Single Transit Detection In Kepler With Machine Learning And Onboard Spacecraft Diagnostics – Astrobiology – Astrobiology News
Best-fit transit models for all 8 of the visible transits within Kepler of KOI 1271.01. Overlaid with the models is a scatter plot of the normalized flux values for the 4-day window with the associated error bars given by Kepler. The models were found using EXOPLANET, and the only parameter that was fit for was the time of center transit. The title of each subplot is the epoch number along with the best-fit time of the transit center. We fit the models over a 4-day range around the predicted time of transit using the ephemeris of KOI 1271.01. Therefore, the location of the transit within the window gives a hint of the order of magnitude of the epochs TTV. astro-ph.EP
Exoplanet discovery at long orbital periods requires reliably detecting individual transits without additional information about the system. Techniques like phase-folding of light curves and periodogram analysis of radial velocity data are more sensitive to planets with shorter orbital periods, leaving a dearth of planet discoveries at long periods.
We present a novel technique using an ensemble of Convolutional Neural Networks incorporating the onboard spacecraft diagnostics of Kepler to classify transits within a light curve. We create a pipeline to recover the location of individual transits, and the period of the orbiting planet, which maintains >80% transit recovery sensitivity out to an 800-day orbital period.
Our neural network pipeline has the potential to discover additional planets in the Kepler dataset, and crucially, within the -Earth regime. We report our first candidate from this pipeline, KOI 1271.02. KOI 1271.01 is known to exhibit strong Transit Timing Variations (TTVs), and so we jointly model the TTVs and transits of both transiting planets to constrain the orbital configuration and planetary parameters and conclude with a series of potential parameters for KOI 1271.02, as there is not enough data currently to uniquely constrain the system.
We conclude that KOI 1271.02 has a radius of 5.32 0.20 R and a mass of 28.940.230.47 M. Future constraints on the nature of KOI 1271.02 require measuring additional TTVs of KOI 1271.01 or observing a second transit of KOI 1271.02.
Matthew T. Hansen, Jason A. Dittmann
Comments: 23 pages, 23 figures, submitted to AJ Subjects: Earth and Planetary Astrophysics (astro-ph.EP); Instrumentation and Methods for Astrophysics (astro-ph.IM); Machine Learning (cs.LG) Cite as: arXiv:2403.03427 [astro-ph.EP] (or arXiv:2403.03427v1 [astro-ph.EP] for this version) Submission history From: Matthew Hansen [v1] Wed, 6 Mar 2024 03:16:47 UTC (1,474 KB) https://arxiv.org/abs/2403.03427 Astrobiology,
Explorers Club Fellow, ex-NASA Space Station Payload manager/space biologist, Away Teams, Journalist, Lapsed climber, Synaesthete, NaVi-Jedi-Freman-Buddhist-mix, ASL, Devon Island and Everest Base Camp veteran, (he/him)
Originally posted here:
Single Transit Detection In Kepler With Machine Learning And Onboard Spacecraft Diagnostics - Astrobiology - Astrobiology News
- Optimization of wear parameters for ECAP-processed ZK30 alloy using response surface and machine learning ... - Nature.com - April 22nd, 2024 [April 22nd, 2024]
- Machine learning approach predicts heart failure outcome risk - HealthITAnalytics.com - April 22nd, 2024 [April 22nd, 2024]
- Practical approaches in evaluating validation and biases of machine learning applied to mobile health studies ... - Nature.com - April 22nd, 2024 [April 22nd, 2024]
- Application of power-law committee machine to combine five machine learning algorithms for enhanced oil recovery ... - Nature.com - April 22nd, 2024 [April 22nd, 2024]
