We measure the electron escape rate from surface-acoustic-wave dynamic quantum dots (QDs) through a tunnel barrier. Rate equations are used to extract the tunneling rates, which change by an order of magnitude with tunnel-barrier-gate voltage. We find that the tunneling rates depend on the number of electrons in each dynamic QD because of Coulomb energy. By comparing this dependence to a saddlepoint-potential model, the addition energies of the second and third electron in each dynamic QD are estimated. The scale ( a few meV) is comparable to those in static QDs as expected. DOI: 10.1103/PhysRevLett.99.156802 PACS numbers: 73.23.Hk, 73.50.Rb, 73.63.Kv Quantum dots (QDs) in semiconductor systems, where electrons are confined in zero-dimensional states, have been the object of much recent attention [1,2]. In a gatedefined quantum dot the number of electrons can be reduced down to one [3,4]; such single-electron QDs may form the basis of qubits in quantum computation schemes [5,6]. High frequency operations on QD systems have been used to observe fundamental electronic phenomena such as coherent charge oscillations [7], single-and multiple-spin dynamics [8][9][10], excited-state spectra [11], and elastic tunneling behavior [12], and will be necessary for quantum computation applications in semiconductor systems.In typical QD experiments, the QDs were defined by static surface gates, and high frequency operations were achieved by applying voltage pulses to the gates. However, an alternative method has received recent attention: to use a dynamic QD defined by a surface acoustic wave (SAW) where high frequency operations are performed by moving the QD past static surface gates at a high velocity [13,14]. Because GaAs is piezoelectric, the strain wave of a SAW on a GaAs=AlGaAs heterostructure is accompanied by an electric potential modulation, which forms a series of oneor few-electron dynamic QDs in an empty quasi-onedimensional channel [15,16]. Previous experiments have attempted to observe interactions in dynamic QDs defined by SAWs [17], but to our knowledge the tunneling behavior necessary to observe complex quantum phenomena has not been seen.In this Letter we report measurements of the nonequilibrium escape rate from one-and few-electron dynamic QDs defined by a SAW. This measurement has been carried out in static quantum dots over second [18] and millisecond [12] time scales, but the dynamic QD arrangement allows us to directly observe electron tunneling on subnanosecond time scales. The SAW-defined dynamic QDs carry electrons along the channel to a tunnel barrier, where the electrons can escape from the QD into a neighboring two-dimensional electron gas (2DEG). Observation of the tunneling current allows us to determine the tunnel rate of electrons leaving the dynamic QD, which is found to depend on the number of electrons in the dot. By fitting these rates to a simple model, we determine the addition energy of the dynamic QD. This is, to our knowledge, the first direct measurement of dynamic QD energies.T...