/The deep tech ecosystem
//Infrastructure & climate tech

Infrastructure & Climate Tech

Climate and infrastructure innovations in low-carbon energy, smart city technologies, and next-generation materials are transforming our built environment, making it more resilient and sustainable.

A surreal landscape with tall, towering cylindrical structures covered with plants. The ground is covered with lush, small green tufts and a distant view of mountains beneath a cloudy sky.
A partially constructed building with scaffolding is surrounded by trees. Two yellow construction cranes are working on the structure, with a forested area visible in the background under a soft, misty sky.
A large array of solar panels glistens under a cloudy sky, set against the backdrop of green, forested hills and mountains.
A river with a blue-green water flowing through a desert.
A lush green landscape with rolling hills and steam rising from a geothermal plant. A metal pipeline snakes through the grass, leading towards the steaming facility in the distance under a clear blue sky.
A satellite image showing swirling patterns of clouds over a vast green landscape, depicting weather activity. To the right, some large water bodies are visible, contrasting with the dense green areas.
Aerial view of a series of large, rectangular water treatment ponds with green water. The ponds are separated by walkways and surrounded by open fields.
Symmetrical view of a clean, empty subway platform with green and yellow trains on both sides, under bright fluorescent lighting. The platform features a central pillar and yellow tactile paving along the edges.
//infrastructure & Climate tech

Imbuing our creations with the resilience and adaptability of life itself

From smart cities to revolutionary transportation systems, from low-carbon energy to cutting-edge climate technologies, we're engineering a world that's not just resilient, but regenerative. These innovations are redefining our relationship with the environment, creating infrastructure that's intelligent, adaptive, and aligned with our planet's needs.

As we push the boundaries of what's possible in urban design, energy production, and resource management, we're laying the foundation for a more sustainable and interconnected global ecosystem.

Smart Cities
Solar Power
Land Regeneration
Water Management
Geothermal Energy
Decarbonization
Waste Solutions
Elemental Energy
Climate Intelligence
Transportation
The Smart Grid
Ocean Tech
Recycling Solutions
Energy Storage
Land Use
Solar Power
/deep tech ecosystem
/category 003: infrastructure & climate tech

Infrastructure

Coordinating dynamic systems for resource-efficient habitats.

Aerial view of a series of large, rectangular water treatment ponds with green water. The ponds are separated by walkways and surrounded by open fields.
A partially constructed building with scaffolding is surrounded by trees. Two yellow construction cranes are working on the structure, with a forested area visible in the background under a soft, misty sky.
A cityscape featuring tall, green-tinged skyscrapers surrounded by lush trees under a partly cloudy sky at sunset. The buildings reflect the warm hues of the sky, creating a serene and modern urban scene.
Symmetrical view of a clean, empty subway platform with green and yellow trains on both sides, under bright fluorescent lighting. The platform features a central pillar and yellow tactile paving along the edges.
Overview

We’re developing dynamic infrastructure, blending digital innovation with ecological insights, to prioritize resilience, intelligence, and adaptability in our constructions and resource governance.

Subsectors

Smart city technologies integrate information and communication technology and various physical devices connected to the IoT to optimize the efficiency of city operations and services. It encompasses a wide range of applications, including traffic management systems, smart lighting, and energy-efficient buildings.

Water management technology focuses on the efficient and sustainable use of water resources. Technologies such as AI and machine learning are increasingly used for predicting water demand, managing supply, and optimizing water distribution networks. The aim is to ensure safe and reliable water access, reduce waste, and support sustainable water resource management practices.

Waste solutions and recycling technologies are pivotal in managing waste, minimizing landfill use, and promoting recycling and reuse. Smart waste management systems utilize sensors to optimize collection routes and schedules.

Transportation technologies are fundamentally about increasing efficiency, reducing environmental impact, and improving the accessibility of transit systems. Key innovations include adoption of electric and autonomous vehicles, intelligent public transportation systems, and micromobility.

