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# multivariable calculus as thinking
-single-variable [[structural/calculus-as-thinking|calculus]] asks: how does one thing change with respect to another? multivariable calculus asks: how does one thing change with respect to *many* others simultaneously? since almost nothing in the real world depends on just one variable, this is where calculus becomes truly powerful.
+single-variable [[calculus-as-thinking|calculus]] asks: how does one thing change with respect to another? multivariable calculus asks: how does one thing change with respect to *many* others simultaneously? since almost nothing in the real world depends on just one variable, this is where calculus becomes truly powerful.
## the gradient: which direction is uphill?
@@ -22,7 +22,7 @@ the gradient is the mathematical answer to "where should I put my effort?" — a
divergence measures whether a point in a vector field is a source (stuff flows out), a sink (stuff flows in), or neither.
-in [[stem/physics|physics]], divergence is everywhere:
+in [[physics|physics]], divergence is everywhere:
- a positive charge creates a divergence in the electric field (field lines flow outward)
- a drain in a bathtub is a sink for the water velocity field
- an incompressible fluid has zero divergence everywhere (what flows in must flow out)
@@ -44,7 +44,7 @@ physically:
metaphorically:
- circular dependencies in a project (A depends on B, B depends on C, C depends on A) are a kind of curl
- feedback loops in systems — positive feedback spirals, negative feedback stabilizes — have a rotational quality
-- any cyclical process (boom-bust cycles, predator-prey oscillations from [biology](/wiki/stem/biology-and-medicine)) has the flavor of curl
+- any cyclical process (boom-bust cycles, predator-prey oscillations from [[biology-and-medicine|biology]]) has the flavor of curl
## surface and line integrals: adding up along paths and surfaces
@@ -65,6 +65,6 @@ the challenges are all multivariable calculus challenges:
## the deep point
-single-variable calculus is about change in one dimension. multivariable calculus is about change in the real world — where everything depends on everything else, where you need to find the best direction in a high-dimensional space, and where the relationships between boundary and interior reveal deep structural truths. much of [[stem/engineering-and-modeling|engineering and modeling]] comes down to setting up and solving multivariable calculus problems — from optimizing airfoil shapes to simulating fluid dynamics.
+single-variable calculus is about change in one dimension. multivariable calculus is about change in the real world — where everything depends on everything else, where you need to find the best direction in a high-dimensional space, and where the relationships between boundary and interior reveal deep structural truths. much of [[engineering-and-modeling|engineering and modeling]] comes down to setting up and solving multivariable calculus problems — from optimizing airfoil shapes to simulating fluid dynamics.
the thinking tools — gradient (which direction?), divergence (source or sink?), curl (is there circulation?) — are metaphors that apply far beyond physics. any time you're navigating a complex system with multiple interacting variables, you're in the domain of multivariable calculus.
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