senseit.app

#Sense It | Applications

#Titomic | Titomic Kinetic Fusion Additive Manufacturing (TKF AM) systems | Integrating cold spray technologies, software and robotics into existing systems | Proprietary manufacturing cell | Manufacturing prototypes on a small scale | Cold spray powders | Rapid repairs | Metal coatings without heat | Build and incorporate electronic sensors directly into parts | Industry 4.0 platform | Linux NAS server

#IDS | Industrial image processing | 3D cameras | Digital twins can distinguish color | Higher reproducible Z-accuracy | Stereo cameras: 240 mm, 455 mm | RGB sensor | Distinguishing colored objects | Improved pattern contrast on objects at long distances | Z accuracy: 0.1 mm at 1 m object distance | SDK | AI based image processing web service | AI based image analysis

#World Nuclear Organization | Small Modular Reactors (SMR)

#Raymarine | DockSense for Yachts

#Canados Yachts | JDM Surface Drives | JDM Auto-Trim

#Data Cosmos | MultiSatellite Data Platform | Open Cosmos

#Quasar | Climate Change Monitoring | Open Cosmos

#Insights to Agricultural Companies | Open Cosmos

#NAX Solutions | Agriculture | Open Cosmos

#GeoAlert | Construction Progress and Detection | Open Cosmos

#GeoAlert | Urban Population Visualisation | Open Cosmos

#Carbon Robotics | Autonomous LaserWeeder Robot | Deep Learning | Laser | Lidar Sensor | Nvidia | Cumming

#Restoring and modernizing the economy of Ukraine | Recovery Plan of Ukraine | Rebuilding the destroyed infrastructure, social facilities and housing

#Metaverse | Virtual Reality | VR | Augmented Reality | AG | Virtual World | Web3 | Meta Platform | Digital Twins | Simulation | Autonomous Vehicles | Autonomous Systems | Robots | Artificial Intelligence | AI | Universal Scene Description | USD

#Boston Dynamics | Spot robot | Industrial Inspections | Solution-focused, dynamic sensing technologies | Levatas gauge reading | Sorama acoustic inspections | Radiation mapping autonomously | Gamma ray sensors | Personal dosimeters | Neutron detection | Alpha inspection with pancake sensors | Ability to withstand large amounts of radiation | Cabability to carry a variety of radiation detection payloads | Ongoing safe operation and eventual decommissioning of nuclear power plants | Ultrasonic inspections of rotating equipment with Fluke SV600 | Early detection of bearing failures before they lead to costly breakdowns | Operators can capture critical data without the need for additional inline sensors or manual inspections | Leica BLK ARC payload | Autonomous routines | Repeatable laser scans | Precise 3D data for tasks like factory design, equipment installation, and change management | Spot can identify and avoid obstacles requiring additional caution in dynamic environments, including carts, wires, and ladders | Spot Hardware Updates | Tablet Controller Pro | Ergonomic joysticks, longer battery life, and HDMI pass-through | Spot robit operates in temperatures up to 55°C | Core I/O antenna upgrade enhances range and reliability | AI Institute | Artificial intelligence (AI) | Robotics | Intelligent machines | Cognitive AI | Athletic AI | Organic hardware design | Spot-mounted Fluke SV600 to collect acoustic vibration data

#Argo | Improving float lifetimes | Powered by lithium or hybrid batteries | Iridium transmitters | Mission parameters can be transmitted | Floats carry GPS devices | Ice detection | Ice Sensing Algorithm | Ice sensing algorithm parameters locally tuned to reflect the regional sea ice | New float design to dive all the way to the ocean floor (6000 m) | Floats with spherical shapes | Hulls made of glass | CTD sensor on the float for temperature, salinity and pressure measurements | Measuring biogeochemical (BGC) parameters | Oxygen, pH, nitrate, chlorophyll a, backscattering and irradiance sensing

#Ouster | High-resolution lidar sensors for long, mid, and short range applications | Smart infrastructure | Autonomous machines | Robotics applications | Digital lidar architecture | Digital device powered by a fully custom silicon CMOS chip