- Free tool uses machine learning to pick better molecules for testing new reactions - Chemical & Engineering News - April 22nd, 2024 [April 22nd, 2024]
- Automated Analysis of Nuclear Parameters in Oral Exfoliative Cytology Using Machine Learning - Cureus - April 22nd, 2024 [April 22nd, 2024]
- An AI Ethics Researcher's Take On The Future Of Machine Learning In The Art World - SlashGear - April 22nd, 2024 [April 22nd, 2024]
- Enhancing Emotion Recognition in Users with Cochlear Implant Through Machine Learning and EEG Analysis - Physician's Weekly - April 22nd, 2024 [April 22nd, 2024]
- Imageomics Applies AI and Vision Advancements to Biological Questions - Photonics.com - April 22nd, 2024 [April 22nd, 2024]
- Machine learning reveals the control mechanics of an insect wing hinge - Nature.com - April 22nd, 2024 [April 22nd, 2024]
- The Future of ML Development Services: Trends and Predictions - FinSMEs - April 22nd, 2024 [April 22nd, 2024]
- CSRWire - Island Conservation Harnesses Machine Learning Solutions From Lenovo and NVIDIA To Restore Island ... - CSRwire.com - April 22nd, 2024 [April 22nd, 2024]
- Investigation of the effectiveness of a classification method based on improved DAE feature extraction for hepatitis C ... - Nature.com - April 22nd, 2024 [April 22nd, 2024]
- Machine Learning Uncovers New Ways to Kill Bacteria With Non-Antibiotic Drugs - ScienceAlert - April 22nd, 2024 [April 22nd, 2024]
- Formal Interaction Model (FIM): A Mathematics-based Machine Learning Model that Formalizes How AI and Users Shape One Another - MarkTechPost - April 22nd, 2024 [April 22nd, 2024]
- A secure approach to generative AI with AWS | Amazon Web Services - AWS Blog - April 22nd, 2024 [April 22nd, 2024]
- Imbalanced Learn: the Python library for rebuilding ML datasets - DataScientest - April 22nd, 2024 [April 22nd, 2024]
- AI has a lot of terms. We've got a glossary for what you need to know - Quartz - April 22nd, 2024 [April 22nd, 2024]
- Texxa AI, Where ideas take flight: Revolutionizing AI Solutions for Businesses and Individuals - GlobeNewswire - April 22nd, 2024 [April 22nd, 2024]
- Using machine learning to identify patients with cancer that would benefit from immunotherapy - Medical Xpress - April 22nd, 2024 [April 22nd, 2024]
- Researchers at Stanford University Explore Direct Preference Optimization (DPO): A New Frontier in Machine Learning and Human Feedback - MarkTechPost - April 22nd, 2024 [April 22nd, 2024]
- Machine Learning Helps Scientists Locate the Neurological Origin of Psychosis - ExtremeTech - April 22nd, 2024 [April 22nd, 2024]
- Slack delivers native and secure generative AI powered by Amazon SageMaker JumpStart | Amazon Web Services - AWS Blog - April 22nd, 2024 [April 22nd, 2024]
- Accurate and rapid antibiotic susceptibility testing using a machine learning-assisted nanomotion technology platform - Nature.com - March 20th, 2024 [March 20th, 2024]
- AI reveals the complexity of a simple birdsong - The Washington Post - March 20th, 2024 [March 20th, 2024]
- Researchers from MIT and Harvard Developed UNITS: A Unified Machine Learning Model for Time Series Analysis that Supports a Universal Task... - March 20th, 2024 [March 20th, 2024]
- Undergraduate Researchers Help Unlock Lessons of Machine Learning and AI - College of Natural Sciences - March 20th, 2024 [March 20th, 2024]
- Machine Learning Accelerates the Simulation of Dynamical Fields - Eos - March 20th, 2024 [March 20th, 2024]
- Inter hospital external validation of interpretable machine learning based triage score for the emergency department ... - Nature.com - March 20th, 2024 [March 20th, 2024]