Solutions Being Built
Smart Cities

Sustainable infrastructure such as carbon-negative road products that use recycled road materials and wood-based polymers to reduce reliance on heavy oil-based materials

AI-powered energy management platforms that utilize data, algorithms, and cloud infrastructure to monitor and optimize building energy consumption

Parking management solutions that automate permit issuance, violation handling, and enforcement, and provide a platform for individuals to list, find, and book parking spaces

Transit network management and optimization platforms that help transit agencies and cities strengthen mobility by managing transit networks, identifying issues, and providing real-time updates and fixes for passengers

AI-based video solutions for traffic analytics that forecast road traffic and car park occupancy, analyze traffic flow, and collect data from intelligent cameras

Smart city data integration platforms that collect and integrate data from various sources, including government databases, connected devices, and private sector studies, to aid officials in decision-making

Predictive analytics for urban planning that calculate an area's quality of place using multiple features to optimize cities for walkability, livability, equity, and sustainability

Water Management

Nanomembranes for water purification that can desalinate salty water, purify polluted water, and enable companies to recycle and reuse water in industrial processes

Remote water infrastructure management platforms that provide remote and secure monitoring and control of water infrastructure, offering real-time visibility, hydraulic modeling, predictive analytics, and digital twin technology for water network performance

Intelligent leak detection systems that use ML to detect and prevent leaks at their source, employing signal processing, auto-shutoff valves, and IoT for monitoring water flow and anomalies

Real-time water analysis tools such as portable testing kits that use genetically engineered bacteria to detect heavy metals such as arsenic, iron, manganese, and acidity to ensure water quality

Stormwater management systems that help municipalities and industrial facilities track and prevent stormwater pollution and flooding using sensors for water depth, temperature, and velocity, along with data on weather conditions

Flood hazard mapping solutions that provide flood maps, catastrophe maps, terrain data, and hydrodynamic modeling to simulate various flood scenarios, assisting engineers

Wastewater analytics platforms that utilize AI, robotics, and sensors to monitor the health of wastewater infrastructure and waterways, aiding in disease spread monitoring and infrastructure maintenance

Waste Solutions & Recycling

Disposal solutions for nuclear waste that include using deep boreholes in Earth’s crust and the recycling of uranium for nuclear applications

Nuclear decommissioning solutions that use robotics technology for the safe and efficient decommissioning of nuclear facilities

Recycling automation solutions that incorporate robotics, computer vision, and ML to automate the sorting and classification of recyclable materials, provide waste tracking, and offer real-time waste composition analysis

Solutions that transform mineral waste and associated by-products into sustainable construction materials, reducing waste and promoting eco-friendly building materials

Smart waste management platforms that digitize waste management processes using AI and ML, including contract management, pricing, invoicing, and billing

Sewer infrastructure management platforms that utilize computer vision to assess underground sewer infrastructure, helping cities and utilities to manage their sewer systems more effectively

Large-scale recycling solutions for lithium-ion batteries that also include refining and remanufacturing metals and battery components

Transportation

Safety and automation software for micromobility devices that utilize computer vision, ML, and sensor fusion to enhance safety and functionality, including autonomous braking, speed limiting, rider alerts, pedestrian detection, crowd density monitoring, and proximity sensing

Smart EV fleet management tools that utilize AI for EV fleets to predict vehicle mileage, optimize routes using traffic and weather data, and manage deployments of EV fleets

Automated transport route and schedule testing solutions that allow urban planners to simulate transportation scenarios, visualize access gaps, and optimize schedules for proposed routes

Multimodal trip planning apps that offer real-time information for buses, trains, ride-sharing, bikeshares, and scooters to help users plan their trips using various modes of transportation

Electric vertical takeoff and landing aircraft (eVTOLs) with features such as long-range regional and urban transportation solutions, private air travel options powered by sustainable alternative fuels, and eVTOLs designed for short commutes of approximately 20 miles

Supersonic passenger airplanes with potentially net-zero carbon flights

Autonomous underground logistics systems that deliver consumer goods to cities

Hydrogen-powered commercial flights with hydrogen fuel cell powertrains that promise net-zero carbon air travel

Mathematics

Differential Equations, Structural Dynamics, Fluid Dynamics, Linear Algebra, Topology, Network Theory, Graph Theory, Statistics, Probability, Reliability Analysis, Numerical Analysis, Operations Research, Scheduling, Discrete Mathematics, Finite Element Analysis, Optimization Theory.

