECHNOLOGY LICENSING OPPORTUNITY Embedded Fiber Optic Sensors in High-Temperature Materials The Department of Energy is offering a technology licensing opportunity for embedded fiber optic sensors in high-temperature materials. This technology utilizes Electric Field-Assisted Sintering (EFAS) to embed fiber optic sensors in high-temperature structural materials for real-time structural health monitoring in extreme environments. It is typically used for real-time monitoring in high-temperature, high-pressure, and radioactive environments, making it crucial for ensuring the integrity and safety of components in industries such as nuclear reactors, aerospace, and high-temperature industrial settings. The technology has undergone testing to verify the integrity and functionality of the embedded fiber and the quality of the bond between the fiber and the metallic matrix. Benefits include achieving successful real-time monitoring, improving bond quality, ensuring scalability, and minimizing signal loss. Applications include nuclear reactor monitoring, aerospace components, automotive systems, energy production infrastructure, and biomedical engineering. The technology is at a Technology Readiness Level (TRL) 3, with key proof-of-concept experiments and parameter optimizations already completed. Interested companies should contact Andrew Rankin at td@inl.gov for more information on this licensing opportunity.
    TECHNOLOGY LICENSING OPPORTUNITY Green 3D Electrodeposition (G3DED): Revolutionizing Advanced Manufacturing of Metallic Fuel Elements
    Active
    Energy, Department Of
    Special Notice ENERGY, DEPARTMENT OF TECHNOLOGY LICENSING OPPORTUNITY Green 3D Electrodeposition (G3DED): Revolutionizing Advanced Manufacturing of Metallic Fuel Elements The Department of Energy is seeking a technology licensing opportunity for Green 3D Electrodeposition (G3DED), a groundbreaking approach to fabricate high-performance metal fuels. This technology combines green electrodeposition with 3D manufacturing, ensuring efficiency, reduced contamination, and cost-effectiveness. Traditionally, metal fuel fabrication has relied on high-temperature processes, which often lead to contamination and waste. While 3D printing brought innovation, it introduced challenges in nuclear applications. The G3DED technology addresses these issues by harnessing the benefits of green electrodeposition in ionic liquid electrolytes and integrating it with advanced 3D manufacturing techniques. The G3DED technology allows for the fabrication of metallic fuels at room or slightly elevated temperatures, optimizing fuel composition and microstructures. It offers significant reductions in contamination and waste, versatility in using different starting materials, and potential cost savings due to process simplification. The technology is scalable and designed to meet diverse application needs. Potential applications of G3DED include fabrication of nuclear fuels and components, corrosion prevention, processing of new fuels, spent fuels, and nuclear wastes. It also has potential applications in the production of lightweight materials like aluminum and titanium alloys, manufacturing of battery materials, electrodes, and devices, and electrochemical dissolution of noble metals for etching and machining. The G3DED technology is currently at Technology Readiness Level (TRL) 2, with a technology concept and/or application formulated. It is protected by a US Patent Application (No. 17/309,574) managed by Battelle Energy Alliance, LLC. The Idaho National Laboratory (INL) is eager to form commercial collaborations and license the intellectual property to organizations proficient in bringing innovations to the market, particularly small businesses and start-ups. For further inquiries and collaboration opportunities, please contact Andrew Rankin at td@inl.gov. More information about collaborating with INL can be found at https://inl.gov/inl-initiatives/technology-deployment.
    INL Innovation Spotlight LVDT Intrinsic Temperature Measurement: Revolutionizing Precision Sensing
    Active
    Energy, Department Of
    Special Notice ENERGY, DEPARTMENT OF INL Innovation Spotlight LVDT Intrinsic Temperature Measurement: Revolutionizing Precision Sensing The Department of Energy is seeking innovative solutions for precision sensing in material test reactors. The LVDT Intrinsic Temperature Measurement method improves accuracy by directly sensing internal temperatures, eliminating the need for external thermocouples. This breakthrough technology provides precise and real-time temperature data, enhancing measurement accuracy in irradiation tests and other applications. It also simplifies sensor assembly and improves performance in extreme environments. The benefits include increased measurement accuracy, reduced complexity, improved performance in high-temperature scenarios, and long-term stability. The applications range from medical equipment and manufacturing to aerospace and military systems. The technology is currently at TRL 4 and has a provisional patent application. Interested businesses can engage with INL Tech Partnerships for licensing opportunities and support. For more information, contact Andrew Rankin at td@inl.gov.