#JAKA Robotics | Collaborative Robots for Inspection and Testing | Applications

#Structural color | Chameleon like, color shifting materials | Stretching a piece of film to reveal a hidden message | Checking an arm band color to gauge muscle mass | Sporting a swimsuit that changes hue as one does laps | Elastic materials that when stretched can transform their color | Printed films revealing the imprint of objects | Structural color arising as a consequence of a material microscopic structure | Robotic skin that has a human like sense of touch | Devices for things like virtual augmented reality or medical training | University of Cambridge | The Gillian Reny Stepping Strong Center for Trauma Innovation at the Brigham | Women Hospital | National Science Foundation | MIT Deshpande Center for Technological Innovation | Samsung | MIT ME MathWorks seed fund | MIT

#SICK | Traffic sensors | Safety radar sensors | Safety light beam sensors | Safety camera sensors | Pattern sensors | Non contact motion sensors | Magnetic cylinder sensors | Luminescence sensors | Inertial sensors | Inductive proximity sensors | Glare sensors | Fork sensors | Fluid sensors | Fiber optic sensors | Distance sensors | Contrast sensors | Color sensors | Capacitive and magnetic proximity sensors | Array sensors

#VARTA | Application Specific Batteries (ASB) | Energy Solutions

#European Space Agency(ESA) | AIDMAP | AIR SOS | BLUE | DL4PlasticLitter | DOLPHINN | HyperDrone | MARLISAT | MUSS2 | Ocean Scan | Plastic Litter Project

#Jet Propulsion Lab NASA | NASA glacier mapping project | Antarctic Ice Sheet losing mass | Iceberg calving | The edge of the ice sheet shedding icebergs faster than the ice can be replaced | Ice loss from calving weakened ice shelves allowing Antarctic glaciers to flow more rapidly to the ocean | Warming ocean destabilizing Antarctica ice shelves by melting them from below, making them thinner and weaker

#GATE | Green & Advanced Transport Ecosystem | Dedicated meeting the needs of electric commercial vehicle customers | IVECO | Nikola | Ecosystem focused on a variety of Zero emission vehicles

#GelSight | Artificial intelligence (AI) powered 3D sensor | Tactile sensor | Reducing the barrier of entry into robotics and touch based scanning | Opening doors to new terrain, such as the Metaverse | Digital 2D and 3D mapping to roboticists | Sensor exceeds the spatial resolution of human touch | Elastomeric tactile sensing platform | Robot Operating System (ROS) | PyTouch | Python | MIT

#UTIAS Space Flight Laboratory | GHGSat | Greenhouse Gas Monitoring Constellation Core Satellites | High resolution remote sensing of greenhouse gas emissions | Attitude control technology | Precise pointing of sensors aboard low inertia platforms in orbit | Earth Monitoring and Observation (NEMO) microsatellite platform | SFL generates bigger returns from smaller, lower cost satellites | GHGSat uses its own satellites and aircraft sensors to measure greenhouse gas emissions directly from industrial sites

#Terran Orbital | Mapping The Lunar Surface | LunIR satellite | NASA | Artemis | Lockheed Martin | Infrared sensor | Cryocooler | Mapping the lunar surface | Detecting materials | Identifying potential landing sites | Deep space technology | Addressing strategic knowledge gaps (SKGs) | SKGs for long duration missions to Mars

#ICEYE | Synthetic aperture radar (SAR) | Persistent monitoring

#Robotics Engineering | Intelligent Sensing for Object Recognition, Manipulation and Control | Design, Development and Simulation Tools for Robotics Development | Developing Intelligent Robots - Machine Learning on Edge, Cloud and Hybrid Architectures | Advanced Motion Control Solutions for Robotics Systems | Intelligent Vision and Sensing Solutions for Autonomous Mapping and Navigation | Motion Control for Healthcare Robotics Applications: Functional Requirements, Critical Capabilities

#Microchip Technology | Tactile Twist on Modern Touch Displays | Reduces Bill of Materials (BoM) | Operates on standard sensor patterns | Eliminates need for openings in the front panel | Configurable knob position, size and number of detents (clicks) | Optional push function | Up to four knob instances | Mount capacitive rotary encoders, also called rotary knobs, over a touch panel | The knob is a passive mechanical element, specifically designed to include at least one conductive pad | The maXTouch KoD touchscreen

#picoCam | Sick | Sensor Integration Machine (SIM) | Multi camera applications

#Silicon Sensing | Silicon MEMS Gyroscope sensors and modules | Ring technology | High shock and vibration environments