Interdisciplinarity

Civil Engineering, Environmental Engineering, Electrical Engineering, Mechanical Engineering, Information Technology, Telecommunications, Geotechnical Engineering, Urban Planning, Materials Science, Robotics and Automation, IoT, AI and ML, GIS, Sensors and Monitoring Technology, Big Data Analytics.

Careers

GIS Analysis; Sustainability Analysis; Quality, Analysis, & Testing; Systems Engineering; Software Engineering; Cybersecurity Engineering; Data Science; Data Analysis.

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/category 003: infrastructure & climate tech

Energy

Harnessing renewable flux for energy abundance.

A close-up shot of green and yellow streaks of light creating dynamic, flowing patterns. The light forms sharp, elongated lines on a dark background, conveying a sense of motion and energy.
A large array of solar panels glistens under a cloudy sky, set against the backdrop of green, forested hills and mountains.
A lush green landscape with rolling hills and steam rising from a geothermal plant. A metal pipeline snakes through the grass, leading towards the steaming facility in the distance under a clear blue sky.
Streaks of green and white light representing the flow of energy. The background is softly blurred, enhancing the vividness and freshness of the green hues. Light reflects off the streams, creating a sparkling effect.
Overview

We’re harnessing particles, waves, heat, and atomic forces to shift towards energy abundance, ensuring every stage, from generation to consumption, is optimized across an intelligent grid.

Subsectors

Renewable and low-carbon energy sources include solar, wind, geothermal, and elemental. Solar and wind are relatively mature and have seen widespread deployment globally. The focus now is primarily on iterative optimization, placement strategies, and scalability. While geothermal energy is also considered mature, its application is geographically limited to areas with accessible underground heat sources, making the detection of such sites important. Nuclear, or elemental, energy is at the forefront of innovation within the low-carbon energy sector, with significant developments aimed at making it safer, smaller, more economical, and more flexible.

The smart grid facilitates two-way communication between utility providers and consumers, enabling real-time monitoring, advanced metering infrastructure, demand response initiatives, and the integration of renewable and distributed energy sources and energy storage solutions. Smart grids support the dynamic optimization of grid operations and the maintenance of the balance between electricity supply and demand.

Energy storage technologies help to address the intermittency and variability of renewable energy sources. They allow for the capture of excess energy produced during peak production times for use during periods of low production or high demand. Key technologies include batteries, thermal storage, and pumped hydro storage.

Solutions Being Built
Solar

Energy generation optimization engines that use AI and ML with digital twin technology to provide health analysis, operation insights, failure detection, and power prediction

Cloud-based solar plant management systems for optimizing the efficiency of solar plant operations with AI that monitors live data from solar plants, including current, voltage, and weather data, to predict and prevent downtime disruptions, detect faults, and optimize ROI

Drones for solar farm monitoring, equipped with AI for identifying and predicting solar farm outages

Lifecycle management software for solar farms that provides support and analytics during the financing, construction, and operation of solar farms

Solar analytics and anomaly detection platforms that identify, classify, and prioritize anomalies using digital twin technology

Aerial image analysis for solar installation that leverages ML and satellite data to optimize solar installation projects and designs, including floating solar installations

IoT-enabled solar site monitoring that continuously collects data on solar sites and validate solar system performance, collecting data to improve performance forecasts with ML

