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Deep Surrogate Langevin Sampling for Multi-Objective Constraint Black Box Optimization with Applications to Optimal Inverse Design Problems

Technology / Case number: #22291J
Giuseppe Romano / Chinmay Hegde / Payel Das / Pierre Dognin / Samuel Hoffman / Youssef Mroueh / Thanh Nguyen
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Advanced Materials
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Tunable Hydrogen Generation through Addition of Mg and/or Si to Al

Technology / Case number: #21889
Laureen Meroueh
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future
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Methods and Compositions for Optimizing Electrical Operation of Batteries

Technology / Case number: #21993
Yet-Ming Chiang / Bohua Wen
Technology Areas: Energy & Distribution
Impact Areas: Sustainable Future
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3D Electrode Design for a High Specific-capacity Al-graphite Dual-ion Battery

Technology / Case number: #24345
Yang Shao-Horn / Yun Guang Zhu
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future, Advanced Materials
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Enhancing Performance Stability of Electroactive Polymers by Vapor-Deposited Organic Networks

Technology / Case number: #19734
T. Alan Hatton / Xianwen Mao / Andong Liu / Karen Gleason
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Biomass Torrefaction Reactor

Technology / Case number: #19594
Alexander Slocum / Robert James Stoner / Kevin Kung / Ahmed Ghoniem / Santosh Shanbhogue
Technology Areas: Biotechnology / Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future
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Electrocatalytic Oxidation of Methane to Methanol

Technology / Case number: #18796
Yogesh Surendranath / Matthew O'Reilly
Technology Areas: Chemicals & Materials / Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future
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Method and Device for Direct Electrical Charging and Storage of Thermal Energy for Supercritical Steam Power Plants

Technology / Case number: #18690
Gang Chen / Laureen Meroueh
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future, Advanced Materials
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Electrochemical Formation of Lithium Fluoride Coatings for Fluoride-Containing Battery Materials

Technology / Case number: #21419
Betar Gallant / Haining Gao
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Stable, Highly Conductive, Anion Exchange Polymer Films

Technology / Case number: #21676
Timothy Manning Swager / Yichong Wang / Yifan Li / You-Chi Wu / Arthur France Lanord / Yanming Wang / Yoonseob Kim / Sibo Lin / Jeffrey C. Grossman
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future, Advanced Materials
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All Solid-State Thin-Film Battery with Single-Crystalline Electrolyte

Technology / Case number: #21719
Yang Shao-Horn / Hyunseong Kum / Lingping Kong / Sanghoon Bae / Yang Yu / Wei Kong / Jeehwan Kim
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Artificial Interphases on Calcium Electrodes

Technology / Case number: #22224
Betar Gallant / Aaron Melemed
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Ultrathin Conformal oCVD PEDOT Coatings on Carbon Electrodes Enables Improved Performance of Redox Flow Batteries

Technology / Case number: #22244
Karen Gleason / Yasser Ashraf Gandomi / Meysam Heydari Gharahcheshmeh / Antoni Forner Cuenca / Charles Wan / Fikile Brushett
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future, Advanced Materials
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Transition Metal Nitrides as Solid Carriers for Ammonia Storage

Technology / Case number: #22293
Yang Shao-Horn / Jiayu Peng / Yuriy Roman
Technology Areas: Chemicals & Materials / Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future, Advanced Materials
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Energy Harvesting from Temperature Fluctuations using Thermal Diodes

Technology / Case number: #20330
Michael S. Strano / Volodymyr Koman / Tianxiang Liu / Sayalee Mahajan / Anton Cottrill
Technology Areas: Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future, Advanced Materials
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Novel Small Molecule and Polymeric Anions for Lithium-Solvate Complexes: Synthesis and Battery Applications

Technology / Case number: #21101
Yang Shao-Horn / Shuting Feng / Mingjun Huang / Wenxu Zhang / Jeremiah A. Johnson
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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The Flexible and Stable 3D Zn Electrode for High-Power Density Zn Metal Batteries

Technology / Case number: #23208
Yang Shao-Horn / Yun Guang Zhu
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Systems and Methods for Computational Discovery of Microstructured Composites with Optimized Trade-off between Strength and Toughness

Technology / Case number: #23354
Wojciech Matusik / Beichen Li / Wan Shou
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Chemicals & Materials / Industrial Engineering & Automation
Impact Areas: Uncharted Frontiers, Advanced Materials
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Boiling Assisted Channel Templating for Adsorbent Coating Fabricaton

Technology / Case number: #23361
Evelyn N. Wang / Bachir El Fil / Xiangyu Li / Cody Jacobucci
Technology Areas: Energy & Distribution / Environmental Engineering
Impact Areas: Climate Stabilization, Sustainable Future, Advanced Materials
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Hydrogen Gas Sensor

Technology / Case number: #24701
Timothy Manning Swager / Mate Bezdek / Lennon Luo
Technology Areas: Chemicals & Materials / Energy & Distribution / Sensing & Imaging
Impact Areas: Sustainable Future
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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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