#SatelIoT | IoT connectivity over standard 5G NB-IoT

#NATO | Innovation Fund | Defence Innovation Accelerator for the North Atlantic (DIANA) | Dual use emerging technologies of priority to NATO | Artificial intelligence | Quantum enabled technologies | Autonomy | Biotechnology |Novel materials | Energy | Propulsion | Space

#SWOT | Surface Water and Ocean Topography mission | Providing high definition data on the salt and fresh water on Earth surface | Measuring the height of water in Earth freshwater bodies and the ocean | Providing insights into how the ocean influences climate change | how a warming world affects lakes, rivers, and reservoirs | how communities can better prepare for disasters, like floods | Tracking Earth water budget | where the water is today | where it is coming from | where it is going to be tomorrow | Helping to understand oceans role in climate change | ObservIng the entire length of nearly all rivers wider than 330 feet (100 meters) | Viewing rivers in 3D for the first time | Data of over a million lakes larger than 15 acres (62500 square meters) | Providing information about global ocean atmosphere heat exchange | NASA | CNES | CSA | UK Space Agency | ESA

#WWF | Halting and reversing biodiversity loss | Conserving land, freshwater and ocean globally | Protection of intact ecosystems | Tackling unsustainable production | Eliminating subsidies harmful to nature | Reducing the unsustainable footprint of production and consumption

#Intel | Neuromorphic computing

#SpecOps | FINDER | Finding trapped individuals | Microwave radar | Detecting miniscule motions such as heartbeats or respiration | Putting sensor on long rope and dragging it along surface, looking for heartbeats under the snow | Fire and rescue departments

#DepthVista | Obstacle detection and object recognition simultaneously

#NOFIMA | Blockchain in the food industry

#Masdar | Acquiresd 50% stake in US project from EDF Renewables | Combined solar and battery storage project in California | Big Beau project | Photovoltaic (PV) solar plant | Battery energy storage system | Abu Dhabi National Oil Company (ADNOC) | Mubadala Investment Company | Abu Dhabi National Energy Company PJSC (TAQA) | US private investors | Partnership for Accelerating Clean Energy (PACE) between USA and UAE

#EpiSci | Swarmsense | Intelligent UAV Swarms

#WHO | XBB.1.16 strain Arcturus | Omicron variant | Conjunctivitis causes redness and inflammation of thin layer of tissue covering front of eye | Potential for increased infectivity and pathogenicity | It has a tendency to produce a high fever

#Vaisala | Industrial and Wheather Measurement | Lidar

#Lockheed Martin Radar Center of Excellence | Radars

#California Air Resources Board (CARB) | All new cars, pickup trucks and SUVs be electric or hydrogen by 2035 | Public chargers 1.2 million by 2030 | Solar power diminishes as the sun goes down | The state may need to add more energy capacity overnight to meet demand | Supply chain and materials issues | Vehicles need to be able to travel 150 miles (241 kilometers) on one charge | All cargo trucks entering California seaports and rail yards to be zero emission by 2035 | California is the only state granted the right to set its own emission standards for motor vehicles, with federal government approval | Billions of dollars in incentives will be available for new vehicles and infrastructure | Advanced Clean Trucks Rule | Port of Los Angeles and Long Beach, 20,000 trucks have access to transport freight | 30,000 cargo trucks visiting ports and rail yards in California | 1.8 million medium and heavy duty vehicles operate daily in California | California is the fourth largest economy in rhe world

#Tesla | All electric truck | PepsiCo | Drayage trucks carrying cargo to and from the ports of Los Angeles, Long Beach and Oakland | U.S. Postal Service | FedEx | UPS | Amazon

#PACCAR | DAF, Peterbilt and Kenworth trucks

#Metro | Regional Connector Transit Project in Los Angeles | Azusa to Long Beach | From East Los Angeles to Santa Monica, through the downtown LA core

#Figure | Humanoid robot | Parkway Venture Capital | Adcock | Aliya Capital | Bold Ventures | Tamarack Global | FJ labs | KUKA Robotics

#Veri | Metabolic health consulting | Four Pillars: food, exercise, sleep, and stress | Metabolic habits | Avoid processed foods and refined sugar | Exercise | Sleep | Stress management

