I. Introduction
The 2030 European National Energy and Climate Plans indicate sector coupling and a high investment in variable renewable energy sources (vRES), such as wind and solar photovoltaic (PV) technologies to achieve the goal of a carbon-neutral society by 2050 [1],[2]. Increasing penetrations of vRES are raising the usage and costs of reserves across Europe due to their stochastic production profile [3],[4]. The duck curve effect originated from high penetration of solar PV is already a reality in several power systems with significant up and down net load ramps (load minus vRES generation). This situation leads to the so-called merit-order effect, which reduces market prices in the case of negative or nearly zero net loads and increases balancing costs in the case of net load ramps [5],[6]. Market participants pay the balancing costs of their imbalances as Balance Responsible Parties (BRPs) [7],[8]. The self-cannibalization effect and the increase in balancing costs originated by increasing penetrations of vRES are obstacles for their market integration without externalities like support schemes [9],[10]. Demand-side and vRES players rely on forecasts to participate in electricity markets. These forecasts tend to have higher uncertainty, especially in time horizons farther from the real-time operation [8],[11].