Nonlinear Relationships and Shifting Dominance in Feedback Systems
In complex systems, relationships between variables are often nonlinear, causing feedback loops to shift dominance unpredictably. The spruce budworm example shows how this nonlinearity leads to periodic ecological cycles and how human interventions can destabilize the system.
THE IDEA
Interlude • Spruce Budworms, Firs, and Pesticides
Tree ring records show that the spruce budworm has been killing spruce and fir trees periodically in North America for at least 400 years. Until this century, no one much cared. The valuable tree for the lumber industry was the white pine. Spruce and fir were considered “weed species.” Eventually, however, the stands of virgin pine were gone, and the lumber industry turned to spruce and fir. Suddenly the budworm was seen as a serious pest.
So, beginning in the 1950s, northern forests were sprayed with DDT to control the spruce budworm. In spite of the spraying, every year there was a budworm resurgence. Annual sprays were continued through the 1950s, 1960s, and 1970s, until DDT was banned. Then the sprays were changed to fenitrothion, acephate, Sevin, and methoxychlor.
Insecticides were no longer thought to be the ultimate answer to the budworm problem, but they were still seen as essential. “Insecticides buy time,” said one forester, “That’s all the forest manager wants; to preserve the trees until the mill is ready for them.”
By 1980, spraying costs were getting unmanageable—the Canadian province of New Brunswick spent $12.5 million on budworm “control” that year. Concerned citizens were objecting to the drenching of the landscape with poisons. And, in spite of the sprays, the budworm was still killing as many as 20 million hectares (50 million acres) of trees per year.
C. S. Holling of the University of British Columbia and Gordon Baskerville of the University of New Brunswick put together a computer model to get a whole-system look at the budworm problem. They discovered that before the spraying began, the budworm had been barely detectable in most years. It was controlled by a number of predators, including birds, a spider, a parasitic wasp, and several diseases. Every few decades, however, there was a budworm outbreak, lasting from six to ten years. Then the budworm population would subside, eventually to explode again.
The budworm preferentially attacks balsam fir, secondarily spruce. Balsam fir is the most competitive tree in the northern forest. Left to its own devices, it would crowd out spruce and birch, and the forest would become a monoculture of nothing but fir. Each budworm outbreak cuts back the fir population, opening the forest for spruce and birch. Eventually fir moves back in.
As the fir population builds up, the probability of an outbreak increases—nonlinearly. The reproductive potential of the budworm increases more than proportionately to the availability of its favorite food supply. The final trigger is two or three warm, dry springs, perfect for the survival of budworm larvae. (If you’re doing event-level analysis, you will blame the outburst on the warm, dry springs.)
The budworm population grows too great for its natural enemies to hold in check—nonlinearly. Over a wide range of conditions, greater budworm populations result in more rapid multiplication of budworm predators. But beyond some point, the predators can multiply no faster. What was a reinforcing relationship—more budworms, faster predator multiplication—becomes a nonrelationship—more budworms, no faster predator multiplication—and the budworms take off, unimpeded.
Now only one thing can stop the outbreak: the insect reducing its own food supply by killing off fir trees. When that finally happens, the budworm population crashes—nonlinearly. The reinforcing loop of budworm reproduction yields dominance to the balancing loop of budworm starvation. Spruce and birch move into the spaces where the firs used to be, and the cycle begins again.
The budworm/spruce/fir system oscillates over decades, but it is ecologically stable within bounds. It can go on forever. The main effect of the budworm is to allow tree species other than fir to persist. But in this case what is ecologically stable is economically unstable. In eastern Canada, the economy is almost completely dependent on the logging industry, which is dependent on a steady supply of fir and spruce.
Many relationships in systems are nonlinear. Their relative strengths shift in disproportionate amounts as the stocks in the system shift. Nonlinearities in feedback systems produce shifting dominance of loops and many complexities in system behavior.
When industry sprays insecticides, it shifts the whole system to balance uneasily on different points within its nonlinear relationships. It kills off not only the pest, but the natural enemies of the pest, thereby weakening the feedback loop that normally keeps the budworms in check. It keeps the density of fir high, moving the budworms up their nonlinear reproduction curve to the point at which they’re perpetually on the edge of population explosion.
The forest management practices have set up what Holling calls “persistent semi-outbreak conditions” over larger and larger areas. The managers have found themselves locked into a policy in which there is an incipient volcano bubbling, such that, if the policy fails, there will be an outbreak of an intensity that has never been seen before.
When to use it
Fisheries management: Overfishing can reduce fish populations below a threshold, causing a collapse that is hard to reverse due to nonlinear reproduction dynamics.
Business strategy: Market competition can exhibit nonlinear shifts where a small market share increase triggers dominant feedback loops, leading to market leadership.
Public health: Vaccination campaigns can create herd immunity nonlinearly, but if coverage drops below a threshold, outbreaks can occur with disproportionate severity.
Climate policy: Feedback loops in climate systems (e.g., ice-albedo effect) can cause nonlinear temperature shifts, making early intervention critical.
FROM THEORY TO EVERYDAY LIFE
In practice
Spruce Budworm Outbreak Cycle
In the northern forests of Canada, the spruce budworm periodically defoliates balsam fir, a cycle that has existed for centuries. The outbreak is controlled by predators and food supply, but when fir density is high and conditions are favorable, the budworm population explodes. Forest managers attempted to control outbreaks with pesticides, but this weakened natural predators and kept fir density high, leading to more frequent and intense outbreaks. Nonlinear feedback loops make intervention dangerous when the full dynamics of a complex system are poorly understood.
A MOMENT TO REFLECT
Put it to work.
How does the nonlinear reproduction of budworm relative to food supply illustrate the concept of shifting dominance in feedback loops?
What are the unintended consequences of using pesticides in this ecological system? How do they relate to the principle of 'intervening in nonlinear systems'?
In what other real-world systems have you observed similar nonlinear behaviors where small changes led to disproportionate effects?
Often confused with
CONTINUE THE CONVERSATION
Source texts
- Thinking in Systems A Primer