Wind

Smart control and optimization for wind turbines that uses AI and sensors to provide alerts for wind gusts and wind changes, increasing energy production and extending turbine life

Wind asset management and optimization tools that optimize wind turbine operations, assess plant performance, and maximize energy production

Floating wind farms constructed on large scales and deployed in deep water areas

AI and analytics solutions for turbine blade maintenance that classify turbine blade damage and provide predictive maintenance suggestions

Comprehensive turbine risk monitoring solutions that use AI to cover identify turbine risks such as performance risks, maintenance risks, and operational risks

Wind generation forecasting solutions that utilize meteorological data and mathematical techniques for handling weather-related variables to forecast generation output.

Geothermal

Geothermal energy generation solutions that drill deep wells and pump water into them, heating the water deep in the earth before returning it to the surface and converting it to electricity using turbines

Reservoir characterization and de-risking solutions that use seismic and multiphysics data modeling, inversion, and integrated interpretation to analyze geothermal reservoirs and characterize them for drilling and production

Geothermal power plant development technologies such as the design and manufacture of power generating equipment for geothermal and recovered energy power plants

Geothermal data analytics and services that provide data-informed development approaches for geothermal projects

Geothermal exploration technologies that utilize data science and geoscience to improve discovery and development processes, such as forecasting generating capacity using historical data, sensing technology, and machine learning

Advanced geothermal drilling technologies that utilize millimeter drilling systems to access heat at great depths and temperatures

Elemental

Portable, zero-emissions microreactors that use a helium coolant and are sized in the range of a shipping container, capable of producing power for extended periods and geared toward reducing reliance on diesel generators for consumers and the military

Advanced fusion energy from the fusion of deuterium and tritium to generate helium and neutrons

Advanced nuclear reactor designs such as molten chloride fast reactors, small modular nuclear reactors, and liquid fluoride thorium reactor technology

Fusion power devices based on magnetized target fusion or inertial confinement fusion utilizing pulsed power machines for compression

Nuclear waste management solutions such as those using directional drilling technology, and drilling into stable rock formations for long-term storage of nuclear waste

Nuclear facilities services such as decommissioning of retired facilities, used fuel management, specialized packaging for nuclear materials, and uranium mining, conversion, and enrichment

Micro-fusion reactors for space that can potentially power small spacecraft for deep space missions

The Smart Grid

Energy management software for utilities and customers with features such as demand-side management, energy analytics, utility personalization, home energy management, customer engagement, program enrollment, and load flexibility built using data science and behavioral science

Electric vehicle integration solutions that use software and ML to help utilities find EV drivers, analyze charging patterns, and enroll them in EV programs

Real-time grid control systems that aim to improve the reliability and output of the renewable energy grid by combining real-time grid data with AI to manage distributed energy resources (DERs)

Vegetation management solutions for grid reliability that use satellite imagery and tree-level data in an attempt to prevent wildfires, reduce power outages, and optimize vegetation near transmission lines

Grid forecasting and operations solutions that utilize predictive analytics, ML, and grid modeling to enhance grid efficiency

Home energy management solutions that help consumer reduce energy consumption, save money, and enroll in demand response programs

Energy Storage

Grid-scale battery optimization and trading solutions that provide a trading platform for stored energy, utilizing AI and ML to transact the right amount of power at the right time in the right marketplace

Sustainable battery technologies such as Li-ion batteries manufactured with a lower carbon footprint

Mechanical energy storage technologies that store and release energy by raising and lowering a heavy weight, suitable for storing energy from renewable sources like solar, and can store at grid-scale

Battery recycling and sustainable lithium production solutions that use electrochemical technology to produce clean and sustainable lithium, and recycle lithium batteries

Long-duration energy storage solutions such as ion-air batteries potentially capable of storing electricity for 100 hours

Nano-composite silicon anodes that increase energy density, which extends range and shortens charge time for electric vehicles

High-performing solid state batteries that can be used in a range of vehicles, from eVTOLs to fleet vehicles

Mathematics

Differential Geometry, Partial Differential Equations, Stochastic Processes, Optimization Theory, Convex Optimization, Global Optimization, Graph Theory, Numerical Methods, Statistical Mechanics, Complex Systems Theory, Game Theory, Signal Processing.

