The present-day plant growth facilities (“greenhouses”) for space should be equipped with monitors and controllers of ambient parameters within the chamber because spacecraft environmental variations can be unfavorable to plants. Moreover, little is known about the effects of spaceflight on the greenhouse and rooting media. Lack of information about spaceflight effects on plants necessitates supplying space greenhouses with automatic, non-invasive monitors of, e.g., gas exchange rate, water and nutrient ion uptake, plant mass, temperature and water content of leaves. However, introduction of an environmental or plant sensor into the monitoring system may be reasonable only if it is justified by quantitative evaluation of the influence of a measured parameter on productivity, efficacy of illumination, or some other index of greenhouse efficiency. The multivariate adaptive optimization in terrestrial phytotrons appears to be one of the best methods to assess environmental impacts on crops. Two modifications of greenhouses with the three-dimensional adaptive optimization of crop photosynthetic characteristics include: (1) irradiation, air temperature and carbon dioxide using a modified simplex algorithm; and (2) using irradiation, air temperature, and humidity with sensitivity algorithms with varying frequency of test exposures that have been experimentally developed. As a result, during some stages of plant ontogensis, the photosynthetic productivity of wheat, tomatoes, and Chinese cabbage in these systems was found to increase by a factor of 2–3.