What does the gradient vector at a point represent in a multivariable function?
It points in the direction of the steepest ascent (maximum rate of increase) and its magnitude is the rate of that increase.
How do you find the direction of steepest ascent for a function f(x,y) at a point?
Compute the gradient ∇f at the point; it is the vector direction.
What vectors represent directions of no change in height (level curves) for a function f(x,y)?
Vectors perpendicular to the gradient ∇f, such as <a, b> perpendicular to <-b, a> or <b, -a>.
How do you compute the directional derivative in the direction of a vector v?
Normalize v to a unit vector u = v / ||v||, then compute ∇f · u.
What does the sign of the directional derivative indicate?
Positive: uphill (increasing); negative: downhill (decreasing); zero: no change.
How do you determine if a path is uphill or downhill based on directional derivative?
If >0, uphill; if <0, downhill.
What is a conservative vector field?
A field F where the line integral is path-independent, equivalent to F = ∇f for some potential function f.
How do you find a potential function for a conservative vector field <P, Q, R>?
Integrate P wrt x (or similar), then add terms from Q and R, ensuring consistency; add constant if needed.
How do you compute a line integral over a curve C for a conservative field?
Use the fundamental theorem: f(end point) - f(start point), where F = ∇f.
When should you use the easy way vs. hard way for line integrals?
Easy: If conservative, use potential and endpoints; hard: Parametrize and integrate directly.
What theorem relates line integrals around closed curves to double integrals?
Green’s Theorem: ∫_C P dx + Q dy = ∬_R (∂Q/∂x - ∂P/∂y) dA.
How do you compute outward flux through a closed curve using a theorem?
Use Green’s Theorem: ∫_C -Q dx + P dy = ∬_R (∂P/∂x + ∂Q/∂y) dA.
What theorem relates flux through a closed surface to a triple integral?
Divergence Theorem: ∬_S F · dS = ∭_V ∇·F dV.
How do you apply the Divergence Theorem for outward flux?
Compute ∇·F, then triple integrate over the enclosed volume; easy if ∇·F is constant.
What theorem relates line integrals over a boundary to surface integrals?
Stokes’ Theorem: ∫_C F · dr = ∬_S (∇×F) · dS.
How do you compute a line integral over a triangular path oriented counter-clockwise?
Use Stokes’ Theorem if applicable: Project to a surface and compute curl integral.
How do you compute the surface area of a graph z = g(x,y) over a region R?
∬_R √(1 + (∂g/∂x)^2 + (∂g/∂y)^2) dA.
For surface area over a disk, why switch to polar coordinates?
Simplifies the integral due to radial symmetry; dA = r dr dθ.
What is the method for finding power series solutions to an ODE about x=0?
Assume y = Σ a_n x^n, compute y’ and y’’, plug in, shift indices, solve for coefficients.
How do you find the first few terms (e.g., up to x^4) in a power series solution?
Set up recurrence from equated coefficients, solve starting from a0 and a1.
What is a recurrence relation in power series solutions?
A formula relating a_{n+2} (or similar) to previous a_k terms.
For a second-order ODE, how many arbitrary constants in the series solution?
Two, typically a0 and a1, with higher terms in terms of them.
When shifting indices in series, what ensures alignment?
Adjust summation limits so powers of x match (e.g., let k = n-2).
How do you handle ODEs like y’’ + x y’ - y = 0 with series?
Multiply terms by x where needed, then equate coefficients after plugging in series.