Given $(W_{t})$ a standard Wiener process, define $T_{b}:=\inf\{t\geq 0:W_{t}=b\}$ to be its first passage time to a positive real number $b>0$. I'd like to show that $\mathbb{E}T_{b}=\infty$. There has been several posts about this:
Brownian Motion hitting time is finite yet has infinite expectation?
Paradox Brownian Motion : P(first passage time < infinite) = 1 yet E(first passage time) = infinite?
However, none of them solved this problem.
I have computed, using the reflection principle, that $T_{b}$ has density on $[0,\infty)$ that $$f_{T_{b}}(t)=\dfrac{b}{\sqrt{2\pi t^{3}}}e^{-\frac{b^{2}}{2t}}.$$ Then I tried to compute the expectation directly using this density, but it is clear that $$\int_{0}^{\infty}f_{T_{b}}(t)dt=1$$ for any $b>0$, so it is not $\infty$.
Which part of this argument is wrong? I should integral with respect to $db$? I am confused.
Thank you!
Note that for large $t$ we have $e^{\frac{-b^2}{2t}}$ approaches $e^{-0}=1$, so in particular there is a $T>0$ such that $e^{\frac{-b^2}{2t}}>1/2$ for all $t> T$. Thus
$$\int_0^\infty \frac{b}{\sqrt{2\pi t}}e^{\frac{-b^2}{2t}} dt\geq \int_T^\infty \frac{b}{\sqrt{2\pi t}}\frac{1}{2}dt=\frac{b}{\sqrt{2\pi }}\frac{1}{2} 2t^{1/2}|_T^{\infty}=\infty. $$