- HEAL: A framework for health equity assessment of machine learning performance - Google Research - March 20th, 2024 [March 20th, 2024]
- Expert on how machine learning could lead to improved outcomes in urology - Urology Times - March 20th, 2024 [March 20th, 2024]
- Unlock the potential of generative AI in industrial operations | Amazon Web Services - AWS Blog - March 20th, 2024 [March 20th, 2024]
- Optimize price-performance of LLM inference on NVIDIA GPUs using the Amazon SageMaker integration with NVIDIA ... - AWS Blog - March 20th, 2024 [March 20th, 2024]
- Orange isn't building its own AI foundation model here's why - Light Reading - March 20th, 2024 [March 20th, 2024]
- Wall Street's Favorite Machine Learning Stocks? 3 Names That Could Make You Filthy Rich - InvestorPlace - March 20th, 2024 [March 20th, 2024]
- Edge Impulse machine learning platform adds support for NVIDIA TAO Toolkit and Omniverse - CNX Software - March 20th, 2024 [March 20th, 2024]
- MIT Researchers Developed an Image Dataset that Allows Them to Simulate Peripheral Vision in Machine Learning Models - MarkTechPost - March 20th, 2024 [March 20th, 2024]
- 18 Cutting-Edge Artificial Intelligence Applications in 2024 - Simplilearn - March 20th, 2024 [March 20th, 2024]
- Machine-learning-based global optimization of microwave passives with variable-fidelity EM models and response ... - Nature.com - March 20th, 2024 [March 20th, 2024]
- Benchmarking machine learning and parametric methods for genomic prediction of feed efficiency-related traits in ... - Nature.com - March 20th, 2024 [March 20th, 2024]
- PyCaret: Everything you need to know about this Python library - DataScientest - March 20th, 2024 [March 20th, 2024]
- Crypto Entities That Neglect AI and Machine Learning Investment Will Lag Behind, Warns Binance CTO Bitcoin News - Bitcoin.com News - March 20th, 2024 [March 20th, 2024]
- VictoriaMetrics Machine Learning takes monitoring to the next level - The Bakersfield Californian - March 20th, 2024 [March 20th, 2024]
- How Marketers Can Elevate Creative Performance with AI-Driven Format Optimisation - ExchangeWire - March 20th, 2024 [March 20th, 2024]
- Revolutionizing carbon neutrality: Machine learning paves the way for advanced CO reduction catalysts - EurekAlert - March 20th, 2024 [March 20th, 2024]
- BurstAttention: A Groundbreaking Machine Learning Framework that Transforms Efficiency in Large Language Models with Advanced Distributed Attention... - March 20th, 2024 [March 20th, 2024]
- Construction of environmental vibration prediction model for subway transportation based on machine learning ... - Nature.com - March 20th, 2024 [March 20th, 2024]
- Introducing 'Get started with generative AI on AWS: A guide for public sector organizations' | Amazon Web Services - AWS Blog - March 20th, 2024 [March 20th, 2024]
- Generative deep learning for the development of a type 1 diabetes simulator | Communications Medicine - Nature.com - March 20th, 2024 [March 20th, 2024]
- Integrating core physics and machine learning for improved parameter prediction in boiling water reactor operations ... - Nature.com - March 11th, 2024 [March 11th, 2024]
- Top AI Certification Courses to Enroll in 2024 - Analytics Insight - March 11th, 2024 [March 11th, 2024]
- Machine learning techniques applied to construction: A hybrid bibliometric analysis of advances and future directions - ScienceDirect.com - March 11th, 2024 [March 11th, 2024]
- Artificial Intelligence Market towards a USD 2,745 bn by 2032 - Market.us Scoop - Market News - March 11th, 2024 [March 11th, 2024]
- Data Maturation Represents the Essential Reason for Deploying Machine Learning Today | By Adam Mogelonsky - Hospitality Net - March 11th, 2024 [March 11th, 2024]
