Laserfiche WebLink
<br />~~:~tWI.-:=~4- -- <br /> <br />.. <br /> <br />'. Braham: . Field Experimentation in Weather Modification <br /> <br />of obtaining an understanding of the meteorological <br />pr6Clesses for a [proper interpretation of any seeding <br />effeCts iWl:!'mightuncover. I feel strongly that this was, <br />and still is, the best approach for establishing the facts <br />about weather modification. As a corollary, I am some- <br />what less than pleased when I see conclusions drawn from <br />the Whitetop rainfall or radar data in isolation from the <br />other parts of this experiment. <br />In the design phase, arrangements were worked out <br />whereby Professor Wayne Decker, University of Mis- <br />souri, would reduce the rain gage data and carry out the <br />initial analyses of it totally independently of the Uni- <br />versity of Chicago. Under our arrangement with NSF <br />and Professor Decker, he was not informed of which days <br />were seeded until the rain gage data reduction had been <br />completed and plume and nonplume averages computed <br />and tabulated. We furnished Professor Decker with pibal <br />data and assisted with the plume charts which he used in <br />his data reduction. He reported data for both the percent <br />of gage-hours with rain and the area average rain, for <br />both plume and nonplume, beginning with the first year's <br />operations. Professor Decker also carried out a limited <br />analysis of these data. At Chicago the initial efforts were <br />on analyzing the cloud measurements. Near the end of the <br />field operations, we began serious analysis efforts on the <br />rain and radar data" culminating in the monograph by <br />Flueck (1971). <br />Another activity that went on during the project <br />design phase resulted in the so-called selection criteria. <br />The most desirable subjects for our study were afternoon <br />and early evening convective clouds, which have a <br />climatological maximum frequency between about 11 <br />A.M. and 6 P.M. and which account for a substantial <br />traction of the area rain. Because these clouds are rela- <br />tively numerous and dynamically coupled to the surface <br />and lower levels of the atmosphere, we reasoned that our <br />chances of inducj.Ilg and detecting seeding effects in them <br />~ere much better than in the .much larger nocturnal <br />squall-line storms. The latter are associated with large- <br />scale, dynamical structures that often begin in the high <br />plains during' late afternoon and sweep across the plains <br />at night to arrive in Missouri after midnight. Accordingly, <br />we concentrated our efforts on the afternoon and evening <br />clouds. But we needed some device to help select days <br />for the experiment, because only about half of all summer <br />days could be expected to have, somewhere in our re- <br />search circle, supercooled con\tectiVe clouds capable of <br />responding to our seeding materials. Limited resources <br />and a desire to reduce the number of "zeros" in the data <br />precluded extending the experiment to all summer days. <br />After testing several simple "prediction" schemes on data <br />for three prior summers from Springfield, Missouri, we <br />selected one which led to our selection criteria (Braham <br />1960, 1966). Our plan was to use these criteria for select- <br />ing operational (experimental) days. Once we were in the <br />field, we encountered situations requiring occasional de- <br />viations from the criteria. These deviations have already <br />been reported in the form of criteria values for all days <br /> <br />~_i,~d>J;:,;;'",_,:::~_ ~.,...i ~- .. <br /> <br />~.,. <br /> <br />99 <br /> <br />and an indication of which days were actually used in <br />the experiment. In every case, the r:~ndomization decision <br />was made after all other decisions regarding selection of <br />days, selection of the location of possible seeding, etc., <br />had been made. <br />Thus the purpose of the criteria was to help in selecting <br />days which would have clouds capable of responding to <br />sibrer iodide. It is a mistake to aS80ciate any particular <br />seeding hypotheBis with days which met, or did not meet, <br />these criteria. <br />I am very plen.sed that so many of the discussants ad- <br />dress one or more of the issues with which I closed my <br />article. These discussions may prove to be as important <br />as the article itself in that they reveal an increasing <br />amount and diversity of interest among statisticians in <br />meteorological issues. I think this E:ignals an opportunity <br />for progress in weather modification. <br />lOne of these issues relates to nonrandomized experi- <br />ments, and in particular to those carried out by com- <br />mercial cloud seeders. In general, it is clear that there are <br />types of inquiries where randomized experiments are <br />difficult or impossible, and where remarkable progress <br />has been made without them. (Consider the areas of <br />geology and astronomy.) But in cloud seeding, we agree <br />thl~t randomization is highly desirable. The reason given <br />by commercial operators for nonr,andomized operations <br />is that their customers object to giving up many (perhaps <br />half) of the opportunities for receiving the benefits they <br />believe to come from cloud seeding. I thank Professors' <br />Flueck and Mosteller for setting forth several of the <br />cautions and conditions to be observed in working with <br />nonrandomized data. <br />In the time that has elapsed between preparation of my <br />paper for the Chicago meeting of ASA and preparation <br />of this response, the two-volume final report of the <br />Weather Modification Advisory Board has been issued. <br />(I had the honor of serving on that Board with 16 other <br />persons, mostly nonmeteorologists.) This Board was ap- <br />pointed by Dr. Juanita Kreps, Secretary of Commerce, <br />in response to Public Law PL94-490, in which the <br />Congress asked the Secretary to undertake a thorough <br />re'new of weather modification, assess its current status, <br />and recommend public policy for it. The first volume of <br />the report discusses the subject in much more detail than <br />I was able to do in my article, including societal, environ- <br />mental, legal, and institutional and governmental factors. <br />The second volume was prepared for the Board by three <br />sULtisticians: David R. Brillinger, Lyle V. Jones, and <br />John W. Tukey; it deals exclusively with statistical issues <br />relating to wea.ther modification experimentation and <br />gives a statistical critique of nine recent seeding projects. <br />I recommend both volumes for further information and <br />dil>cussion of many of the issues raised in my article and <br />in these discussions. <br /> <br />Responses to Individual Discussants: <br /> <br />Cook-Holschuh: I agree with the view that meteorol- <br />ogists must develop an ability to Plredict additive subsets <br />, <br />