#Joint Expeditionary Force (JEF) | Sharing of tactical intelligence | Accelerating cooperation to detect possible threats to critical undersea and offshore infrastructure | Denmark, Estonia, Finland, Iceland, Latvia, Lithuania, the Netherlands, Norway, Sweden and the UK

#Velocitek | Electronic Compass | Cut-acrylic lenses | Solid-state geomagnetic sensor | Magneto-inductive sensor not influenced by temperature changes, inherently free from offset drift | Charging supplied by USB connection, allows improved refresh rate

#Los Angeles Times | California and International News

#SICK | Sensor Intelligence

#Kyiv School of Economics | The export of Ukrainian grain analysis

#7 Sensing Software | Time-of-flight (ToF) sensors | OSRAM ToF sensors | 7 Sensing Software embedded AI technology | Sensor hubs

#British encoder | Blue LED and reflective sensor technology

#Doodle Labs | Sense | Multi-band Mesh Rider Radios | Long-range, mission-critical robotics and connected teams applications for more resilient datalink | Sense technology | Actively monitoring in-band interference and automatically switching channels or frequency bands to find the best-performing frequency

#Jeanne Gang | Designing buildings that use fritted glass | Factory-treated with pattern of ceramic dots or other designs visible to birds

#Feather Friendly | Vinyl film to affix tiny dots windows

#SensOre | AI enhanced exploration | Portfolio of wholly-owned and joint ventured precious and battery metal assets in advanced and emerging exploration regions of Western Australia

#e-Con Systems | Perceptual AI | Embedded vision systems | Edge AI

#CHCNAV | Smart Navigation | Geo-Spatial Technology | GNSS RTK smartphone | 1408 channel positioning module supporting GPS, GLONASS, Galileo, and BeiDou | Centimeter- and decimeter-level accuracy | GMS (Google Mobile Service) | AER (Android Enterprise Recommended | 2 GHz Qualcomm Snapdragon octa-core processor | Industrial IP67 design | 6,000 mAh Li-ion battery | Sunlight-viewable display

#SiliconSensing | PinPoint MEMS Gyroscope

#Sanctuary AI | Pheonix humanoid robot | Haptic technology that mimics the sense of touch | Touch sensors providing tactile feedback | Human-scale applications | General-purpose robot

#OndoSense | Radar distance sensor | Sensor software: integrated into control system or used for independent quality monitoring | Object detection | Distance measurement | Position control | Agriculture: reliable height control of the field sprayer | Mining industry | Transport & Logistics | Shipping & Offshore | Mechanical and plant engineering | Metal and steel industry | Energy sector | Harsh industrial environments | Dust & smoke: no influence | Rain & snow: no influence | Radar frequency: 122GHz | Opening angle: ±3° | Measuring range: 0.3 – 40 m | Measuring rate: up to 100Hz | Output rate: up to 10 ms / 100 Hz | Measurement accuracy; up to ±1mm | Measurement precision: ±1mm | Communication protocol: RS485; Profinet, other interfaces via gateway | Switching output: 3x push-pull (PNP/NPN) | Analogue output: Current interface (4 – 20 mA) | Protection class: IP67

#Anybotics | Workforce App | Operate ANYmal robot from device | Set up and review robot missions | Industrial Inspection

#Covarians | Aircraft cabin air quality monitoring service

#Perplexity | Answer engine: redefining search with direct answers

#LookOut | AI vision system | Synthesized data from charts, AIS, computer vision, and cloud fusing it into one 3D augmented reality view | Connects to existing boat display | Mountable camera system to the top of any boat | Lookout App for laptop, phone or tablet | Infrared vision | Night vision sensor | Spotting small vessels, floating debris, buoys, people in water | Blind spot detection | Backup camera | Temperature breaks, bird cluster locations, underwater structures for anglers | Camera streaming over WiFi to phones and tablets on the boat | Over-the-air (OTA) updates | Marine-grade water-proof enclosure | Integrated with satellite compass | National Marine Electronics Association (NMEA) communication standard interface | Multifunction Display (MFD) | Multi-core CPU driving augmented reality compute stack | ClearCloud service | NVIDIA RTX GPU for real-time computer vision | DockWa app

