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Distance to nearest stars
Parallax ellipses over the course of a year can theoretically be seen. It is very difficult to measure parallax to stars for several reasons. The ellipses are very small, and stars have proper motion. Another problem, the "aberration of light", caused by the Earth's speed relative to the
speed of light (about 18.5 miles per second), causes a larger ellipse than the parallax ellipse. The nutation of the Earth is also involved. After these effects have been accounted for, parallax gives the best measurement. It is limited to about 150 light years.
Size of the Milky Way Galaxy
Certain stars such as Delta Cephei have varying luminosity with a period that is measured in days. These are called "Cepheid variables". The American astronomer Henrietta Swan Leavitt studied these in the Magellanic clouds. She noted that the brighter the cepheid variable, the longer it's period. The American astronomer Harlow Shapley used Cepheids to find the relative distance to globular clusters (from the relative period of the Cepheids, the relative luminosity was assumed). The clusters seemed to be in a spherical arrangement. This was assumed to be the center of the galaxy. He measured the average proper motion (transverse) of Cepheids in each cluster. The radial velocity (toward or away from us) should be the same as the transverse velocity. The radial velocity was determined from the spectral shift of the light (Doppler shift toward the red or violet). With transverse velocity and proper motion known, the distance can be calculated. Shapely came up with 50,000 light-years. He had not accounted for dust in the Galaxy which reddens and reduces the light. The figure was revised downward to 30,000 light-years. Jan Oort determined the general nature of the rotation of the Galaxy, and from that calculated the direction and distance of the center without using globular clusters. He got 30,000 light-years in the same direction as the clusters. Oort's calculations gave an estimate of the sun orbiting the galaxy once every 230 million years, and of 100 billion stars in the Galaxy.
Diameters of giant stars
Even the nearest stars seem no more than a point of light in the best Modern telescopes. The German-American physicist Albert Michelson invented a device called a light interferometer. It produces interference patterns in light rays, and made it possible to measure the very small angle between the light coming from one side of a star and the light coming from the other side. From the angle, and the distance of the star, the diameter can be calculated.
Distance to nearest galaxy
Sometimes stars suddenly brighten to thousands of times their normal brightness. These are called Novae. They dim down again after a few days to a few months. A Nova (S Andromedae) appeared in Andromeda in 1885 (Andromeda was thought to be a nebula at the time). In 1901, a nova was seen in the Milky Way Galaxy (Nova Persei). It's distance was measured by parallax to be 100 light-years. On the assumption that all novae have the same luminosity, the distance to Andromeda was calculated at 1600 light-years. The American astronomer Heber Curtis found and studied many novae in Andromeda. They were all far dimmer than S Andromedae had been. In 1917, a 100 inch (mirror size) telescope was installed on Mt. Wilson. The American astronomer Edwin Hubble used it to look at Andromeda. He could make out individual stars on the outskirts. Eventually, he found Cepheid variables in it, and showed that it was a galaxy. He calculated its distance at 800,000 light-years. By 1950, it was known that this was wrong. The Milky Way appeared to be larger than any other, even though it had the shape of an intermediate sized galaxy. Also, Andromeda had globular clusters like the Milky Way, and they appeared to be smaller. The Cepheid variables were classified into two types, and Baade showed that one type in the Milky Way had been compared to the other type in Andromeda. The distance to Andromeda was revised to 2.3 million light-years. It was decided that S Andromedae was in a different class than most Novae. These are called Supernovae.
Distance to farther galaxies
For galaxies too far away to see Cepheids, Hubble made use of any stars he could see, by assuming these were supergiants that were bright like S Doradus. If no stars could be seen, he used the relative brightness of the galaxy as a whole. Clusters of galaxies are compared to farther clusters by the relative brightness of the average of the galaxies in the cluster.