Artificial Intelligence – an overview | ScienceDirect Topics
12.10 Conclusion and Future Research
AI blockchain enabled distributed autonomous energy organizations may help to increase the energy efficiency, cyber security, and resilience of the electricity infrastructure. These are timely goals as we modernize the US power grida complex system of systems that requires secure and reliable communications and a more trustworthy global supply chain. While blockchain, AI, and IoT are creating a buzz right now, many challenges remain to be overcome to realize the full potential of these innovative technological solutions. A lot of news and media coverage of blockchain today falsely suggests that it is a panacea for all that ails usclimate change, cyber security, and volatile financial systems. There is similar hysteria around AI, with articles suggesting that the robots are coming, and that AI will take all of our jobs. While these new technologies are disruptive in their own way and create some exciting new opportunities, many challenges remain. Several fundamental policy, regulatory, and scientific challenges exist before blockchain realizes its full disruptive potential.
Future research should continue to explore the challenges related to blockchain and distributed ledger technology. Applying AI blockchain to modernizing the electricity infrastructure also requires speed, agility, and affordable technology. AI-enhanced algorithms are expensive and often require prodigious data sets that must be broken down into a code that makes sense. However, a lot of noise (distracting data) is being collected and exchanged in the electricity infrastructure, making it difficult to identify cyber anomalies. When there is a lot of disparate data being exchanged at subzero-second speeds, it is difficult to determine the cause of the anomaly, such as a software glitch, cyber-attack, weather event, or hybrid cyber-physical event. It can be very difficult to determine what normal looks like and set the accurate baseline that is needed to detect anomalies. Developing an AI blockchainenhanced grid requires that the data be broken into observable patterns, which is very challenging from a cyber perspective when threats are complex, nonlinear, and evolving.
Applying blockchain to modernizing and securing the electricity infrastructure presents several cyber-security challenges that should be further examined in future research. For example, Ethereum-based smart contracts provide the ability for anyone to write electronic code that can be executed in a blockchain. If an energy producer or consumer agrees to buy or sell renewable energy from a neighbor for an agreed-upon price, it can be captured in a blockchain-based smart contract. AI could help to increase efficiency by automating the auction to include other bidders and sellers in a more efficient and dynamic waythis would require a lot more data and analysis to recognize the discernable patterns that inform the AI algorithm of the smart contracts performance. Increased automation, however, will also require that the code of the blockchain is more resilient to cyber-attacks. Previously, Ethereum was shown to have several vulnerabilities that may undermine the trustworthiness of this transaction mechanism. Vulnerabilities in the code have been exploited in at least three multimillion dollar cyber incidents. In June 2016 DAO was hackedits smart contract code was exploited, and approximately $50 million dollars were extracted. In July 2017 code in an Ethereum wallet was exploited to extract $30 million dollars of cryptocurrency. In January 2018 hackers stole roughly 58 billion yen ($532.6 million) from a Tokyo-based cryptocurrency exchange, Coincheck, Inc. The latter incident highlighted the need for increased security and regulatory protection for cryptocurrencies and other blockchain applications. The Coincheck hack appears to have exploited vulnerabilities in a hot wallet, which is a cryptocurrency wallet that is connected to the internet. In contrast, cold wallets, such as Trezor and Ledger Nano S, are cryptocurrency wallets that are stored offline.
Despite being a centralized currency, Coincheck was a cryptocurrency exchange with a single point of failure. However, the blockchain shared ledger of the account may potentially be able to tag and follow the stolen coins and identify any account that receives them (Fadilpai & Garlick, 2017). Storing prodigious data sets that are constantly growing in a blockchain can also create potential latency or bloat in the chain, requiring large amounts of memory. Requirements for Ethereum-based smart contracts have grown over time and the block takes a longer time to process. For time-sensitive energy transactions, this situation may create speed, scale, and cost issues if the smart contract is not designed properly. Certainly, future research is needed to develop, validate, and verify a more secure approach.