#Flyability | Drones for industrial inspection and analysis | Confined space inspection | Collision and crash resistant inspection drone | 3D mapping | Volumetric measurement | Inspections of cargo ships, bridges, ports, steel mills cement factories, liquid gas tanks, nuclear facilities, city wide underground sewage systems | Ouster lidar | Elios 3 completed turbine blade inspection in just 27 minutes - it would take over 2 hours with rover and up to 2 days with person | Elios 3 could fly into each of turbine blades without having to reposition it to inspect either side of shear webs | Global Wind Energy Council: over 341,000 wind turbines installed across planet | Wind turbines are very high up in confined spaces | Specialized training required from Global Wind Organization | Inspections for wind turbines are focused on detecting either manufacturing faults or lightning damage | Lightning Protection System may not be properly configured | Destroyed wind turbine blade can cost $1 million to repair | Wind turbines have 3 blades, which need to be individually inspected | When person completes inspection, each blade being inspected needs to be pitched horizontally | I0nspections of entire wind turbine can take 5 to 9 days using persons | Turbine programmed to pitch 2 blades upwards, at positions matching 10 and 2 on clock | Upturned angles important in case problem with drone, it would roll safely back down | Elios 3 flown into each blade | 4K camera to gather visual data and take photos of potential problems as well as suspected lightning damage | FlyAware live LiDAR scan used when drone out of sight | LiDAR point cloud helped pilot determine how far had flown drone into blade | 27 minutes - 3 flights each blade with the Elios 3 | Visual data from Elios 3 showed damage inside blade not visible externally and also not easy to access | Individual blade may take over a day using persons or rovers | Rovers require each blade to be pitched horizontally, like with inspections by people, taking 2 hours per half of the blade (totaling 4 hours per blade)

#National Technical University of Athens | MariNeXt deep-learning framework detecting and identifying marine pollution | Sentinel-2 imagery | Detecting marine debris and oil spills on sea surface | Automated data collection and analysis across large spatial and temporal scales | Deep learning framework | Data augmentation techniques | Multi-scale convolutional attention network | Marine Debris and Oil Spill (MADOS) dataset | cuDNN-accelerated PyTorch framework | NVIDIA RTX A5000 GPUs | NVIDIA Academic Hardware Grant Program | AI framework produced promising predictive maps | Shortcomings: unbalanced dataset, marine water and oil spills are abundant, foam and natural organic material are less represented

#Google DeepMind Technologies Limited | Creating advanced AI models and applications | Artificial intelligence systems ALOHA Unleashed and DemoStart | Helping robots perform complex tasks that require dexterous movement | Two-armed manipulation tasks | Simulations to improve real-world performance on multi-fingered robotic hand | Helping robots learn from human demonstrations | Translating images to action | High level of dexterity in bi-arm manipulation | Robot has two hands that can be teleoperated for training and data-collection | Allowing robots to learn how to perform new tasks with fewer demonstrations | Collectung demonstration data by remotely operating robot behavior | Applying diffusion method | Predicting robot actions from random noise | Helpung robot learn from data | Collaborating with DemoStart | DemoStart is helping new robots acquire dexterous behaviors in simulation | Google collaborating with Shadow Robot

#Genetec | Security Center Platform | Ouster Gemini integrated | Fusing lidar and video surveillance into a single interface | Unifying customer data from lidar, cameras and radar | Physical intrusion detection in real-time | Using 3D data to power automated detection, classification, tracking, and monitoring | Measuring the distance, trajectory or speed of people or vehicles | Quickly identifying and responding to real threats with confidence | Reducing false alarms

#Tampere University | Pneumatic touchpad | Soft touchpad sensing force, area and location of contact without electricity | Device utilises pneumatic channels | Can be used in environments such as MRI machines | Soft robots | Rehabilitation aids | Touchpad does not need electricity | It uses pneumatic channels embedded in the device for detection | Made entirely of soft silicone | 32 channels that adapt to touch | Precise enough to recognise handwritten letters | Recognizes multiple simultaneous touches | Ideal for use in devices such as MRI machines | If cancer tumours are found during MRI scan, pneumatic robot can take biopsy while patient is being scanned | Pneumatic device can be used in strong radiation or conditions where even small spark of electricity would cause serious hazard

