SearcharxivβŒ• Search

arXiv subjects

Jarkko Peltola

Publications and source records attributed to Jarkko Peltola.

2 recordsLinked to original sources

Dynamic Modulated Arc Therapy (DMAT): A Time Aware, Modulation Steered Optimization Framework for Next Generation Radiotherapy Delivery

Background: Conventional VMAT optimization treats delivery time and deliverability as emergent properties of control-point-centric models that ignore finite acceleration and other dynamic limits. As linacs gain axis speed and dose rate, the plan quality-time trade-off must become explicit and steerable. Purpose: To introduce Dynamic Modulated Arc Therapy (DMAT), a time-aware, modulation-steered framework that jointly optimizes dosimetric quality, delivery time, and modulation complexity. Methods: DMAT couples direct machine emulation (axis synchronization, finite acceleration), dynamic modulation control, and clinical metrics used directly as cost functions. A user-selected modulation level (-3 to +3) governs leaf-travel allowance, total MU, aperture complexity, and control-point (CP) density. Plans are generated by progressive-resolution optimization alternating dosimetric with sequencing/deliverability updates, with non-uniform CP redistribution and complexity-reducing post-processing. DMAT was evaluated on head-and-neck, lung SBRT, and prostate SBRT cases using a hypothetical accelerated system (2.5 RPM gantry, 6.25 cm/s MLC, 3000 MU/min). Results: Increasing modulation level raised modulation surrogates (MU/Gy, aperture complexity) and delivery time, with additional CPs concentrated in arc sectors where finer angular resolution was most beneficial. The trade-off was site dependent: head-and-neck gained substantial plan quality, whereas prostate and lung SBRT gained little beyond baseline. Negative levels predictably shortened delivery time at a fixed CP budget, with quantifiable quality loss. Conclusions: DMAT co-optimizes plan quality and modulation complexity under machine-aware timing and explicit user control, making quality-time trade-offs transparent and navigable and supporting time-constrained workflows such as motion management and adaptive radiotherapy.

physics.med-ph↗

Critical behavior of a one-dimensional fixed-energy stochastic sandpile

We study a one-dimensional fixed-energy version (that is, with no input or loss of particles), of Manna's stochastic sandpile model. The system has a continuous transition to an absorbing state at a critical value $ΞΆ_c$ of the particle density. Critical exponents are obtained from extensive simulations, which treat both stationary and transient properties. In contrast with other one-dimensional sandpiles, the model appears to exhibit finite-size scaling, though anomalies exist in the scaling of relaxation times and in the approach to the stationary state. The latter appear to depend strongly on the nature of the initial configuration. The critical exponents differ from those expected at a linear interface depinning transition in a medium with point disorder, and from those of directed percolation.

cond-mat.stat-mech↗