Joint Electricity Price and Load Forecasting for Data Center Battery Dispatch Using Polynomial Diffusion Models

arXiv cs.SY2026-11-06 13:000 views

arXiv:2611.08470v1 Announce Type: new Abstract: The rapid growth of large-scale data centers (DCs) is increasing electricity demand, market volatility, and operating costs. Battery energy storage systems (BESSs) can mitigate these challenges by shifting electricity purchases from high-price to low-price periods. This paper proposes a real-time BESS dispatch framework using polynomial diffusion models (PDMs) to forecast both electricity prices and DC loads. Leveraging the closed-form conditional expectations of PDMs, the forecasts are integrated into a dynamic programming (DP) framework to minimize electricity procurement costs. Across the evaluated BESS configurations, the proposed approach achieves 2.63 times the cost savings of a rule-based (RB) strategy.

Source：https://arxiv.org/abs/2611.08470

My favorites

PreviousEstimating Distribution Grid Upgrade Costs based on County-level Building Electrification Projections NextA Hybrid Framework for Explainable Aviation Risk: Causal Chain Extraction from Safety Reports with Physics-Based Failure Quantification and Interventional Analysis

Five Mistakes Factories Make When Their First Laser Welding Robot Arrives

Integrating a laser welding robot is deceptively similar to integrating an arc welding cell, and that similarity is exac

0dev.to

Cash on delivery rules for Indian stores: how we restrict COD in WooCommerce, and the Shopify plan catch

By the Brightcode team, a small web agency in Delhi NCR. Reviewed by Gaurav Khokkar, Founder. If you build stores for In

0dev.to

Comparing 6 LLM APIs on identical prompts: a 30x latency gap and 4 silent failures

This post was written with AI assistance. Every number below comes from the raw responses I kept for each request, and t

0dev.to

Why fuzzy matching fails EU Verification of Payee, and what to do about Greek, Cyrillic and Arabic names

Since 9 October 2025, every bank in the euro area has to check the payee's name before a euro credit transfer leaves you

0dev.to

Teaching an open-source firewall to smell C2 beacons: passive JA3/JA4 fingerprinting in pure Python

Most app firewalls tell you which process opened a connection. That's useful — but the interesting question for defender

0dev.to

You Switched the Drum EQ to Linear Phase and Every Snare Hit Arrived With a Swoosh

The drum bus needed tidying. A steep cut below about forty hertz. A little shaping in the low mids. You had read that li

0dev.to

Joint Electricity Price and Load Forecasting for Data Center Battery Dispatch Using Polynomial Diffusion Models

Related posts

Five Mistakes Factories Make When Their First Laser Welding Robot Arrives

Cash on delivery rules for Indian stores: how we restrict COD in WooCommerce, and the Shopify plan catch

Comparing 6 LLM APIs on identical prompts: a 30x latency gap and 4 silent failures

Why fuzzy matching fails EU Verification of Payee, and what to do about Greek, Cyrillic and Arabic names

Teaching an open-source firewall to smell C2 beacons: passive JA3/JA4 fingerprinting in pure Python

You Switched the Drum EQ to Linear Phase and Every Snare Hit Arrived With a Swoosh