#Cyclopharm | Nuclear medicine device | Patient breathing superheated radioactive, gas-like substance | Better lung imaging.| Detected pulmonary embolisms (blood clots) | Visualization of pulmonary ventilation | Chronic obstructive pulmonary disease (COPD) | Asthma | Long Covid.| Dry-carbon nano-particles irradiated with isotope technetium-99 | Particles are 150 nano-metres | Heating carbon crucible to 2,700 degrees Celsius | Only three to four breaths required | Gas works as imaging agent | Computed tomography (CT) camera | Nanoparticles have six-hour radioactive life | Technegas images fine alveoli, where oxygen and blood mix | Technegas suitable to pregnant, to those having poor kidney function or who are allergic to imaging agents | Device is fully reimbursed, stand-alone | Technegas generator

#perplexity.ai | AI-powered research and conversational search engine | Answers queries using natural language processing | Provides citations within its responses | Free version utilizing its own large language model | Perplexity Pro offers access to advanced models like GPT-4, Claude 3, Pro includes file analysis for PDFs, CSVs, and images

#SIKO | Magnetic sensor | Max. resolution 0.4 μm | Works with MB200/1 magnetic tape, MR200 magnetic ring, MBR200 magnetic tape ring | Reading distance ≤1 mm | IP67 protection class | Optionally with reference point R or flexible reference marks FR | Interface LD | Interface RS485 with Panasonic or Yaskawa protocol

#Life360 | Family safety and location sharing app

#Wilhelmsen | Smart Rope | Measuring unit embedded within Timm Master rope | Making mooring operations safer and more efficient | Improving longevity for ropes | Unit transmits key tension, time and temperature information via wireless communication to command module on bridge | New mooring lines can be ordered and delivered when needed, not based on arbitrary schedules | Bridge sees tension in each of their mooring lines via app | Reduced life span if mooring ropes are used to manoeuvre out of port | Lack of insight into rope usage leads to inefficient replenishment | Visual inspections are not sufficient to determine if ropes are deteriorating faster than expected

#BrainChip | Ultra-low power, fully digital, event- based, brain-inspired AI | Low power acceleration co-processor | Enabling very compact, ultra-low power, portable and intelligent devices | Accelerates limited use case-specific neural network models | SDK for rapidly developing and deploying AI applications for Edge | Support for models created with TensorFlow/Keras and Pytorch | Event-based compute platform ideal for early detection, low-latency solutions | Development contract from Air Force Research Laboratory (AFRL) on neuromorphic radar signaling processing technologies | Mapping Complex Sensor Signal Processing Algorithms onto Neuromorphic Chips | Improving cognitive communication capabilities on size, weight and power & cost (SWaP-C) constrained platforms such as military, spacecraft and robotics | Embedding sophisticated radar processing solutions in SWaP-C constrained radar platforms | Low-power, high-performance computing in the most mission-critical use cases | Hardware and AI model using Temporal Enabled Neural Network (TENNs) model

#Amplia Therapeutics Ltd | 66,000 pancreatic cancer cases diagnosed 2023 in USA with 50,000 deaths, US$6 billion for treatment | AMP-945 (narmafotinib) | Focal Adhesion Kinase (FAK) inhibitor | AMP-945 suppresses bodily agent suspected of aiding and abetting the spread of tumors and fostering fibrosis | AMP-945 removes tumor protective shields, rendering tumours more responsive to chemotherapy | Trial for advanced metastatic or non-resectable (inoperable) pancreatic cancer | Pancreatic cancer | Ovarian cancer

#AccuWeather | Provides data on weather and its impact

#Flow Robitics | Pipetting robot | Designed to simplify and automate repetitive manual pipetting tasks

#Ouster | BlueCity | Powering Lidar-Enabled Smart Traffic Solution | Traffic management solution in Chattanooga, Tennessee | Improvung roadway safety | Reducing congestion.| BlueCity solution to over 120 intersections | Combining digital lidar sensors and edge AI at each intersection | Managing traffic flow | Detecting and analyzing safety incidents | Providing detection for vehicle-to-everything (V2X) communications | Advanced perception software from Ouster | Lidar-powered smart traffic network | Optimizing traffic signal management on roads and intersections | Providing data to improve pedestrian safety | Intelligent signal actuation at intersections | Generating analytics data stream to traffic operators | Creating real-time 3D digital traffic twin of an intersection or road | Automating data collection in the cloud | Monitoring road events more accurately for vehicles, pedestrians and cyclists | Quick safety interventions | Long-term planning optimizations | Deep learning AI perception | Object classification | Object detection | Traffic actuation | Near-miss detection | Outside of crosswalk events | Red light running | Wrong-way driving | Southern Lighting & Traffic Systems | Center for Urban Informatics & Progress (CUIP) | University of Tennessee Chattanooga Research Institute (UTCRI) | Certified lidar traffic solution with Buy America(n) lidar

