[{"name":"json","type":"string","signature":"string json","value":{"name":"json","type":"string","value":"{\"title\":\"Fuzzy-Dollop\",\"description\":\"Imagine a world where our energy grids are not just smart but also seamlessly interconnected, optimising energy distribution in real-time while safeguarding user privacy. Our project, Empowering Smart Grids with Secure and Private Data Sharing, aims to revolutionise the way smart grids share and utilise data to create a more efficient, resilient, and sustainable energy landscape.\",\"problem\":\"Today’s energy grids face significant challenges. With the increasing adoption of renewable energy sources, the demand for efficient energy distribution has never been higher. However, traditional grids struggle with:\\n\\n**Data Silos:** Energy data is often fragmented and isolated, leading to inefficiencies and a lack of real-time optimization.\\n\\n**Privacy Concerns:** Sharing energy consumption data can expose sensitive information, deterring collaboration and innovation.\\n\\n**Energy Wastage:** Inefficient energy distribution results in significant wastage, undermining sustainability efforts.\",\"solution\":\"We propose a cutting-edge platform that enables secure and private data sharing among smart grids, leveraging blockchain technology and privacy-preserving machine learning (ML).\\n\\n\\n*Key Components:*\\n\\n**Blockchain for Secure and Immutable Data Sharing:**\\n\\n**Transparency and Security:** Blockchain ensures that all data shared among grids is secure, transparent, and tamper-proof, fostering trust and collaboration.\\n\\n**Immutable Records:** Every transaction and data exchange is recorded on the blockchain, providing a permanent and auditable trail.\\n\\n\\n**Federated Learning for Decentralised ML Training:**\\n\\n**Collaborative Intelligence:** Federated learning allows multiple smart grids to collaboratively train ML models without sharing raw data, retaining data privacy and security.\\n\\n**Decentralised Insights:** Each grid contributes to a global ML model, benefiting from collective intelligence while keeping sensitive data local.\\n\\n\\n**Privacy-Preserving Techniques:**\\n\\n**Differential Privacy:** Ensures that individual data points cannot be re-identified, adding an extra layer of privacy protection.\\n\\n**Homomorphic Encryption:** Allows computations to be performed on encrypted data, ensuring that sensitive information remains confidential even during processing.\",\"missionSummary\":\"**Sustainability Impact:**\\n\\n\\nOur platform significantly enhances grid efficiency and sustainability by:\\n\\n**Optimising Energy Distribution:** Real-time data sharing coupled with advanced machine learning algorithms enhances the balance between energy supply and demand, significantly reducing energy wastage.\\n\\n**Reducing Carbon Footprint:** Increased efficiency in energy distribution reduces reliance on non-renewable energy sources, fostering a greener and more sustainable energy ecosystem.\\n\\n**Empowering Consumers:** By ensuring data privacy, we encourage more users to participate in energy-saving programs, thereby amplifying sustainability efforts.\\n\\n**Transparency and Data Authority:** Empowering users with ownership of their data and providing transparency and observability within the system builds trust. This confidence encourages active participation in model training and updates, enhancing data availability for accurate carbon measurement—a crucial aspect of sustainability.\\n\\n\\n========\\n\\n**Call to Action:**\\n\\nJoin the Energy Revolution!\\nTogether, let's build a more sustainable energy future.\\n\\n**Collaboration:** Seeking partnerships with energy providers and technology experts.\\n\\n**Investment:** Inviting investors to support the development and deployment of the platform.\\n\\n**Community:** Engaging with the community to raise awareness about sustainable energy solutions.\",\"locationOfImpact\":\"Global\",\"imageURL\":\"\",\"links\":[{\"url\":\"\",\"type\":\"discord\"},{\"url\":\"sukanyamandal\",\"type\":\"github\"},{\"url\":\"https://in.linkedin.com/in/sukanyamandal\",\"type\":\"linkedin\"},{\"url\":\"msukanya93\",\"type\":\"twitter\"},{\"url\":\"https://sukanyamandal.github.io/fuzzy-dollop.github.io/\",\"type\":\"website\"}],\"slug\":\"fuzzy-dollop\",\"tags\":[],\"businessModel\":\"\",\"stageIn\":\"MVP\",\"raisedMoney\":\"\"}"}}]