https://www.type3innovations.com/research-blogs daily 0.75 2025-04-23 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1743539071894-1E4JY524YTAF7Y5Z18Z4/unsplash-image-yEQ9TOaL5FM.jpg https://www.type3innovations.com/research-blogs/are-we-alone-how-mars-ai-and-human-ingenuity-may-hold-the-answer monthly 0.5 2025-04-16 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1744841399366-VDCESMV3HXP5RKUHYCPB/unsplash-image-ZPOoDQc8yMw.jpg Research Blogs - Are We Alone? How Mars, AI, and Human Ingenuity May Hold the Answer - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.type3innovations.com/research-blogs/teaching-machines-to-think-a-journey-through-ai-ml-and-beyond monthly 0.5 2025-04-02 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/5f4dc5c3-41b4-4dc9-83a7-0bf192c6d6a4/Artificial+Intelligence+ML+Snapshot.png Research Blogs - Teaching Machines to Think: A Journey Through AI, ML, and Beyond - Make it stand out Figure 1. Artificial Intelligence ML Snapshot https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/94a44b7f-ef84-489d-9b76-a8415fc80f3d/Conceptual+Artificial%3ADeep+Neural+Network.png Research Blogs - Teaching Machines to Think: A Journey Through AI, ML, and Beyond - Make it stand out Figure 2. Conceptual Artificial/Deep Neural Network https://www.type3innovations.com/research-blogs/autonomous-navigation-for-rovers monthly 0.5 2025-04-02 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/b2cac7c3-e031-4d1c-a238-c577ab954e49/Figure+4.png Research Blogs - Autonomous Navigation for Rovers - Make it stand out Note. This image shows the remains of an ancient delta in Mars’ Jezero Crater, which NASA’s Perseverance Mars rover will explore for signs of fossilized microbial life (left) and This view of NASA’s Ingenuity Mars Helicopter was generated using data collected by the Mastcam-Z instrument aboard the agency’s Perseverance Mars rover. NASA/JPL-Caltech/ASU/MSSS (right) [53, 54]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/82c9542e-8020-4252-b320-a06b573c8498/Figure+5.jpg Research Blogs - Autonomous Navigation for Rovers - Make it stand out Note. Earth-Mars Comparison: This composite image, from NASA Galileo and Mars Global Survey orbiters, of Earth and Mars was created to allow viewers to gain a better understanding of the relative sizes of the two planets. JPL [49]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/258ec499-b62f-420b-b862-552f9d3ca230/Table1.png Research Blogs - Autonomous Navigation for Rovers - Make it stand out Note. A comparison between Earth and Mars. Key feature difference. Retrieved from NASA [64]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/41d6c93f-c800-4461-aaf2-3e5a053a45e6/Figure+6.jpg Research Blogs - Autonomous Navigation for Rovers - Make it stand out Note. This image shows the remains of an ancient delta in Mars’ Jezero Crater, which NASA’s Perseverance Mars rover will explore for signs of fossilized microbial life [55]. https://www.type3innovations.com/research-blogs/foreword-mars monthly 0.5 2025-04-02 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960441606-Z9OI0OLBWN9DJ1HBKZ3W/A-Puffer.jpg Research Blogs - Foreword Mars - A-PUFFER Status: Completed, 2020 Animal: Puffer Fish https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960442492-3B1XD3DE4Q33WW9W7GCD/DuAxel.jpg Research Blogs - Foreword Mars - DuAxel Status: In Development Animal: Spider https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960443477-42IRRUQ6731OK3DZYIBT/EELS-banana-Big-Bear.2e16d0ba.fill-768x432-c100.jpg Research Blogs - Foreword Mars - EELS Status: In Development Animal: Snake / Eel https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960605848-Y3TPANFXSXOYGL59OJMF/BRUIE_under_water_2.width-1600.png Research Blogs - Foreword Mars - BRUIE Status: In Development Animal: Fish https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960630820-1O0ADFWN5CYS2TK40FM1/husky-offset-websafe.jpg Research Blogs - Foreword Mars - NeBula-Husky Status: Completed, 2020 Animal: Husky https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960643921-0LFVUKU93SOQT81YY5WO/lemur-4legs.2e16d0ba.fill-768x432-c100.png Research Blogs - Foreword Mars - LEMUR 3 Status: In Development Animal: Lemur https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960663853-FDN0TCPZ3MQEEJX40MQ5/LLAMA.jpg Research Blogs - Foreword Mars - LLAMA Status: Completed, 2018 Animal: Llama https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960675532-QPFH7E3HRZSOIMB6D6LD/nebula-spot.jpg Research Blogs - Foreword Mars - NeBula-SPOT Status: In Development Animal: Dog