#XOCEAN | Unmanned surface vessels (USVs) for ocean data collection | Environmental monitoring | Seabed mapping | Offshore infrastructure surveys | Marine research

#Robotics & AI Institute | Collaborates with Boston Dynamics | Developed jointly Reinforcement Learning Researcher Kit for Spot quadruped robot | Developing sim-to-real for mobility | Transferring simulation results to real robotic hardware | Bridging sim-to-reality gap | Training policies generating a variety of agile behavior on physical hardware | Trying to achieve novel, robust, and practical locomotion behavior | Improving whole body loco-manipulation | Developing robot capability to manipulate objects and fixtures, such as doors and levers, in conjunction with locomotion significantly enhancing its utility | Exploring new policies to improve robustness in scenarios | Exploring full-body contact strategies | Exploring high-performance, whole-body locomotion and tasks that require full-body contact strategies, such as dynamic running and full-body manipulation of heavy objects, necessitating close coordination between arms and legs | Aiming to utilize reinforcement learning to generate behavior during complex contact events without imposing strict requirements | Develop technology that enables future generations of intelligent machines | Streamlining processes for robots to achieve new skills | Developing perception, situational understanding, reasoning, cognitive functions underpinning robot abilities and combining them with advances in their physical capabilities | Conducting research in four core areas: cognitive AI, athletic AI, organic hardware design, and ethics related to robotics

#UC Berkeley, CA, USA | Professor Trevor Darrell | Advancing machine intelligence | Methods for training vision models | Enabling robots to determine appropriate actions in novel situations | Approaches to make VLMs smaller and more efficient while retaining accuracy | How LLMs can be used as visual reasoning coordinators, overseeing the use of multiple task-specific models | Utilizing visual intelligence at home while preserving privacy | Focused on advancements in object detection, semantic segmentation and feature extraction techniques | Researched advanced unsupervised learning techniques and adaptive models | Researched cross-modal methods that integrate various data types | Advised SafelyYou, Nexar, SuperAnnotate. Pinterest, Tyzx, IQ Engines, Koozoo, BotSquare/Flutter, MetaMind, Trendage, Center Stage, KiwiBot, WaveOne, DeepScale, Grabango | Co-founder and President of Prompt AI

#Milestone Aviation | AerCap subsidiary | Helicopters from Airbus, Bell, Leonardo, Sikorsky | Mission configuration for oil and gas, search and rescue, emergency medical services, aerial firefighting | Lease agreements with UNI-FLY for three Leonardo AW169 helicopter | Developing S-92A fire fighting capability in collaboration with Helitak

#Mantle8 | Natural hydrogen exploration using cutting-edge technology | Combining geophysics, geochemistry, and seismic data to locate hydrogen reservoirs | AI-based predictive models, imaging systems for subsurface deposits, and gas composition measurement technologies | Seed funding from Kiko Ventures and Breakthrough Energy Ventures Europe (BEV-E), led by Bill Gates, to scale its operations and run pilot projects | https://mantle8.com/

#MemryX | AI Accelerator Module | Install system software, MemryX SDK, MemryX board | Compile AI model(s) making executable file | Send data & receive results using APIs for AI processing | Up to 6 TFLOPs (1GHz) per chip | Up to 16-chips (96 TOPS/TFLOPs) can be interconnected | Activations: bfloat16 (high accuracy) | Weights: 4 / 8 / 16 bit | Batch = 1 | 10.5M 8-bit parameters (weights) per chip | PCIe Gen 3 I/O | USB 3 interface | 0.6-2W per chip av power | Smart compiler: optimized and automated AI mapping to MemryX hardware | Powerful APIs: Python and C/C++ low and mid-level APIs for AI integration | Runtime: driver and firmware to support Windows or Linux distributions | Bit Accurate simulator: accurately testing models even without MemryX hardware