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We investigate the model of dark matter-dark energy (DM-DE) interaction with coupling strength proportional to the multiplication of dark sector densities with different power indices $Q = \gamma \rho_{\rm c}^{\alpha} \rho_{\rm d}^{\beta}$.…

Cosmology and Nongalactic Astrophysics · Physics 2020-08-26 Gong Cheng , Yin-Zhe Ma , Fengquan Wu , Jiajun Zhang , Xuelei Chen

How can short-term energy consumption be accurately forecasted when sensor data is noisy, incomplete, and lacks contextual richness? This question guided our participation in the \textit{2025 Competition on Electric Energy Consumption…

Machine Learning · Computer Science 2025-10-21 Sarah Al-Shareeda , Gulcihan Ozdemir , Heung Seok Jeon , Khaleel Ahmad

We conduct an extended analysis of dark energy constraints, in support of the findings of the DESI DR2 cosmology key paper, including DESI data, Planck CMB observations, and three different supernova compilations. Using a broad range of…

Cosmology and Nongalactic Astrophysics · Physics 2025-04-04 K. Lodha , R. Calderon , W. L. Matthewson , A. Shafieloo , M. Ishak , J. Pan , C. Garcia-Quintero , D. Huterer , G. Valogiannis , L. A. Ureña-López , N. V. Kamble , D. Parkinson , A. G. Kim , G. B. Zhao , J. L. Cervantes-Cota , J. Rohlf , F. Lozano-Rodríguez , J. O. Román-Herrera , M. Abdul-Karim , J. Aguilar , S. Ahlen , O. Alves , U. Andrade , E. Armengaud , A. Aviles , S. BenZvi , D. Bianchi , A. Brodzeller , D. Brooks , E. Burtin , R. Canning , A. Carnero Rosell , L. Casas , F. J. Castander , M. Charles , E. Chaussidon , J. Chaves-Montero , D. Chebat , T. Claybaugh , S. Cole , A. Cuceu , K. S. Dawson , A. de la Macorra , A. de Mattia , N. Deiosso , R. Demina , Arjun Dey , Biprateep Dey , Z. Ding , P. Doel , D. J. Eisenstein , W. Elbers , S. Ferraro , A. Font-Ribera , J. E. Forero-Romero , Lehman H. Garrison , E. Gaztañaga , H. Gil-Marín , S. Gontcho A Gontcho , A. X. Gonzalez-Morales , G. Gutierrez , J. Guy , C. Hahn , M. Herbold , H. K. Herrera-Alcantar , K. Honscheid , C. Howlett , S. Juneau , R. Kehoe , D. Kirkby , T. Kisner , A. Kremin , O. Lahav , C. Lamman , M. Landriau , L. Le Guillou , A. Leauthaud , M. E. Levi , Q. Li , C. Magneville , M. Manera , P. Martini , A. Meisner , J. Mena-Fernández , R. Miquel , J. Moustakas , D. Muñoz Santos , A. Muñoz-Gutiérrez , A. D. Myers , S. Nadathur , G. Niz , H. E. Noriega , E. Paillas , N. Palanque-Delabrouille , W. J. Percival , Matthew M. Pieri , C. Poppett , F. Prada , A. Pérez-Fernández , I. Pérez-Ràfols , C. Ramírez-Pérez , M. Rashkovetskyi , C. Ravoux , A. J. Ross , G. Rossi , V. Ruhlmann-Kleider , L. Samushia , E. Sanchez , D. Schlegel , M. Schubnell , H. Seo , F. Sinigaglia , D. Sprayberry , T. Tan , G. Tarlé , P. Taylor , W. Turner , M. Vargas-Magaña , M. Walther , B. A. Weaver , M. Wolfson , C. Yèche , P. Zarrouk , R. Zhou , H. Zou

We present an analysis of a scalar field model of dark energy with an exponential potential using the Dark Energy Task Force (DETF) simulated data models. Using Markov Chain Monte Carlo sampling techniques we examine the ability of each…

Astrophysics · Physics 2010-04-08 Brandon Bozek , Augusta Abrahamse , Andreas Albrecht , Michael Barnard