https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960686164-HTU0I8PZQL6FMC7918GP/robosimian-cameras.2e16d0ba.fill-768x432-c100.jpg Research Blogs - Foreword Mars - RoboSimian Status: Completed, 2015 Animal: Gorilla https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960699115-OBFLDYDND506SJ0R27BC/rollocopter.2e16d0ba.fill-768x432-c100.jpg Research Blogs - Foreword Mars - Rollocopter Status: Completed, 2020 Animal: N/A https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1742960709493-0IJDGVSSUYTVL6GWSXWT/RoMan_hero.original.2e16d0ba.fill-768x432-c100.jpg Research Blogs - Foreword Mars - RoMan Status: Completed, 2020 Animal: Human https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/856e1b55-62f6-4ad6-9763-9da66d523773/Rover-Drone+Swarm.png Research Blogs - Foreword Mars - Figure 1 - Rover Drone/Swarm Conceptual Rover/Drone Swarm Design – Canva. https://www.type3innovations.com/research-blogs/circumnavigating-the-planetary-rover-communications-delay-between-mars-and-earth-an-artificial-intelligence-approach monthly 0.5 2025-04-02 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/37d3045e-c27a-4f98-9342-198f443756f5/NASA-DSN.jpg Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 1. NASA's Deep Space Network (DSN) [3]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/4ec46350-c793-45d7-9fbf-74d1b6fddea1/Mars-Perseverance-Rover.jpg Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 2. Mars Perseverance rover [7]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/f326b175-96f2-409d-b980-67809f806282/Mars-Perseverance-Rover-Tech.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 3: Mars Perseverance On board Technologies [8][9][10][11][12][13][14]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/152795ab-0b65-4ac6-b2f4-a0fa84d76f6e/Maps.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 4. Height Map (Top Left), Gradient Map (Top Right), Rover Kernel (Bottom Left), Cost Map (Bottom Right) [19]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/7494fb38-859a-48f6-9724-f27baaf69bc4/Equations+1+and+2. Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/4956ca30-3b2b-4d84-a8ef-8c029f8ae10e/Equation+3. Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/736e5efe-b28a-4844-8830-f67872f5063c/Equation+4. Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/b5423526-31fc-416b-9924-36c2c6c8ffdc/ENav-Map.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 5. A view of the ENav simulation environment [19]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1743052308853-EVDFUX5ZP7CL518M8SJ2/Success-Rate-Graph.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 6. Success Rate measured across multiple experiments. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1743052308709-4T1JCR129TARIRH3I0DT/Path-Inefficiency-Graph.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 7. Path Inefficiency measured across multiple experiments. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1743052307790-IQAXOXK6FVC03WRUI1DZ/AVG-ACE-Eval-Graph.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 8. Average Number of ACE Evaluations measured across multiple experiments. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1743052307800-ZLKV0AGVSOM6LBCZOTAC/Overthink-Rate-Graph.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 9. Overthink Rate measured across multiple experiments. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/47488a90-a2e6-4ed4-abc5-0be437065f3b/Rover-Ingenuity-Trade-Off.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 10. Shows the trade-off between higher and lower altitude [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/28969ab5-51fd-4ba0-a68c-08c50b847ac3/Terrain-Reconstruction.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 11. Is a 3D reconstruction example. Left: rectified reference image from UAS flight; Right: reconstructed range image (warm colors are closer to the camera) [22]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/d3db30e2-09ab-49a5-b398-283a45088e10/Resolution_Layers.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 12. Reconstructed Map resolutions for different layers. Blue: base layer; Green: consecutive layers store residuals. Colored squares in each layer cover the same ground [22]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/1a3219c6-6bf7-4796-85c3-5bb0e56b12a7/Resolution-Reconstruction.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 13. Map extraction at different resolutions [22]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/829c1d94-9f07-45f3-b096-ab27fedca7f4/HiRISE-Images.