Interdisciplinarity

Nuclear Engineering, Physics, Electrical Engineering, Chemical Engineering, Mechanical Engineering, Environmental Science, Material Science, Thermal Engineering, Computer Science, Civil Engineering, Geoscience, Aerospace Engineering, Robotics, AI & ML, Nanotechnology, Hydrology.

Careers

Quality, Analysis, & Testing; Systems Engineering; Software Engineering; Cybersecurity Engineering.

/deep tech ecosystem
/category 003: infrastructure & climate tech

Climate Tech

Synthesizing earth systems information to catalyze planetary resilience.

A satellite image showing swirling patterns of clouds over a vast green landscape, depicting weather activity. To the right, some large water bodies are visible, contrasting with the dense green areas.
A group of delicate, translucent jellyfish with glowing green and yellow hues drift through an underwater scene. The soft focus creates a dreamy, ethereal effect, highlighting the jellyfish's tentacles and bell shapes against the deep blue-green water.
A surreal landscape with tall, towering cylindrical structures covered with plants. The ground is covered with lush, small green tufts and a distant view of mountains beneath a cloudy sky.
A river with a blue-green water flowing through a desert.
Overview

Through efforts ranging from decarbonization to harnessing the power of stratospheric data, climate tech is connecting the dots between our knowledge and stewardship of Earth’s resources, providing innovative pathways for mitigation, adaptation, and ecological regeneration.

Subsectors

Innovations in land use and regeneration span from regenerative agricultural practices that enhance soil health and carbon sequestration to advanced techniques for reforestation and carbon offsetting. These endeavors aim to harness the power of nature to both mitigate emissions and restore ecosystems, aligning agriculture and land management with climate-friendly practices.

Decarbonization is another pivotal technology which can be found throughout a multitude of sectors. From the development of low-carbon fields and renewable energy sources to carbon capture and utilization technologies, the pursuit of carbon neutrality is driving innovations that reduce emissions across industries, especially in energy production, manufacturing, and transportation. 

Climate intelligence is producing solutions ranging from real-time weather forecasting and ocean monitoring to carbon tracking and emissions reduction strategies. These technologies encompass data-driven solutions for understanding, predicting, and mitigating climate-related risks. 

Ocean tech is playing an increasingly vital role in preserving and restoring marine ecosystems. Innovations in this subsector include ocean health monitoring, sustainable aquaculture practices, and renewable energy generation from ocean resources.

Solutions Being Built
Land Use & Regeneration

Regenerative agricultural software that allows companies to forecast, model, monitor, verify, and report on regenerative farming practices

Aerial seeding solutions that use drones powered by ML to restore large-scale ecosystems by dropping seeds on charred land

Regenerative forestation platforms for monitoring forests using AI, LiDAR, radar, satellite imagery, and field plots to build datasets for verifying outcomes of reforestation efforts

AI solutions for wildfire detection and prevention that use computer vision and deep learning for real-time detection, classification, and verification of wildfire events

Forest management solutions that use drones with LiDAR sensors for forest mapping, inventory, and data analytics to estimate carbon capture and timber value, monitor deforestation, and forecast growth

Ecosystem data analytics solutions that combine various data sources (LiDAR, radar, imagery) with ML to estimate forest carbon storage, forecast future storage, and compare nearby areas for carbon projects

Ecosystem restoration planning software that aids in decision-making and resource allocation for land and ecosystem regeneration

Decarbonization

Carbon transformation and utilization processes that use renewable energy to break down CO2 and transform it into critical chemicals, materials, and fuels

Direct air capture (DAC) technologies that use electricity to separate CO2 from the air and convert it to various materials, such as for agricultural uses in greenhouses

