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Linearly distributive categories were introduced to model the tensor/par fragment of linear logic, without resorting to the use of negation. Linear bicategories are the bicategorical version of linearly distributive categories. Essentially, a linear bicategory has two forms of composition, each determining the structure of a bicategory, and the two compositions are related by a linear distribution. While it is standard in the field of monoidal topology that the category of quantale-valued relations is a bicategory, we begin by showing that if the quantale is a Girard quantale, we obtain a linear bicategory. We further show that the category $QRel$ for $Q$ a unital quantale is a Girard quantaloid if and only if $Q$ is a Girard quantale. The tropical and arctic semiring structures fit together into a Girard quantale, so this construction is likely to have multiple applications. More generally, we define LD-quantales, which are sup-lattices with two quantale structures related by a linear distribution, and show that $QRel$ is a linear bicategory if $Q$ is an LD-quantale. We then consider several standard constructions from bicategory theory, and show that these lift to the linear bicategory setting and produce new examples of linear bicategories. In particular, we consider quantaloids. We first define the notion of a linear quantaloid ${\cal Q}$ and then consider linear ${\cal Q}$-categories and linear monads in ${\cal Q}$, where ${\cal Q}$ is a linear quantaloid. Every linear quantaloid is a linear bicategory. We also consider the bicategory whose objects are locales, 1-cells are bimodules and two-cells are bimodule homomorphisms. This bicategory turns out to be what we call a Girard bicategory, which are in essence a closed version of linear bicategories.