- The Top 3 Machine Learning Stocks to Buy in March 2024 - InvestorPlace - March 11th, 2024 [March 11th, 2024]
- How to Learn the Math Needed for Data Science - Towards Data Science - March 11th, 2024 [March 11th, 2024]
- This AI Paper from Huawei Introduces DenseSSM: A Novel Machine Learning Approach to Enhance the Flow of Hidden Information between Layers in State... - March 11th, 2024 [March 11th, 2024]
- Machine learning and the prediction of suicide in psychiatric populations: a systematic review | Translational Psychiatry - Nature.com - March 11th, 2024 [March 11th, 2024]
- Machine learning algorithms show applications in OAB, antibiotic resistance - Urology Times - March 11th, 2024 [March 11th, 2024]
- Scientists develop new machine learning method for modeling chemical reactions - Phys.org - March 11th, 2024 [March 11th, 2024]
- Machine learning developed a CD8+ exhausted T cells signature for predicting prognosis, immune infiltration and drug ... - Nature.com - March 11th, 2024 [March 11th, 2024]
- Meta AI Proposes Wukong: A New Machine Learning Architecture that Exhibits Effective Dense Scaling Properties Towards a Scaling Law for Large-Scale... - March 11th, 2024 [March 11th, 2024]
- Putting the AI in NIA: New opportunities in artificial intelligence - National Institute on Aging - March 11th, 2024 [March 11th, 2024]
- Revolutionizing LLM Training with GaLore: A New Machine Learning Approach to Enhance Memory Efficiency without Compromising Performance - MarkTechPost - March 11th, 2024 [March 11th, 2024]
- Uncertainty-aware deep learning for trustworthy prediction of long-term outcome after endovascular thrombectomy ... - Nature.com - March 11th, 2024 [March 11th, 2024]
- AI Engineer Salary: The Lucrative World of AI Engineering - Simplilearn - March 11th, 2024 [March 11th, 2024]
- Multimodal artificial intelligence-based pathogenomics improves survival prediction in oral squamous cell carcinoma ... - Nature.com - March 11th, 2024 [March 11th, 2024]
- Northrop Grumman Partners to Advance Deep Sensing for the US Army | Northrop Grumman - Northrop Grumman Newsroom - March 11th, 2024 [March 11th, 2024]
- Global cellular IoT connections to grow 90% to 6.5 bn by 2028: Juniper Research - ETTelecom - March 11th, 2024 [March 11th, 2024]
- Enhancing statistical reliability of weather forecasts with machine learning - Phys.org - March 11th, 2024 [March 11th, 2024]
- Inside AI: Talking to the Data - Inside Unmanned Systems - March 11th, 2024 [March 11th, 2024]
- Anemond's Factoid 2 is an experimental sampler plugin that uses machine learning to "decompose", remix and ... - MusicRadar - March 11th, 2024 [March 11th, 2024]
- Advancing Chemistry with AI: New Model for Simulating Diverse Organic Reactions - Lab Manager Magazine - March 11th, 2024 [March 11th, 2024]
- Generative AI: Understand the challenges to realize the opportunities | Amazon Web Services - AWS Blog - March 11th, 2024 [March 11th, 2024]
- How To Specialize in Artificial Intelligence - Troy Today - Troy University - March 11th, 2024 [March 11th, 2024]
- Google DeepMind Introduces Two Unique Machine Learning Models, Hawk And Griffin, Combining Gated Linear Recurrences With Local Attention For Efficient... - March 11th, 2024 [March 11th, 2024]
- Unlocking Innovation: AWS and Anthropic push the boundaries of generative AI together | Amazon Web Services - AWS Blog - March 11th, 2024 [March 11th, 2024]
- Introducing Microsoft's AI Red Team And PyRIT - AiThority - March 11th, 2024 [March 11th, 2024]
- Unveiling the World of Artificial Intelligence: A Beginner's Guide - Medium - January 3rd, 2024 [January 3rd, 2024]
- How machine learning might unlock earthquake prediction - MIT Technology Review - January 3rd, 2024 [January 3rd, 2024]
Tags: