Map Multi-Tool: A Map-Based Approach to Modeling Beam Systematics for Cosmic Microwave Background Experiments
Cosmic microwave background (CMB) experiments use simulations of instrumental systematic effects to ensure high-fidelity measurements of cosmological parameters. Quantifying the expected magnitude of these effects enables experiments to improve designs, set performance requirements, and understand potential measurement biases from residual systematics. Here we present a new simulation framework, called Map Multi-Tool (MMT), which models beam-related systematics for CMB instruments using a map-based approach. The pipeline convolves simulated sky realizations with distorted intensity and polarization beams, including leakage effects, to produce sky maps and power spectra. These outputs can then be used as inputs for cosmological parameter estimators. this framework enables efficient evaluation of such systematic effects. We demonstrate the capabilities of MMT with examples of non-ideal beams induced by electrical readout crosstalk and detector time constant response. The electrical crosstalk example considers eight different schemes for a time-division multiplexed readout architecture, and shows how they lead to different levels of angular power spectrum leakage for row-switching and inductive crosstalk. The detector time constant example demonstrates how associated uncertainties can alter CMB spectra at high multipoles and bias cosmological parameters. These examples illustrate some of MMT's broad capabilities to inform critical design and calibration decisions to mitigate systematic effects in CMB instruments.