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 14. Shows and represents the Mars terrain for a given location, taking by The High-Resolution Imagining Experiment (HiRISE) [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/094e2acd-5768-40c6-9c79-a8ae3d258e18/Path-Planning-Map.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 15. Represents the where-to-map and iterative Perseverance rover path result between the Ingenuity’s high-resolution and low-resolution cameras [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/85305b21-5d09-401a-92f0-04e639ec68e1/High-Resolution+Updates Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Table 1. High-Resolution Updates based on results from [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/5d8b7ecb-23c3-489f-9125-0405be9a4524/Low-Resolution+Updates Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Table 2. Low-Resolution Updates based on results from [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/63461ab2-592a-4562-9aa1-7fba2669cf76/Equation+5 Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/12d8ae89-4491-4873-a283-c9852f88302d/Reduction+Rates+in+Monte+Carlo+Simulation+Result Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Table 3. Reduction Rates in Monte Carlo Simulation Result [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/3733ec52-60ef-45c0-bdfd-ef279a18220e/Terrain-Planning-Map.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 16. Monte Carlo Simulation results with different initial starting points for the Perseverance rover [20]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/50386f0f-1512-4d85-97f9-6376ccba6b8d/Simulated-Flight-Enviornments.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 17. Represents the simulated flight environment [22] (a): Simulated UAS over Mars Vitoria (b): Current navigation camera image with overlaid tracked features (c): Current reference point (d): Past view (e): Height map generated from stereo disparity map (f): Aggregated elevation map (g): Landing site map https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/09116ecd-40f7-4db6-b46f-0bd352c56943/Random-Sized-Rock-Terrain.png Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Figure 18. (a): The 3D constructed map from the randomly sized and placed rocks on a flight plane (green being safe and red being hazardous); (b): Rock detection rates using random rock distribution [22]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/e65ece23-7e58-4563-9586-c700ebd15358/Average+Number+of+Packets Research Blogs - Circumnavigating the Planetary Rover Communications Delay Between Mars and Earth; An Artificial Intelligence Approach - Make it stand out Table 4. Average Number of Packets with Multi-Objective Performance Above 0.56 [23] https://www.type3innovations.com/research-blogs/better-weather-predications-using-artificial-intelligence-machine-learning-and-artificial-neural-networks monthly 0.5 2025-04-01 https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/be33ad96-fd79-4802-895c-16eb31127e2b/Figure+1.png Research Blogs - Better Weather Predications Using Artificial Intelligence, Machine Learning, and Artificial Neural Networks - Make it stand out Figure 1. Resolution showing a horizontal grid spacing of 2.5 km (left), 7.5 km (middle) and 80 km (right) (Finnish Meteorological Institute, 2009. Finnish Wind Atlas [13.6.2019]) [6]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/7631b0e7-c86b-4871-8425-003d1e508f42/Figure+2.png Research Blogs - Better Weather Predications Using Artificial Intelligence, Machine Learning, and Artificial Neural Networks - Make it stand out Figure 2. Machine learning methods categorization [16]. https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/ac6b07ed-9386-4e50-8e1c-1cf0bd672cc8/Figure+3.png Research Blogs - Better Weather Predications Using Artificial Intelligence, Machine Learning, and Artificial Neural Networks - Make it stand out Figure 3. Picture of a Mini-AWS https://images.squarespace-cdn.com/content/v1/659f5eec7e94cc7c76b91bdc/6066e949-f14b-4d1c-917b-14c3b368549e/Figure+4.png Research Blogs - Better Weather Predications Using Artificial Intelligence, Machine Learning, and Artificial Neural Networks - Make it stand out Figure 4. Top: Z500 from analysis on 1 March 2017 that is used as initial conditions for forecasts. Middle: Z500 for the analysis on 2 March for reference (left) as well as the local network and the global network configurations 1 day into the forecast (middle and right). Bottom: difference between Z500 for the analysis on 1 and 2 March (left) as well as the difference between initialization and after 24h for the local and the global network configuration (middle and right). 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