Synthetic fuel production using a carbon-neutral process that yields commercially viable fuels like jet fuel and zero-net carbon gasoline

Carbonization machinery for waste upcycling that converts biomass, sewer sludge, and other waste into biochar and fertilizing substances

Carbon footprint tracking and monitoring solutions that utilize satellites to provide tools for estimating and monitoring greenhouse gas emissions

Lab-grown diamonds from captured carbon produced using renewable energy and air-captured carbon to convert CO2 into CH4

Genetic engineering of trees to create breeds that capture increased amounts of carbon, can accumulate more metals in their roots and stems, and can grow in degraded lands with high concentrations of heavy metals

Carbon mineralization technologies that use captured carbon to create bricks made of minerals

High-temperature CO2 capture in industrial applications that utilize liquid-phase metals to capture CO2 at high temperatures in industrial process such as those for concrete, steel, and hydrogen production

Carbon removal technologies that utilize captured carbon in the production of cement, reducing its carbon footprint

Climate Intelligence

Environmental data and emissions monitoring platforms for collecting, analyzing, quantifying, and visualizing asset-level environmental risks and emissions profiles

Climate resilience forecasting solutions that leverage data and AI to provide short- and long-term forecasts for climate resilience in operations and supply chains

Climate and crop analytics platforms that measure, predict, and mitigate climate risks to agriculture with weather monitoring, temperature, rainfall, humidity, and wind speed data

Space-based weather forecasting systems that use weather radar satellites and AI-driven forecast models

Energy project management software for identifying, designing, and maintaining energy-efficient improvements in commercial buildings, analyzing energy use and its environmental impact

Climate risk analysis platforms with climate risk modeling solutions aimed at mitigating the effects of potentially catastrophic weather events using ML, cloud infrastructure, global climate models, historical datasets, and topological models

AI-powered climate intelligence platforms that automatically detect and quantify climate risks at the asset level by integrating climate data with expertise in earth science and ML

Decentralized platforms for environmental impact assessments that help local communities demonstrate, optimize, and monetize their environmental impact by utilizing open science, ML, and federated causal modeling tools to quantify and validate local project impact

Ocean Tech

Regenerative ocean farming tools such as digital farm design tools and community hubs for ocean farmers that focuses on replicating and scaling regenerative ocean farms

Ocean carbon offset and restoration solutions that utilize nature-based processes to store carbon in the deep ocean, such as sinking terrestrial biomass, growing kelp, and farming shellfish

Ocean sensing and exploration technologies that collect data and feed it into an ocean intelligence platform that maps real-time ocean metrics such as current, temperature, and weather to produce ocean weather forecasts and datasets

Wave energy conversion technologies that generate energy from ocean waves utilizing floaters to convert the rising and falling motion of waves into clean energy

Maritime emissions monitoring software and analytics platforms that help ships measure, report, and reduce emissions and fuel consumption using real-time data and emissions measurements to track, analyze, and improve emissions from ships and ports

Unmanned underwater vehicles equipped with complex subsea sensors, batteries, and robotics to collect high-resolution seabed imagery

Off-shore aquaculture farms that minimize the carbon footprint for farmed fish

Mathematics

Chaos Theory, Statistics, Probability, Dynamical Systems, Graph Theory, Stochastic Differential Equations, Multivariate Analysis, Nonlinear Optimization, Game Theory, Geospatial Analysis.

Interdisciplinarity

Environmental Science, Agricultural Sciences, Renewable Energy Engineering, Electrical Engineering, Marine Biology and Oceanography, Forestry and Land Management, Biotechnology, Remote Sensing and GIS, Atmospheric Sciences, Nanotechnology, and Synthetic Biology.

Careers

Statistical Quality Control; Automation Engineering; Quality, Analysis, & Testing; Systems Engineering; Software Engineering; Cybersecurity Engineering; Data Science.