For the save game bloating (which could be the reason for the crashes), you might want to try this mod:
Clean up by kuertee
Description
Prevents saved-game file-size bloating by cleaning the game of actor
and item references that are no longer required. (e.g. inactive
references created from dropped items that were picked-up by the
player.)
Cleans long-dead actors that may have been corrupted somehow.
Details
The cleaning process used is the game's inherent behaviour of
removing items that no longer has any "links" to the game world.
Normally, dead actors and "dynamically created" items that were not
picked up by the player will be removed from the world, when the cell
they are in resets. (Dynamic items are those created at game-time as
opposed to those created in the Construction Set. Examples of these
items are: those created by PlaceAtMe, those dropped by the Player,
those dropped by dying NPCs: e.g. shields, etc.)
However, there are cases when these actors and dynamically created
items will (for some reason or another) stay in the game world
forever. And actors not cleaned up by the game properly will never
respawn, causing a "broken" game experience. Saved-game bloat is the
result of these. And saved-game bloating may be the cause of some game
crashes.
To prevent crashes, I'd recommend Streamline's Streampurge feature (memory purging on an intelligent, scheduled basis - can be configured to do a memory purge before a save, which can help with stability; more info here) and Fast Exit 2 by Scanti. You can choose to enable only Streampurge and Streamsave and not the other Streamline features in sl.ini (Streamline's configuration file).
If you are running a 64-bit OS and have 4 GB or more RAM, you might want to try the 4GB EXE Patcher on Oblivion.exe . More info on the Steam forums thread on this link here.
You could also try OSR (Oblivion Stutter Remover):
This plugin makes Oblivion not "stutter" as much, and generally feel smoother or perform better. It prevents or mitigates a number of issues related to stuttering and framerates, and can reduce the frequency of stutter related crashes.
Make sure you set MaximumFPS = 0 in 'sr_Oblivion_Stutter_Remover.ini' to avoid it putting an artificial cap in your framerate. Aside from that, try using it with the default options. If it still crashes, you might want to try to replace the default Oblivion heap (memory manager) with one of OSR's. In 'sr_Oblivion_Stutter_Remover.ini', set bReplaceHeap = 1 and change iHeapAlgorithm to 1, 2 or 5 - read 'sr_Oblivion_Stutter_Remover.txt' for more info and other OSR tweaks that you could try.
Note that Streamline, Clean-up, Fast Exit 2 and OSR requires OBSE (Oblivion Script Extender)
After installing any new mods, make sure to run BOSS (Better Oblivion Sorting Software). BOSS properly sorts the load order of the mods, avoiding crashes and mod conflicts. It also provides a large number of usage notes for many mods, including requirements, incompatibilities, updates and bug warnings.
More info on configuration and mods that can help stabilize and prevent crashes in Oblivion here: http://tescosi.com/wiki/Oblivion/Stabilization_and_Optimization
Best Answer
As you've said you can also teleport to a known Kethane location, you could use HyperEdit's Ship Lander feature to land at a known Kethane location.
First, put your ship/base into orbit (otherwise, it will break up on landing). You can also use HyperEdit's Orbit Editor to do that: Press Alt+H, then click on "Orbit Editor" and enter 100000 as altitude, then click on "Set".
Then, find a Kethane location on Kerbin, where the center of the hexagon is on land. Hover your mouse over the hexagon. You will see the coordinates of the center. Open the Ship Lander and enter the coordinates. Your latitude is the N/S coordinate. If it is a N coordinate, just enter the number. If it is a S coordinate, enter the negative of the number. (i.e. 2.5N turns to 2.5, 36.21S turns to -36.21)
Same goes for the longitude: E coordinates are positive, W coordinates are negative.
Now, click the "Land/Drop" button once. Note that you must not be in Time Warp. You now fall gently down to the ground and can rotate your spacecraft to match the ground. If the ground isn't level enough, press "Land/Drop" again once. Then quickly Press the "Set" button in the Orbit Editor again (assuming altitude is still at 100000) to put yourself in orbit again. You can then choose a new site. If you find you don't have enough time to rotate your craft, put yourself in orbit again (same procedure as for non-level ground) and set the "Alt" in the Ship Lander to something higher and land again.