    TECHNOLOGY LICENSING OPPORTUNITY Solid State Nuclear Lasing Sensors: Revolutionizing In-Pile Reactor Measurements
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking a technology licensing opportunity for Solid State Nuclear Lasing Sensors. These sensors revolutionize in-pile reactor measurements by enhancing accuracy and spatial resolution. Traditional nuclear reactor power measurement methods have limitations in spatial resolution and potential inaccuracies. This groundbreaking technology utilizes solid state lasing media/crystals to produce laser light, which directly correlates with reactor power and radiation flux. The sensors can be strategically placed within the reactor for real-time power/flux distribution measurements. The technology has applications in commercial nuclear power plants, micro nuclear reactors, and space power and nuclear thermal propulsion reactors. The development status is at TRL 3 - Analytical and experimental proof-of-concept. For more information and collaboration opportunities, please contact Andrew Rankin at td@inl.gov.
    TECHNOLOGY LICENSING OPPORTUNITY SIMPLE: Strategic Innovation Methodology for PLanning Effectively
    Active
    Energy, Department Of
    Special Notice: ENERGY, DEPARTMENT OF is seeking a technology licensing opportunity for a Strategic Innovation Methodology for Planning Effectively (SIMPLE). SIMPLE is an innovative software that optimizes the modernization process for industrial plants, improving operations effectively and efficiently. It offers a systematic approach to modernization, considering the overall impact of individual upgrades. This tool is particularly useful in industries such as nuclear power utilities. It utilizes a unique tree-structure model to analyze and suggest optimal scopes and sequences for modernization, incorporating hardware, software, and human activities. It provides solutions that maximize return on investment, minimize risk, and shorten deployment time. The benefits of using SIMPLE include streamlining the modernization process, adaptability to specific industry needs, cost-effectiveness, efficient deployment, and versatile application. It is suitable for utilities and energy sectors, management consultants, government agencies, research and development, and net-zero initiatives. The technology is currently at Technology Readiness Level (TRL) 1 and has a provisional patent filing. Interested parties can partner with Idaho National Laboratory (INL) for access to this pioneering technology and mutual growth. INL offers unique opportunities for businesses to access and license advanced technology, providing flexibility and affordability. Licensing this intellectual property not only grants access to groundbreaking technology but also contributes to economic development and public welfare. For more information and specific discussions, please contact Andrew Rankin at td@inl.gov.
    DeepLynx: Transformative Data Integration Hub for Digital Engineering in Megaprojects
    Active
    Energy, Department Of
    Special Notice ENERGY, DEPARTMENT OF DeepLynx: Transformative Data Integration Hub for Digital Engineering in Megaprojects is a pioneering digital engineering integration framework that streamlines data connectivity across design, procurement, construction, and operations systems. It reduces risk and enhances efficiency in megaproject management and digital twins. DeepLynx connects disparate data sources and acts as a foundation to digital twins. It addresses the challenge of managing vast amounts of data across disconnected systems in megaprojects, minimizing errors and improving control and risk management during construction and operations. DeepLynx serves as a digital engineering integration hub that facilitates live data transfer within the digital engineering ecosystem. It incorporates data integration and analytics, allowing for sophisticated monitoring and predictive insights during project execution. The benefits of DeepLynx include centralized data exchange, risk mitigation, flexibility and scalability, advanced analytics integration, cost efficiency, and asset optimization and control. It has applications in the management of nuclear repositories and waste facilities, integration with advanced scientific equipment, real-world application in large-scale programs, and training and utilization of digital engineering techniques in various energy sectors. Access to DeepLynx can be obtained through partnering with Idaho National Laboratory (INL) and licensing the technology.