Finally, future research should examine the functional requirements and potential barriers for applying blockchain to make energy organizations more distributed, autonomous, and secure. For example, even if some intermediaries are replaced in the energy sector, a schedule and forecast still need to be submitted to the transmission system operator for the electricity infrastructure to be reliable. Another challenge is incorporating individual blockchain consumers into a balancing group and having them comply with market reliability and requirements as well as submit accurate demand forecasts to the network operator. Managing a balancing group is not a trivial task and this approach could potentially increase the costs of managing the blockchain. To avoid costly disruptions, blockchain autonomous data exchanges, such as demand forecasts from the consumer to the network operator, will need to be stress tested for security and reliability before being deployed at scale. In considering all of these innovative applications, as well as the many associated challenges, future research is needed to develop, validate, and verify AI blockchain enabled DAEOs.
Read the original here:
Artificial Intelligence - an overview | ScienceDirect Topics
- Three US Policy Developments Regarding Artificial Intelligence for Behind-the-Scenes Entertainment Workers - iatse - May 15th, 2025 [May 15th, 2025]
- How Penn is reimagining research in the age of artificial intelligence - Penn Today - May 15th, 2025 [May 15th, 2025]
- Cracking The Tight World of Artificial Intelligence - thehudsonindependent.com - May 15th, 2025 [May 15th, 2025]
- ISS BLOG - Stepping Through the Portal: What Artificial Intelligence Means for My Own Job and Perhaps Your Self-Storage Position, Too - Inside... - May 15th, 2025 [May 15th, 2025]
- This Is My Top Artificial Intelligence (AI) Chip Stock to Buy in May (Hint: It's Not Nvidia or AMD) - Yahoo Finance - May 15th, 2025 [May 15th, 2025]
- 1 Artificial Intelligence (AI) Stock to Buy Hand Over Fist Before It Soars Higher - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- Photo Editing and artificial intelligence (AI) are contorting the natural world and societal norms - Niagara-on-the-Lake Local - May 15th, 2025 [May 15th, 2025]
- 1 Top Artificial Intelligence (AI) Stock Down 32% to Buy Before It Skyrockets - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- This Incredibly Cheap Artificial Intelligence (AI) Stock Could Jump 8% as per Wall Street Analysts, But Don't Be Surprised to See It Soar Higher - The... - May 15th, 2025 [May 15th, 2025]
- 3 High-Flying Artificial Intelligence (AI) Stocks That Can Plunge Up to 92%, According to Select Wall Street Analysts - Yahoo Finance - May 15th, 2025 [May 15th, 2025]
- Prediction: This Artificial Intelligence (AI) Stock Could Be Worth More Than Nvidia by 2030 - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- Serve Robotics: An Interesting Play On Artificial Intelligence And Automation(NASDAQ:SERV) - Seeking Alpha - May 15th, 2025 [May 15th, 2025]
- Zainab Iftikhar: Helping humans use artificial intelligence to better support mental health - Brown University - May 15th, 2025 [May 15th, 2025]
- On the Very Real Dangers of the Artificial Intelligence Hype Machine - lithub.com - May 15th, 2025 [May 15th, 2025]
- Pope Leo XIV cites 'developments in the field of artificial intelligence' as reason for papal name - All Israel News - May 15th, 2025 [May 15th, 2025]
- Nasdaq Recovery: 3 Artificial Intelligence (AI) Stocks That Are Still Too Cheap to Ignore - Yahoo Finance - May 15th, 2025 [May 15th, 2025]
- Analysing the UKs artificial intelligence policy - Open Access Government - May 15th, 2025 [May 15th, 2025]
- 1 Top Artificial Intelligence (AI) Stock Down 32% to Buy Before It Skyrockets - The Globe and Mail - May 15th, 2025 [May 15th, 2025]
- Here's an Unexpected Artificial Intelligence Winner You Probably Weren't Thinking About - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- Artificial Intelligence (AI) In Video Surveillance Market Transformations: What the Industry Will Look Like... - WhaTech - May 15th, 2025 [May 15th, 2025]
