The advisors to Ferdinand and Isabella turned out to be correct that Columbus had miscalculated the size of the Earth. But I'm curious, was it even possible for Columbus to carry enough supplies to make it all the way to China if it was all one big ocean? Was he forced to bet on his calculations being correct, or was it just overconfidence on his part that he didn't carry more supplies?
Can't say for sure. It seems technically feasible with contemporary technology.
Assuming it is all pure ocean, it is about 10,000 miles from shore to shore.
A good contemporary ocean-going ship could certainly do 5,000 miles without stopping for repair or replenishment. Vasco da Gama did a continuous stretch of 4,300 miles with no stop in 1497, others right after him went routinely longer before their first stop (c.5,000 miles). But they were all in the throes of scurvy by the end of the stretch.
Doing back of envelope calcs, 5,000 miles took nearly two-three months at sea at the time. So 10,000 miles would mean a continuous journey of approximately four-six months (depending on winds & currents). It is perfectly feasible to fill a single ship with enough supplies for six months - indeed it was quite common at the time (a typical "India Run" in the early 1500s carried at least that in supplies).
The main question is whether the ship could hold together for 10,000 miles without breaking apart at the seams. That's a very long stretch to go without repair, so it has to be well-built. Ships of the time typically did not travel even a fraction as long without stopping for repair, recaulking, repainting the hull, etc., so they weren't built for that. You certainly shouldn't just pick up any clunker ship you find from some used ship dealer. But it is certainly possible with contemporary technology to build a sufficiently good one that would hold together for a journey of that length. They might have to be purpose-built and would be expensive.
Your trajectory also matters a bit. If you sail too close to the equator, you risk getting trapped in "doldrums", i.e. zones with no wind. And that can be easily become a killer. In doldrums, you don't sail at all, but just drift slowly, and can remain immobile for very long periods ("As idle as a painted ship, upon a painted ocean."). It can easily add an extra month or two, to your journey, ensuring you run out of supplies quicker. More troubling, your very immobility will destroy your ship - barnacles and marine life love attaching themselves to still ships and will eat holes through your wooden hull.
So assuming (1) your ship is well-built, (2) you don't get into serious nautical obstacles (e.g. doldrums), then yes, it is technically feasible for the time.
But there still remains (3) scurvy. And scurvy is almost guaranteed to hit your crews, on such a long journey. It'll start hitting at around three months after you leave port, and accelerates thereafter. That, alas, contemporaries did not quite have (or realize) the cure for. So a 10,000 mile journey would almost definitely have a rather appalling sickness and mortality rate. So you must hope to find some islands of some kind along the way for crews to go ashore and recover. Otherwise, you will not have enough crewmen left standing to complete the journey.
So it is certainly possible to do, it is not very probable.
THAT SAID, Columbus's miscalculations were even worse than that. That is because even if you get earth-size calculation correct, that still doesn't tell you how long it will take, because you still have to calculate how far east the Asian continent stretches (astronomical science won't help you here - you have to estimate Asian land distances from travelogues of Marco Polo types - very unreliable). And
everyone (the best scientific minds of Europe) significantly overestimated the length of the Asian landmass. So the best scientific opinion of the time said the length of the trip was around 5,000 miles, and they still regarded that as highly risky. Columbus's earth-size miscalculation cut that by half to 2,500 miles. So even if he carried supplies according to the "best" scientific calcs, he would still be dead half-way across the water.