Before the thermal recoil explanation became accepted, other proposed explanations fell into two classes "mundane causes" or "new physics". Mundane causes include conventional effects that were overlooked or mis-modeled in the initial analysis, such as measurement error, thrust from gas leakage, or uneven heat radiation. The "new physics" explanations proposed revision of our understanding of
gravitational physics. If the Pioneer anomaly had been a gravitational effect due to some long-range modifications of the known laws of gravity, it did not affect the orbital motions of the major natural bodies in the same way (in particular those moving in the regions in which the Pioneer anomaly manifested itself in its presently known form). Hence a gravitational explanation would need to violate the
equivalence principle, which states that all objects are affected the same way by gravity. It was therefore argued that increasingly accurate measurements and
modelling of the motions of the outer planets and their satellites undermined the possibility that the Pioneer anomaly is a phenomenon of gravitational origin. However, others believed that our knowledge of the motions of the outer planets and dwarf planet
Pluto was still insufficient to disprove the gravitational nature of the Pioneer anomaly. The same authors ruled out the existence of a gravitational Pioneer-type extra-acceleration in the outskirts of the
Solar System by using a sample of
Trans-Neptunian objects. The magnitude of the Pioneer effect a_p () is numerically quite close to the product () of the
speed of light c and the
Hubble constant H_0, hinting at a
cosmological connection, but this is now believed to be of no particular significance. In fact the latest
Jet Propulsion Laboratory review (2010) undertaken by
Turyshev and Toth claims to rule out the cosmological connection by considering rather conventional sources whereas other scientists provided a disproof based on the physical implications of cosmological models themselves. Gravitationally bound objects such as the Solar System, or even the Milky Way, are not supposed to partake of the
expansion of the universe—this is known both from conventional theory and by direct measurement. This does not necessarily interfere with paths new physics can take with
drag effects from
planetary secular accelerations of possible cosmological origin.
Deceleration model It has been viewed as possible that a real
deceleration is not accounted for in the current model for several reasons.
Gravity It is possible that deceleration is caused by
gravitational forces from unidentified sources such as the
Kuiper belt or
dark matter. However, this acceleration does not show up in the orbits of the outer planets, so any generic gravitational answer would need to violate the
equivalence principle (see modified inertia below). Likewise, the anomaly does not appear in the orbits of Neptune's moons, challenging the possibility that the Pioneer anomaly may be an unconventional gravitational phenomenon based on range from the Sun.
Observational or recording errors The possibility of observational errors, which include measurement and computational errors, has been advanced as a reason for interpreting the data as an anomaly. Hence, this would result in approximation and statistical errors. However, further analysis has determined that significant errors are not likely because seven independent analyses have shown the existence of the Pioneer anomaly as of March 2010. The effect is so small that it could be a statistical anomaly caused by differences in the way data were collected over the lifetime of the probes. Numerous changes were made over this period, including changes in the receiving instruments, reception sites, data recording systems and recording formats.
Definition of gravity modified The
Modified Newtonian dynamics or MOND
hypothesis proposed that the force of gravity deviates from the traditional Newtonian value to a very different force law at very low accelerations on the order of . Given the low accelerations placed on the spacecraft while in the outer Solar System, MOND may be in effect, modifying the normal gravitational equations. The
Lunar Laser Ranging experiment combined with data of
LAGEOS satellites refutes that simple gravity modification is the cause of the Pioneer anomaly. The precession of the longitudes of perihelia of the solar planets have not been reported to experience an anomalous gravitational field toward the Sun of the magnitude capable of describing the Pioneer anomaly.
Definition of inertia modified MOND can also be interpreted as a modification of inertia, perhaps due to an interaction with
vacuum energy, and such a trajectory-dependent theory could account for the different accelerations apparently acting on the orbiting planets and the Pioneer craft on their escape trajectories. A possible terrestrial test for evidence of a different model of modified inertia has also been proposed.
Parametric time Another theoretical explanation was based on a possible non-equivalence of the atomic time and the astronomical time, which could give the same observational fingerprint as the anomaly.
Celestial ephemerides in an expanding universe Another proposed explanation of Pioneer anomaly is that the background spacetime is described by a cosmological
Friedmann–Lemaître–Robertson–Walker metric that is not Minkowski flat. In this model of spacetime manifold, light moves uniformly with respect to the conformal cosmological time whereas physical measurements are performed with the help of atomic clocks that count the
proper time of observer coinciding with the
cosmic time. This difference yields exactly the same numerical value and signature of the Doppler shift measured in the Pioneer experiment. However, this explanation requires the thermal effects be a small percentage of the total, in contradiction to the many studies that estimate it to be the bulk of the effect. ==Further research avenues==