- Correction or Not: This Artificial Intelligence (AI) Stock Is Worth Buying for the Long Haul - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- Artificial Intelligence as Co-Creator: Rethinking Art and Authorship - observer.com - May 15th, 2025 [May 15th, 2025]
- Use of Artificial Intelligence ramps up in bakery equipment - Bakingbusiness.com - May 15th, 2025 [May 15th, 2025]
- Got $3,000? 2 Artificial Intelligence (AI) Stocks to Buy and Hold for the Long Term - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- South Korea promotes use of artificial intelligence in drug development - Anadolu Ajans - May 15th, 2025 [May 15th, 2025]
- Transition 2025 Series: National Security in the Age of Artificial Intelligence - Council on Foreign Relations - May 15th, 2025 [May 15th, 2025]
- Prediction: This Artificial Intelligence (AI) Semiconductor Stock Will Soar After May 28 - The Motley Fool - May 15th, 2025 [May 15th, 2025]
- Will the Humanities Survive Artificial Intelligence? - The New Yorker - April 27th, 2025 [April 27th, 2025]
- Artificial Intelligence transforming the vacation-planning process - Fox Business - April 27th, 2025 [April 27th, 2025]
- These 2 Artificial Intelligence (AI) Chip Stocks Could Soar 50% to 112% in the Next Year, According to Wall Street - Yahoo Finance - April 27th, 2025 [April 27th, 2025]
- 2 Top Artificial Intelligence Stocks to Buy While They're on Sale - The Motley Fool - April 27th, 2025 [April 27th, 2025]
- AI Takes the Field: How Artificial Intelligence Is Powering the Next Era of Sports - PYMNTS.com - April 27th, 2025 [April 27th, 2025]
- 'Godfather of AI' reveals the startling odds that artificial intelligence will take over humanity - Daily Mail - April 27th, 2025 [April 27th, 2025]
- Prediction: Palantir's New Deal With NATO Could Revolutionize How Artificial Intelligence (AI) Is Used in the Public Sector. Here's Why. - Yahoo... - April 27th, 2025 [April 27th, 2025]
- ASCRS 2025: Bonnie An Henderson, MD, on leveraging artificial intelligence in cataract refractive surgery - Ophthalmology Times - April 27th, 2025 [April 27th, 2025]
- 2 Artificial Intelligence Stocks to Buy With $2,000 - The Motley Fool - April 27th, 2025 [April 27th, 2025]
- Alumni explore the future of artificial intelligence at Imagine RIT symposium - Rochester Institute of Technology - April 27th, 2025 [April 27th, 2025]
- Israels use of AI on the battlefield: How the IDF targets Hamas leaders with artificial intelligence - All Israel News - April 27th, 2025 [April 27th, 2025]
- Are you using artificial intelligence, such as ChatGPT, to write or edit your work? - dnronline.com - April 27th, 2025 [April 27th, 2025]
- These 2 Artificial Intelligence (AI) Chip Stocks Could Soar 50% to 112% in the Next Year, According to Wall Street - The Motley Fool - April 27th, 2025 [April 27th, 2025]
- 2 Top Artificial Intelligence (AI) Stocks to Buy Right Now - The Motley Fool - April 27th, 2025 [April 27th, 2025]
- AMD Jumped Today -- Is the Artificial Intelligence (AI) Stock a Buy? - The Motley Fool - April 27th, 2025 [April 27th, 2025]
- 6 EdTech AI trends: How artificial intelligence is reshaping education - Amazon Web Services (AWS) - April 27th, 2025 [April 27th, 2025]
- Why Colorados artificial intelligence law is a big deal for the whole country - The Colorado Sun - April 27th, 2025 [April 27th, 2025]
- In new sci-fi novels, artificial intelligence causes problems and the moon somehow turns into cheese - Toronto Star - April 27th, 2025 [April 27th, 2025]
- Rockets to introduce ClutchBot as generative artificial intelligence mascot - Rockets Wire - April 27th, 2025 [April 27th, 2025]
- ADVANCING ARTIFICIAL INTELLIGENCE EDUCATION FOR AMERICAN YOUTH - The White House (.gov) - April 25th, 2025 [April 25th, 2025]
- Some of California's troubled bar exam was drafted by nonlawyers with help from artificial intelligence - ABA Journal - April 25th, 2025 [April 25th, 2025]
- Trump Executive Order Calls for Artificial Intelligence to Be Taught in Schools - EdSurge - April 25th, 2025 [April 25th, 2025]
- Colorado lawmakers move to ban sexually exploitive images, video created with artificial intelligence - The Colorado Sun - April 25th, 2025 [April 25th, 2025]
- US Department of Labor applauds President Trumps executive order advancing artificial intelligence education for young Americans - U.S. Department of... - April 25th, 2025 [April 25th, 2025]