We develop methods to extract key dark energy information from cosmic distance measurements including the BAO scales and supernovae luminosity distances. Demonstrated using simulated datasets of the complete DESI, LSST and Roman surveys…

Cosmology and Nongalactic Astrophysics · Physics 2024-04-16 Gan Gu , Xiaoma Wang , Xiaoyong Mu , Shuo Yuan , Gong-Bo Zhao

During the last decade, there has been an explosive growth in survey data and deep learning techniques, both of which have enabled great advances for astronomy. The amount of data from various surveys from multiple epochs with a wide range…

Instrumentation and Methods for Astrophysics · Physics 2021-02-08 Brandon Buncher , Awshesh Nath Sharma , Matias Carrasco Kind

Despite efforts over several decades, direct-detection experiments have not yet led to the discovery of the dark matter (DM) particle. This has led to increasing interest in alternatives to the Lambda CDM (LCDM) paradigm and alternative DM…

The article provides a brief description of the software package DECH for processing and analysis of astronomical spectra. DECH supports all stages of processing and analysis of spectral data, including image preprocessing, spectra…

Instrumentation and Methods for Astrophysics · Physics 2025-01-22 G. A. Galazutdinov

The DarkSide-20k (DS-20k) detector is designed to directly search for dark matter by detecting weakly interacting massive particles (WIMPs) scattering off nuclei in a 20 tonnes target of low radioactivity Argon from underground sources, in…

Instrumentation and Detectors · Physics 2025-02-24 Maria Adriana Sabia

Thermal dynamics modeling has been a critical issue in building heating, ventilation, and air-conditioning (HVAC) systems, which can significantly affect the control and maintenance strategies. Due to the uniqueness of each specific…

Machine Learning · Statistics 2019-11-11 Zhanhong Jiang , Young M. Lee

Energy prediction in buildings plays a crucial role in effective energy management. Precise predictions are essential for achieving optimal energy consumption and distribution within the grid. This paper introduces a Long Short-Term Memory…

Machine Learning · Computer Science 2024-02-07 Aditya Mishra , Haroon R. Lone , Aayush Mishra

Beyond-$\Lambda$CDM physics or systematic errors may cause subsets of a cosmological data set to appear inconsistent when analyzed assuming $\Lambda$CDM. We present an application of internal consistency tests to measurements from the Dark…

The standard cosmological model currently in force, aka $\Lambda$CDM, has been plagued with a variety of tensions in the last decade or so, which puts it against the wall. At the core of the $\Lambda$CDM we have a rigid cosmological term,…

Cosmology and Nongalactic Astrophysics · Physics 2025-03-19 Adria Gómez-Valent , Joan Solà Peracaula

We implement Crossing Statistics to reconstruct in a model-agnostic manner the expansion history of the universe and properties of dark energy, using DESI Data Release 1 (DR1) BAO data in combination with one of three different supernova…

The DEAP-3600 detector searches for dark matter interactions on a 3.3 tonne liquid argon target. Over nearly a decade, from start of detector construction through the end of the data analysis phase, well over 200 scientists will have…

Instrumentation and Detectors · Physics 2019-09-04 T. R. Pollmann , B. Smith

The Discrete Event System Specification formalism (DEVS), which supports hierarchical and modular model composition, has been widely used to understand, analyze and develop a variety of systems. DEVS has been implemented in various…

Performance · Computer Science 2024-02-09 José L. Risco-Martín , Saurabh Mittal , Juan Carlos Fabero , Marina Zapater , Román Hermida

We use late Universe probes - Type Ia Supernovae from the PantheonPlus compilation, Quasars, and Dark Energy Spectroscopic Instrument (DESI) Data Release 1 (DR1) BAO data - along with Cosmic Chronometers or Megamasers to constrain various…

Cosmology and Nongalactic Astrophysics · Physics 2025-07-02 Shubham Barua , Shantanu Desai

This paper presents a Deep Learning (DL) framework for 48-hour forecasting of temperature, solar irradiance, and relative humidity to support Model Predictive Control (MPC) in smart HVAC systems. The approach employs a stacked Bidirectional…

Machine Learning · Computer Science 2025-09-01 Georgios Vamvouras , Konstantinos Braimakis , Christos Tzivanidis
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