- 1 Magnificent Artificial Intelligence (AI) Stock to Keep an Eye on Before It Starts Soaring - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- Artificial Intelligence in Agriculture is Changing the Way Farmers Farm - Farms.com - April 25th, 2025 [April 25th, 2025]
- Artificial intelligence tool development: what clinicians need to know? - BMC Medicine - April 25th, 2025 [April 25th, 2025]
- President Donald Trump Just Dealt a Jarring Blow to Nvidia. Can the Artificial Intelligence (AI) Chip King Recover and Reclaim Its Previous Highs? -... - April 25th, 2025 [April 25th, 2025]
- Palantir Surged Again Today -- Is the Artificial Intelligence (AI) Stock a Buy? - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- How Artificial Intelligence Is Enhancing Cryptocurrency Security and Fraud Detection - Programming Insider - April 25th, 2025 [April 25th, 2025]
- The Impact of Artificial Intelligence on Education - The A&T Register - April 25th, 2025 [April 25th, 2025]
- 2 Artificial Intelligence (AI) Stocks That Could Soar in the Second Half of 2025 - Yahoo Finance - April 25th, 2025 [April 25th, 2025]
- Advancing Artificial Intelligence Education for American Youth (Trump EO Tracker) - Akin Gump Strauss Hauer & Feld LLP - April 25th, 2025 [April 25th, 2025]
- Why Pony AI Is Winning the Artificial Intelligence Race Today - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- Artificial Intelligence in Military Market is Forecasted to Reach US$ 15.62 Billion in 2029, Says Stratview Research - openPR.com - April 25th, 2025 [April 25th, 2025]
- Nurses Perception of Artificial Intelligence-Driven Monitoring Systems for Enhancing Compliance With Infection Prevention and Control Measures in... - April 25th, 2025 [April 25th, 2025]
- 4 Reasons CrowdStrike Is Still a Top Artificial Intelligence Stock Buy Right Now - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- Prediction: 2 Artificial Intelligence (AI) Stocks That Could Be Worth More Than Nvidia by 2030 - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- 3 Artificial Intelligence (AI) Stocks That Could Soar in the Second Half of 2025 - The Motley Fool - April 25th, 2025 [April 25th, 2025]
- AI-powered diagnostics: What physicians need to know about artificial intelligence diagnosing patients - Medical Economics - April 25th, 2025 [April 25th, 2025]
- Palantir Surged Again Today -- Is the Artificial Intelligence (AI) Stock a Buy? - MSN - April 25th, 2025 [April 25th, 2025]
- Commentary: From artificial intelligence to 'natural stupidity' - The Business Journals - April 25th, 2025 [April 25th, 2025]
- Nvidia Is Expensive. Here Are 3 High-Yield Artificial Intelligence Plays That Aren't. - Nasdaq - April 23rd, 2025 [April 23rd, 2025]
- Incorporation of explainable artificial intelligence in ensemble machine learning-driven pancreatic cancer diagnosis - Nature - April 23rd, 2025 [April 23rd, 2025]
- Artificial intelligence in the Kyrgyz Republic: a silent transformation in the making? - World Bank Blogs - April 23rd, 2025 [April 23rd, 2025]
- Does Netflix Have the Right Artificial Intelligence (AI) Ideas? - The Motley Fool - April 23rd, 2025 [April 23rd, 2025]
- Impact of artificial intelligence on elections topic of Edmonds Civic Roundtable May 5 meeting - My Edmonds News - April 23rd, 2025 [April 23rd, 2025]
- 1 Market-Beating Artificial Intelligence (AI) ETF That Could Turn $250,000 Into $1 Million - Nasdaq - April 23rd, 2025 [April 23rd, 2025]
- The Oasis Group and AdvisorEngine Release Research Report on Artificial Intelligence Note Takers - Yahoo Finance - April 23rd, 2025 [April 23rd, 2025]
- This May Be the Best Artificial Intelligence (AI) Semiconductor Stock to Buy Right Now - The Motley Fool - April 23rd, 2025 [April 23rd, 2025]
- 2 Artificial Intelligence (AI) Stocks to Buy on the Dip Right Now - The Motley Fool - April 23rd, 2025 [April 23rd, 2025]
- 2 Artificial Intelligence (AI) Stocks That Could Soar in the Second Half of 2025 - The Motley Fool - April 23rd, 2025 [April 23rd, 2025]
- 3 Artificial Intelligence (AI) Stocks That Can Skyrocket Up to 232%, According to Select Wall Street Analysts - The Motley Fool - April 23rd, 2025 [April 23rd, 2025]